diff --git a/.github/workflows/generate-marketplace.yml b/.github/workflows/generate-marketplace.yml
index f408e4dd..7e51d3b2 100644
--- a/.github/workflows/generate-marketplace.yml
+++ b/.github/workflows/generate-marketplace.yml
@@ -45,10 +45,15 @@ jobs:
         run: pnpm exec tsx generate-mcps-marketplace.ts
         working-directory: bin
 
+      - name: Generate stack catalog artifact
+        run: pnpm exec tsx generate-stack-catalog.ts
+        working-directory: bin
+
       - name: Check for changes
         id: changes
         run: |
-          if git diff --quiet skills/marketplace.yaml agents/marketplace.yaml mcps/marketplace.yaml; then
+          git add skills/marketplace.yaml agents/marketplace.yaml mcps/marketplace.yaml stack/marketplace.json
+          if git diff --cached --quiet; then
             echo "changed=false" >> $GITHUB_OUTPUT
           else
             echo "changed=true" >> $GITHUB_OUTPUT
@@ -59,6 +64,6 @@ jobs:
         run: |
           git config --local user.email "github-actions[bot]@users.noreply.github.com"
           git config --local user.name "github-actions[bot]"
-          git add skills/marketplace.yaml agents/marketplace.yaml mcps/marketplace.yaml
-          git commit -m "chore: regenerate marketplace.yaml"
+          git add skills/marketplace.yaml agents/marketplace.yaml mcps/marketplace.yaml stack/marketplace.json
+          git commit -m "chore: regenerate marketplace artifacts"
           git push
diff --git a/bin/generate-stack-catalog.ts b/bin/generate-stack-catalog.ts
new file mode 100644
index 00000000..1de5ba46
--- /dev/null
+++ b/bin/generate-stack-catalog.ts
@@ -0,0 +1,317 @@
+#!/usr/bin/env npx tsx
+/**
+ * Validate and generate the Kilo Stack catalog served artifact.
+ *
+ * Reads `stack/catalog.yaml`, enforces integrity rules (resource ID existence,
+ * taxonomy structure, trust-policy compliance), stamps `curated: true` on all
+ * associations, and writes the serve artifact to `stack/marketplace.json`.
+ *
+ * Usage: npx tsx bin/generate-stack-catalog.ts [--check]
+ *   --check  Exit with a non-zero code if the artifact would change (CI mode).
+ *
+ * Environment:
+ *   KILO_MARKETPLACE_STRICT  If set, reject resources not in the marketplace MCP/skill
+ *                            inventories (for post-seeding validation). By default,
+ *                            unknown IDs are logged as warnings only.
+ */
+
+import * as fs from "fs"
+import * as path from "path"
+import * as yaml from "yaml"
+import { repoPathFromBin, listVisibleDirectories, loadMcpIds } from "./marketplace-generator-utils.ts"
+
+const CHECK_MODE = process.argv.includes("--check")
+const STRICT = Boolean(process.env.KILO_MARKETPLACE_STRICT)
+
+const catalogPath = repoPathFromBin("stack", "catalog.yaml")
+const artifactPath = repoPathFromBin("stack", "marketplace.json")
+const mcpsDir = repoPathFromBin("mcps")
+const skillsDir = repoPathFromBin("skills")
+
+// ── Types (loose — validated manually below) ─────────────────────────────────
+
+interface CatalogAssociation {
+  ref: string
+  default: boolean
+  curated?: boolean
+  trust: string
+  maturity: string
+  source: string
+  rationale: string
+  warnings: string[]
+  deprecated?: boolean
+  replacement?: string
+}
+
+interface CatalogTechnology {
+  id: string
+  name: string
+  resources: CatalogAssociation[]
+}
+
+interface CatalogPlacement {
+  technology: string
+  note?: string
+}
+
+interface CatalogCategory {
+  id: string
+  name: string
+  technologies: CatalogPlacement[]
+  categories: CatalogCategory[]
+}
+
+interface CatalogResource {
+  ref: string
+  id: string
+  kind: "skill" | "mcp"
+  name: string
+  trust: string
+  maturity: string
+  source: string
+  warnings: string[]
+}
+
+interface CatalogVertical {
+  id: string
+  name: string
+  technologies: CatalogTechnology[]
+  categories: CatalogCategory[]
+}
+
+interface Catalog {
+  revision: string
+  verticals: CatalogVertical[]
+  resources: CatalogResource[]
+}
+
+// ── Validation ───────────────────────────────────────────────────────────────
+
+const VALID_MATURITY = new Set(["stable", "preview", "beta", "experimental", "alpha", "unsupported"])
+const VALID_TRUST = new Set(["official", "provider", "community"])
+const KEBAB = /^[a-z0-9]+(?:-[a-z0-9]+)*$/
+const REVISION = /^\d{4}-\d{2}-\d{2}\.\d+$/
+const HTTPS = /^https:\/\//
+const QUALIFIED_REF = /^(?:skill|mcp):[a-z0-9]+(?:-[a-z0-9]+)*$/
+
+function requireKebab(value: unknown, path: string): string {
+  if (typeof value !== "string" || !KEBAB.test(value)) {
+    throw new Error(`${path}: expected kebab-case string, got ${JSON.stringify(value)}`)
+  }
+  return value
+}
+
+function requireString(value: unknown, path: string): string {
+  if (typeof value !== "string" || !value.trim()) {
+    throw new Error(`${path}: expected non-empty string`)
+  }
+  return value
+}
+
+function requireRef(value: unknown, path: string): string {
+  if (typeof value !== "string" || !QUALIFIED_REF.test(value)) {
+    throw new Error(`${path}: expected qualified ref (skill:id or mcp:id), got ${JSON.stringify(value)}`)
+  }
+  return value
+}
+
+function validateResource(raw: unknown, path: string): CatalogResource {
+  if (!raw || typeof raw !== "object" || Array.isArray(raw)) throw new Error(`${path}: expected object`)
+  const r = raw as Record<string, unknown>
+  const ref = requireRef(r.ref, `${path}.ref`)
+  const id = requireKebab(r.id, `${path}.id`)
+  if (r.kind !== "skill" && r.kind !== "mcp") throw new Error(`${path}.kind: must be "skill" or "mcp"`)
+  if (ref !== `${r.kind}:${id}`) throw new Error(`${path}: ref "${ref}" must match kind:id "${r.kind}:${id}"`)
+  if (!VALID_TRUST.has(r.trust as string)) throw new Error(`${path}.trust: invalid value "${r.trust}"`)
+  if (!VALID_MATURITY.has(r.maturity as string)) throw new Error(`${path}.maturity: invalid value "${r.maturity}"`)
+  if (!HTTPS.test(r.source as string)) throw new Error(`${path}.source: must be an HTTPS URL`)
+  requireString(r.name, `${path}.name`)
+  if (!Array.isArray(r.warnings)) throw new Error(`${path}.warnings: must be an array`)
+  return r as unknown as CatalogResource
+}
+
+/**
+ * Validate and enrich an association entry.
+ * The YAML source only needs  `ref`, `default`, and optionally `rationale`,
+ * `deprecated`, and `replacement`. All other fields (trust, maturity, source,
+ * warnings) are auto-filled from the resources registry.
+ */
+function validateAssociation(raw: unknown, path: string, registered: Map<string, CatalogResource>): CatalogAssociation {
+  if (!raw || typeof raw !== "object" || Array.isArray(raw)) throw new Error(`${path}: expected object`)
+  const a = raw as Record<string, unknown>
+  const ref = requireRef(a.ref, `${path}.ref`)
+  if (typeof a.default !== "boolean") throw new Error(`${path}.default: must be boolean`)
+  const resource = registered.get(ref)
+  if (!resource) throw new Error(`${path}: ref "${ref}" is not in the resources registry`)
+
+  // Trust-policy enforcement: only stable, official resources may carry default:true.
+  // This applies uniformly to both Skills and MCPs — an unstable (preview/beta/
+  // experimental/...) or non-official (provider/community) resource must never be
+  // enabled by default for end users, regardless of kind.
+  if (a.default === true) {
+    if (resource.trust !== "official" || resource.maturity !== "stable") {
+      throw new Error(
+        `${path}: ref "${ref}" has default:true but is not a stable official resource (kind=${resource.kind}, trust=${resource.trust}, maturity=${resource.maturity})`,
+      )
+    }
+  }
+
+  // Auto-fill metadata from the resources registry if not provided in the source.
+  const trust = typeof a.trust === "string" ? a.trust : resource.trust
+  const maturity = typeof a.maturity === "string" ? a.maturity : resource.maturity
+  const source = typeof a.source === "string" ? a.source : resource.source
+  const warnings = Array.isArray(a.warnings) ? a.warnings as string[] : resource.warnings
+  const rationale = typeof a.rationale === "string" && a.rationale.trim()
+    ? a.rationale
+    : a.default === true
+      ? resource.kind === "mcp"
+        ? "MCP server enabled by default; complete authentication after installation."
+        : "Stable first-party Skill recommended by the Data Engineering catalog."
+      : resource.kind === "mcp"
+        ? "Optional MCP server; enable explicitly and complete authentication after installation."
+        : "Optional Skill candidate requiring explicit review and selection."
+
+  return {
+    ref,
+    default: a.default as boolean,
+    trust,
+    maturity,
+    source,
+    rationale,
+    warnings,
+    ...(a.deprecated !== undefined ? { deprecated: a.deprecated as boolean } : {}),
+    ...(a.replacement !== undefined ? { replacement: a.replacement as string } : {}),
+  } as unknown as CatalogAssociation
+}
+
+function validateCategories(
+  cats: unknown[],
+  path: string,
+  inVertical: Set<string>,
+  seen: Set<string>,
+  counts: Map<string, number>,
+): void {
+  for (const cat of cats) {
+    if (!cat || typeof cat !== "object" || Array.isArray(cat)) throw new Error(`${path}: category must be an object`)
+    const c = cat as Record<string, unknown>
+    const id = requireKebab(c.id, `${path}.id`)
+    requireString(c.name, `${path}.name`)
+    if (seen.has(id)) throw new Error(`${path}: category id "${id}" is duplicated`)
+    seen.add(id)
+    if (!Array.isArray(c.technologies)) throw new Error(`${path}.technologies: must be an array`)
+    const placed = new Set<string>()
+    for (const placement of c.technologies as unknown[]) {
+      if (!placement || typeof placement !== "object") throw new Error(`${path}: placement must be an object`)
+      const p = placement as Record<string, unknown>
+      const tech = requireKebab(p.technology, `${path}.technology`)
+      if (placed.has(tech)) throw new Error(`${path}: technology "${tech}" placed more than once in category "${id}"`)
+      placed.add(tech)
+      if (!inVertical.has(tech)) throw new Error(`${path}: technology "${tech}" is not registered in this vertical`)
+      counts.set(tech, (counts.get(tech) ?? 0) + 1)
+    }
+    if (!Array.isArray(c.categories)) throw new Error(`${path}.categories: must be an array`)
+    validateCategories(c.categories, `${path}.categories`, inVertical, seen, counts)
+  }
+}
+
+function validate(catalog: Catalog, mcpIds: Set<string>, skillIds: Set<string>): string[] {
+  const warnings: string[] = []
+
+  if (!REVISION.test(catalog.revision)) {
+    throw new Error(`revision: must match YYYY-MM-DD.N, got "${catalog.revision}"`)
+  }
+
+  // Register all resources
+  const registered = new Map<string, CatalogResource>()
+  const associated = new Set<string>()
+  for (const r of catalog.resources) {
+    const res = validateResource(r, `resources.${r.ref}`)
+    if (registered.has(res.ref)) throw new Error(`resources: duplicate ref "${res.ref}"`)
+    registered.set(res.ref, res)
+
+    // Check existence in marketplace inventories
+    if (res.kind === "mcp" && !mcpIds.has(res.id)) {
+      const msg = `resources.${res.ref}: MCP id "${res.id}" is not in mcps/`
+      if (STRICT) throw new Error(msg)
+      else warnings.push(`WARN ${msg}`)
+    }
+    if (res.kind === "skill" && !skillIds.has(res.id)) {
+      const msg = `resources.${res.ref}: Skill id "${res.id}" is not in skills/`
+      if (STRICT) throw new Error(msg)
+      else warnings.push(`WARN ${msg}`)
+    }
+  }
+
+  // Validate verticals
+  const allTechs = new Map<string, string>() // id → vertical id
+  for (const v of catalog.verticals) {
+    requireKebab(v.id, `verticals.${v.id}.id`)
+    requireString(v.name, `verticals.${v.id}.name`)
+    const inVertical = new Set<string>()
+    for (const tech of v.technologies) {
+      requireKebab(tech.id, `verticals.${v.id}.technologies.${tech.id}.id`)
+      requireString(tech.name, `verticals.${v.id}.technologies.${tech.id}.name`)
+      if (allTechs.has(tech.id)) {
+        throw new Error(`verticals.${v.id}: technology id "${tech.id}" is already registered in vertical "${allTechs.get(tech.id)}"`)
+      }
+      allTechs.set(tech.id, v.id)
+      inVertical.add(tech.id)
+      const assocRefs = new Set<string>()
+      for (let i = 0; i < tech.resources.length; i++) {
+        const a = validateAssociation(tech.resources[i], `verticals.${v.id}.technologies.${tech.id}.resources.${tech.resources[i].ref}`, registered)
+        if (assocRefs.has(a.ref)) throw new Error(`verticals.${v.id}.technologies.${tech.id}: ref "${a.ref}" repeated`)
+        assocRefs.add(a.ref)
+        associated.add(a.ref)
+        tech.resources[i] = a
+      }
+    }
+    const catSeen = new Set<string>()
+    const catCounts = new Map<string, number>()
+    validateCategories(v.categories, `verticals.${v.id}.categories`, inVertical, catSeen, catCounts)
+    for (const id of inVertical) {
+      if (!catCounts.has(id)) warnings.push(`WARN verticals.${v.id}: technology "${id}" has no category placement`)
+    }
+  }
+
+  // Every resource must be referenced by at least one technology
+  for (const ref of registered.keys()) {
+    if (!associated.has(ref)) warnings.push(`WARN resources.${ref}: not associated with any technology`)
+  }
+
+  return warnings
+}
+
+// ── Main ─────────────────────────────────────────────────────────────────────
+
+const raw = fs.readFileSync(catalogPath, "utf-8")
+const parsed = yaml.parse(raw) as Catalog
+
+const mcpIds = loadMcpIds(mcpsDir)
+const skillIds = new Set(listVisibleDirectories(skillsDir))
+
+console.log(`\nValidating stack/catalog.yaml (revision: ${parsed.revision})`)
+const warnings = validate(parsed, mcpIds, skillIds)
+for (const w of warnings) console.log(w)
+
+// Stamp curated:true on all associations before publishing
+for (const vertical of parsed.verticals) {
+  for (const tech of vertical.technologies) {
+    for (const assoc of tech.resources) {
+      assoc.curated = true
+    }
+  }
+}
+
+const artifact = JSON.stringify(parsed, null, 2)
+
+if (CHECK_MODE) {
+  const existing = fs.existsSync(artifactPath) ? fs.readFileSync(artifactPath, "utf-8") : ""
+  if (existing !== `${artifact}\n`) {
+    console.error("\nstack/marketplace.json is stale. Run: npx tsx bin/generate-stack-catalog.ts")
+    process.exit(1)
+  }
+  console.log("\nstack/marketplace.json is up to date.")
+} else {
+  fs.writeFileSync(artifactPath, `${artifact}\n`)
+  console.log(`\nWrote stack/marketplace.json (${parsed.verticals.length} vertical(s), ${parsed.resources.length} resource(s))`)
+}
diff --git a/stack/catalog.yaml b/stack/catalog.yaml
new file mode 100644
index 00000000..fae6935f
--- /dev/null
+++ b/stack/catalog.yaml
@@ -0,0 +1,3098 @@
+# Kilo Stack Catalog — source of truth for technology → resource associations.
+#
+# This file is Kilo-curated. The generator (bin/generate-stack-catalog.ts) validates
+# all resource IDs against the mcps/ and skills/ inventories, enforces the trust policy,
+# auto-fills association metadata (trust/maturity/source/warnings/rationale) from the
+# resources registry, stamps curated:true, and writes stack/marketplace.json.
+#
+# Each technology association only requires:
+#   - ref:     qualified resource ref (skill:id or mcp:id)
+#   - default: true if enabled by default, false otherwise
+#   - rationale: (optional) custom override — auto-generated if omitted
+#
+# Revision format: YYYY-MM-DD.N where N starts at 1 and increments each same-day update.
+
+revision: "2026-06-25.2"
+
+verticals:
+  - id: data
+    name: Data Engineering
+    technologies:
+
+      # ── Orchestration ─────────────────────────────────────────────────────────
+      - id: apache-airflow
+        name: Apache Airflow
+        resources:
+          - ref: "skill:airflow"
+            default: true
+          - ref: "skill:authoring-dags"
+            default: true
+
+      - id: dagster
+        name: Dagster
+        resources:
+          - ref: "skill:dagster-expert"
+            default: true
+          - ref: "skill:dagster"
+            default: false
+
+      - id: azure-data-factory
+        name: Azure Data Factory
+        resources:
+          - ref: "skill:azure-data-factory"
+            default: true
+          - ref: "skill:adf-master"
+            default: false
+
+      - id: aws-glue
+        name: AWS Glue
+        resources:
+          - ref: "skill:ingesting-into-data-lake"
+            default: true
+          - ref: "skill:exploring-data-catalog"
+            default: true
+          - ref: "mcp:aws-data-processing"
+            default: true
+
+      - id: prefect
+        name: Prefect
+        resources:
+          - ref: "skill:prefect"
+            default: false
+          - ref: "mcp:prefect-mcp-server"
+            default: false
+
+      - id: dbt
+        name: dbt
+        resources:
+          - ref: "skill:dbt-analytics-engineering"
+            default: true
+          - ref: "mcp:dbt"
+            default: true
+
+      - id: astronomer
+        name: Astronomer
+        resources:
+          - ref: "skill:airflow"
+            default: true
+          - ref: "skill:deploying-airflow"
+            default: true
+          - ref: "mcp:astronomer-docs-mcp"
+            default: true
+
+      - id: apache-spark
+        name: Apache Spark
+        resources:
+          - ref: "skill:spark-engineer"
+            default: false
+          - ref: "skill:udf-benchmark"
+            default: false
+          - ref: "mcp:spark-history"
+            default: false
+
+      - id: stitch
+        name: Stitch
+        resources: []
+
+      - id: apache-nifi
+        name: Apache NiFi
+        resources:
+          - ref: "skill:etl-integration-nifi"
+            default: false
+          - ref: "skill:nifi-flow-layout"
+            default: false
+          - ref: "mcp:nifi-mcp-server"
+            default: false
+
+      - id: fivetran
+        name: Fivetran
+        resources:
+          - ref: "skill:build-connector"
+            default: true
+          - ref: "mcp:fivetran-mcp-server"
+            default: true
+
+      - id: airbyte
+        name: Airbyte
+        resources:
+          - ref: "skill:airbyte-agent"
+            default: false
+          - ref: "skill:bootstrapping-agent"
+            default: true
+          - ref: "mcp:airbyte-agent-mcp"
+            default: true
+          - ref: "mcp:airbyte-knowledge-mcp"
+            default: true
+
+      - id: matillion
+        name: Matillion
+        resources: []
+
+      # ── Streaming ────────────────────────────────────────────────────────────
+      - id: azure-event-hub
+        name: Azure Event Hub
+        resources:
+          - ref: "skill:azure-event-hubs"
+            default: true
+          - ref: "skill:azure-eventhub-py"
+            default: false
+          - ref: "mcp:azure"
+            default: true
+          - ref: "mcp:microsoft-learn"
+            default: true
+
+      - id: aws-kinesis
+        name: AWS Kinesis
+        resources:
+          - ref: "skill:aws-messaging-and-streaming"
+            default: true
+          - ref: "skill:cdc-streaming-pipeline"
+            default: false
+          - ref: "mcp:aws-serverless-mcp"
+            default: true
+
+      - id: gcp-pubsub
+        name: GCP PubSub
+        resources:
+          - ref: "skill:gcp-event-driven-architecture-review"
+            default: false
+          - ref: "mcp:gcp-pubsub"
+            default: true
+
+      - id: spark-streaming
+        name: Spark Streaming
+        resources:
+          - ref: "skill:databricks-spark-structured-streaming"
+            default: false
+          - ref: "skill:databricks-pipelines"
+            default: true
+          - ref: "mcp:spark-history"
+            default: false
+
+      - id: apache-kafka
+        name: Apache Kafka
+        resources:
+          - ref: "skill:kafka-streams-programming"
+            default: false
+          - ref: "skill:kafka-schema-registry"
+            default: false
+          - ref: "mcp:confluent"
+            default: false
+
+      - id: apache-flink
+        name: Apache Flink
+        resources:
+          - ref: "skill:flink"
+            default: false
+          - ref: "skill:flink-best-practices"
+            default: false
+          - ref: "mcp:confluent"
+            default: false
+
+      - id: apache-beam
+        name: Apache Beam
+        resources:
+          - ref: "skill:beam-concepts"
+            default: true
+          - ref: "skill:io-connectors"
+            default: true
+          - ref: "mcp:bigquery-mcp"
+            default: true
+
+      # ── Data Warehousing ──────────────────────────────────────────────────────
+      - id: databricks
+        name: Databricks
+        resources:
+          - ref: "skill:databricks-pipelines"
+            default: true
+          - ref: "skill:databricks-jobs"
+            default: true
+          - ref: "mcp:databricks-sql"
+            default: false
+          - ref: "mcp:unity-catalog-functions"
+            default: false
+
+      - id: snowflake
+        name: Snowflake
+        resources:
+          - ref: "skill:dynamic-tables-tutorial"
+            default: false
+          - ref: "skill:snowpipe-bcdr"
+            default: false
+          - ref: "mcp:snowflake-managed"
+            default: true
+
+      - id: azure-synapse
+        name: Azure Synapse
+        resources:
+          - ref: "skill:azure-synapse-analytics"
+            default: true
+          - ref: "mcp:microsoft-learn"
+            default: true
+
+      - id: aws-redshift
+        name: AWS Redshift
+        resources:
+          - ref: "skill:redshift"
+            default: false
+          - ref: "skill:database-redshift"
+            default: false
+          - ref: "mcp:aws-redshift-mcp"
+            default: true
+
+      - id: gcp-bigquery
+        name: GCP BigQuery
+        resources:
+          - ref: "skill:bigquery-basics"
+            default: true
+          - ref: "skill:bigquery-ai-ml"
+            default: true
+          - ref: "mcp:bigquery-mcp"
+            default: true
+
+      # ── Object Storage ────────────────────────────────────────────────────────
+      - id: azure-adls2
+        name: Azure ADLS2
+        resources:
+          - ref: "skill:azure-storage"
+            default: true
+          - ref: "skill:azure-rbac"
+            default: true
+          - ref: "mcp:azure"
+            default: true
+
+      - id: aws-s3
+        name: AWS S3
+        resources:
+          - ref: "skill:creating-data-lake-table"
+            default: true
+          - ref: "skill:securing-s3-buckets"
+            default: true
+          - ref: "mcp:aws"
+            default: true
+          - ref: "mcp:s3-tables-mcp"
+            default: true
+
+      - id: gcp-storage
+        name: GCP Storage
+        resources:
+          - ref: "skill:gcs-lifecycle-policy"
+            default: false
+
+      - id: hdfs
+        name: HDFS
+        resources:
+          - ref: "skill:hadoop"
+            default: false
+          - ref: "skill:data-distributed-storage"
+            default: false
+
+      - id: oracle-cloud-storage
+        name: Oracle Cloud Storage
+        resources:
+          - ref: "skill:oraclecloud-data-handling"
+            default: false
+          - ref: "skill:aidp-object-storage"
+            default: false
+          - ref: "mcp:oci-cloud-mcp"
+            default: true
+          - ref: "mcp:oci-api-mcp"
+            default: true
+
+      # ── File Formats ──────────────────────────────────────────────────────────
+      - id: apache-parquet
+        name: Apache Parquet
+        resources: []
+
+      - id: databricks-delta
+        name: Databricks Delta
+        resources:
+          - ref: "skill:databricks-pipelines"
+            default: true
+          - ref: "skill:databricks-core"
+            default: true
+          - ref: "mcp:databricks-sql"
+            default: false
+          - ref: "mcp:unity-catalog-functions"
+            default: false
+
+      - id: apache-iceberg
+        name: Apache Iceberg
+        resources:
+          - ref: "skill:oleander-iceberg-catalog"
+            default: false
+
+      - id: apache-orc
+        name: Apache ORC
+        resources: []
+
+      - id: apache-avro
+        name: Apache Avro
+        resources:
+          - ref: "skill:chdb-datastore"
+            default: false
+
+      - id: json
+        name: JSON
+        resources:
+          - ref: "skill:jq-json-processing"
+            default: false
+          - ref: "skill:validating-json-data"
+            default: false
+
+      - id: apache-hudi
+        name: Apache Hudi
+        resources:
+          - ref: "skill:apache-hudi-lakehouse"
+            default: false
+          - ref: "mcp:aws-data-processing"
+            default: true
+
+      - id: apache-arrow
+        name: Apache Arrow
+        resources:
+          - ref: "skill:apache-arrow"
+            default: false
+          - ref: "skill:adbc"
+            default: false
+
+      - id: csv
+        name: CSV
+        resources:
+          - ref: "skill:csv-wrangling"
+            default: false
+          - ref: "skill:csv-query"
+            default: false
+
+      - id: xml
+        name: XML
+        resources:
+          - ref: "skill:cheerio-parsing"
+            default: false
+
+      # ── Databases ─────────────────────────────────────────────────────────────
+      - id: microsoft-sql-server
+        name: Microsoft SQL Server
+        resources:
+          - ref: "skill:sql-server-table-reconciliation"
+            default: false
+          - ref: "mcp:microsoft-data-api-builder"
+            default: true
+          - ref: "mcp:dbhub"
+            default: false
+
+      - id: mysql
+        name: MySQL
+        resources:
+          - ref: "skill:mysql"
+            default: false
+          - ref: "skill:mysql-patterns"
+            default: false
+
+      - id: oracle
+        name: Oracle
+        resources:
+          - ref: "skill:oracle-database"
+            default: true
+          - ref: "skill:oracledb"
+            default: false
+          - ref: "mcp:oci-database-tools-mcp"
+            default: true
+
+      - id: apache-hbase
+        name: Apache HBase
+        resources:
+          - ref: "skill:hbase"
+            default: false
+
+      - id: postgresql
+        name: PostgreSQL
+        resources:
+          - ref: "skill:supabase-postgres-best-practices"
+            default: false
+          - ref: "skill:neon-postgres"
+            default: false
+          - ref: "mcp:neon"
+            default: false
+          - ref: "mcp:postgres-mcp-pro"
+            default: false
+
+      - id: cassandra
+        name: Cassandra
+        resources:
+          - ref: "skill:troubleshoot-cassandra"
+            default: false
+          - ref: "skill:cassandra"
+            default: false
+          - ref: "mcp:amazon-keyspaces-mcp"
+            default: true
+
+      - id: mongodb
+        name: MongoDB
+        resources:
+          - ref: "skill:mongodb-schema-design"
+            default: true
+          - ref: "skill:mongodb-query-optimizer"
+            default: true
+          - ref: "mcp:mongodb-mcp-server"
+            default: true
+
+      - id: elasticsearch
+        name: Elasticsearch
+        resources:
+          - ref: "skill:elasticsearch-file-ingest"
+            default: false
+          - ref: "skill:elasticsearch-esql"
+            default: false
+
+      - id: redis
+        name: Redis
+        resources:
+          - ref: "skill:redis-core"
+            default: true
+          - ref: "skill:redis-observability"
+            default: true
+          - ref: "mcp:redis-mcp"
+            default: true
+          - ref: "mcp:redis-cloud-mcp"
+            default: true
+
+      - id: ibm-db2
+        name: IBM DB2
+        resources:
+          - ref: "skill:db2-rhel"
+            default: false
+
+      # ── Dashboards ────────────────────────────────────────────────────────────
+      - id: tableau
+        name: Tableau
+        resources:
+          - ref: "skill:query-tableau-data"
+            default: false
+          - ref: "skill:tableau-dashboard-creator"
+            default: false
+          - ref: "mcp:tableau-mcp"
+            default: true
+
+      - id: power-bi
+        name: Power BI
+        resources:
+          - ref: "skill:powerbi-mcp"
+            default: false
+          - ref: "skill:powerbi-documentation"
+            default: false
+          - ref: "mcp:power-bi-modeling"
+            default: false
+          - ref: "mcp:power-bi-remote"
+            default: false
+
+      - id: qlik-sense
+        name: Qlik Sense
+        resources:
+          - ref: "skill:qlik-load-script"
+            default: false
+          - ref: "mcp:qlik-mcp"
+            default: true
+
+      - id: google-looker
+        name: Google Looker
+        resources:
+          - ref: "skill:lookml-model"
+            default: false
+          - ref: "skill:lookml-tests"
+            default: false
+          - ref: "mcp:looker-toolbox"
+            default: true
+
+      # ── APIs & Data Sharing ───────────────────────────────────────────────────
+      - id: graphql
+        name: GraphQL
+        resources:
+          - ref: "skill:graphql"
+            default: false
+          - ref: "skill:apollo-graphql"
+            default: false
+
+      - id: fastapi
+        name: FastAPI
+        resources:
+          - ref: "skill:fastapi-itechmeat"
+            default: false
+          - ref: "skill:fastapi-martinholovsky"
+            default: false
+          - ref: "mcp:context7"
+            default: false
+          - ref: "mcp:openapi-mcp"
+            default: false
+
+      - id: azure-data-share
+        name: Azure Data Share
+        resources:
+          - ref: "skill:azure-data-share"
+            default: true
+          - ref: "mcp:microsoft-learn"
+            default: true
+          - ref: "mcp:azure"
+            default: true
+
+      - id: aws-data-exchange
+        name: AWS Data Exchange
+        resources:
+          - ref: "skill:aws-sdk-python-usage"
+            default: true
+          - ref: "mcp:aws"
+            default: true
+          - ref: "mcp:aws-api-mcp"
+            default: false
+
+      - id: delta-sharing
+        name: Delta Sharing
+        resources:
+          - ref: "skill:delta-sharing"
+            default: false
+          - ref: "skill:azure-databricks"
+            default: true
+
+      - id: snowflake-data-sharing
+        name: Snowflake Data Sharing
+        resources:
+          - ref: "skill:snowflake-expert"
+            default: false
+          - ref: "skill:cortex-code"
+            default: false
+          - ref: "mcp:snowflake-managed"
+            default: true
+
+      # ── AI & Machine Learning ─────────────────────────────────────────────────
+      - id: aws-sagemaker
+        name: AWS SageMaker
+        resources:
+          - ref: "skill:dataset-transformation"
+            default: true
+          - ref: "skill:dataset-evaluation"
+            default: true
+          - ref: "mcp:sagemaker-spark-troubleshooting-mcp"
+            default: false
+          - ref: "mcp:aws-data-processing"
+            default: true
+
+      - id: gcp-vertex-ai
+        name: GCP Vertex AI
+        resources:
+          - ref: "skill:gemini-api"
+            default: true
+          - ref: "skill:bigquery-ai-ml"
+            default: true
+          - ref: "mcp:agent-platform-mcp"
+            default: true
+          - ref: "mcp:bigquery-mcp"
+            default: true
+
+      - id: azure-ml
+        name: Azure ML
+        resources:
+          - ref: "skill:azure-machine-learning"
+            default: true
+          - ref: "skill:azureml-scaffolding"
+            default: false
+          - ref: "mcp:microsoft-learn"
+            default: true
+
+      - id: databricks-ml
+        name: Databricks ML
+        resources:
+          - ref: "skill:databricks-model-serving"
+            default: true
+          - ref: "skill:databricks-pipelines"
+            default: true
+          - ref: "mcp:databricks-sql"
+            default: false
+
+      - id: tensorflow
+        name: TensorFlow
+        resources:
+          - ref: "skill:tensorflow-data-pipelines"
+            default: false
+          - ref: "skill:tensorflow-model-deployment"
+            default: false
+          - ref: "mcp:context7"
+            default: false
+          - ref: "mcp:github"
+            default: true
+
+      - id: pytorch
+        name: PyTorch
+        resources:
+          - ref: "skill:pytorch-patterns"
+            default: false
+          - ref: "skill:aoti-debug"
+            default: true
+          - ref: "mcp:context7"
+            default: false
+
+      - id: h2o-ai
+        name: H2O.ai
+        resources:
+          - ref: "mcp:jupyter-mcp"
+            default: false
+
+      - id: mlflow
+        name: MLflow
+        resources:
+          - ref: "skill:mlflow-onboarding"
+            default: true
+          - ref: "skill:searching-mlflow-docs"
+            default: true
+          - ref: "mcp:mlflow-mcp"
+            default: false
+
+      - id: scikit-learn
+        name: Scikit-learn
+        resources:
+          - ref: "skill:scikit-learn"
+            default: false
+          - ref: "skill:scikit-learn-best-practices"
+            default: false
+
+      - id: datarobot
+        name: DataRobot
+        resources:
+          - ref: "skill:datarobot-data-preparation"
+            default: false
+          - ref: "skill:datarobot-feature-engineering"
+            default: false
+          - ref: "mcp:datarobot-global-mcp"
+            default: true
+
+      # ── IAM ───────────────────────────────────────────────────────────────────
+      - id: azure-ad
+        name: Azure AD
+        resources:
+          - ref: "skill:entra-app-registration"
+            default: true
+          - ref: "skill:entra-agent-id"
+            default: true
+
+      - id: aws-cognito
+        name: AWS Cognito
+        resources:
+          - ref: "skill:cognito"
+            default: false
+          - ref: "skill:aws-cognito-admin"
+            default: false
+          - ref: "mcp:aws"
+            default: true
+
+      - id: gcp-identity
+        name: GCP Identity
+        resources:
+          - ref: "skill:gcloud"
+            default: true
+          - ref: "skill:gcp-iam"
+            default: false
+
+      - id: okta
+        name: Okta
+        resources:
+          - ref: "skill:okta-identity-integration-patterns"
+            default: false
+          - ref: "mcp:okta-mcp-server"
+            default: true
+
+      - id: cyberark
+        name: CyberArk
+        resources: []
+
+      # ── Data Governance ───────────────────────────────────────────────────────
+      - id: collibra
+        name: Collibra
+        resources:
+          - ref: "skill:collibra-chip"
+            default: false
+
+      - id: apache-atlas
+        name: Apache Atlas
+        resources: []
+
+      - id: azure-purview
+        name: Azure Purview
+        resources:
+          - ref: "skill:microsoft-docs"
+            default: true
+          - ref: "skill:microsoft-code-reference"
+            default: true
+          - ref: "mcp:microsoft-learn"
+            default: true
+          - ref: "mcp:azure"
+            default: true
+
+      - id: aws-glue-data-catalog
+        name: AWS Glue Data Catalog
+        resources:
+          - ref: "skill:glue-diagnostics"
+            default: false
+          - ref: "mcp:aws-data-processing"
+            default: true
+          - ref: "mcp:aws-api-mcp"
+            default: false
+
+      - id: gcp-bigquery-dg
+        name: GCP BigQuery DG
+        resources:
+          - ref: "skill:knowledge-catalog-discovery"
+            default: false
+          - ref: "skill:dataplex-and-bigquery-governance"
+            default: false
+          - ref: "mcp:knowledge-catalog-mcp"
+            default: false
+          - ref: "mcp:data-lineage-mcp"
+            default: false
+
+      - id: privacera
+        name: Privacera
+        resources:
+          - ref: "skill:integrate-anything"
+            default: false
+          - ref: "mcp:membrane-cloud-mcp"
+            default: false
+
+      # ── Metastores ────────────────────────────────────────────────────────────
+      - id: unity-catalog
+        name: Unity Catalog
+        resources:
+          - ref: "skill:databricks-unity-catalog"
+            default: false
+          - ref: "skill:databricks-dbsql"
+            default: false
+          - ref: "mcp:unity-catalog-functions"
+            default: false
+          - ref: "mcp:databricks-sql"
+            default: false
+
+      - id: hive-metastore
+        name: Hive Metastore
+        resources:
+          - ref: "skill:data-catalog-and-discovery"
+            default: false
+          - ref: "mcp:datahub-mcp"
+            default: false
+
+      - id: dremio
+        name: Dremio
+        resources: []
+
+      # ── Observability ─────────────────────────────────────────────────────────
+      - id: prometheus
+        name: Prometheus
+        resources:
+          - ref: "skill:prometheus-addxai"
+            default: false
+
+      - id: grafana
+        name: Grafana
+        resources:
+          - ref: "skill:dashboarding"
+            default: true
+          - ref: "skill:database-observability"
+            default: true
+          - ref: "mcp:mcp-grafana"
+            default: true
+          - ref: "mcp:grafana-cloud-mcp"
+            default: false
+
+      - id: splunk
+        name: Splunk
+        resources:
+          - ref: "skill:splunk-spl2-pipeline-kit"
+            default: false
+          - ref: "skill:splunk-ingest-processor-setup"
+            default: false
+          - ref: "mcp:splunk-mcp-server"
+            default: false
+
+      - id: new-relic
+        name: New Relic
+        resources:
+          - ref: "skill:newrelic-cli-skills"
+            default: false
+          - ref: "mcp:new-relic-ai-mcp"
+            default: false
+
+      - id: datadog
+        name: Datadog
+        resources:
+          - ref: "skill:dd-pup"
+            default: true
+          - ref: "skill:dd-logs"
+            default: true
+          - ref: "mcp:datadog-mcp-datadoghq"
+            default: true
+
+      # ── Key Vaults ────────────────────────────────────────────────────────────
+      - id: azure-key-vault
+        name: Azure Key Vault
+        resources:
+          - ref: "skill:azure-compliance"
+            default: true
+          - ref: "skill:azure-key-vault"
+            default: false
+          - ref: "mcp:azure"
+            default: true
+
+      - id: aws-secrets-manager
+        name: AWS Secrets Manager
+        resources:
+          - ref: "skill:creating-secrets-using-best-practices"
+            default: true
+          - ref: "skill:connecting-to-data-source"
+            default: true
+          - ref: "mcp:aws"
+            default: true
+          - ref: "mcp:aws-api-mcp"
+            default: false
+
+      - id: gcp-secret-manager
+        name: GCP Secret Manager
+        resources:
+          - ref: "skill:gcp-secret-manager"
+            default: false
+
+      - id: hashicorp-vault
+        name: HashiCorp Vault
+        resources:
+          - ref: "skill:vault-api"
+            default: false
+          - ref: "skill:secrets-vault-manager"
+            default: false
+          - ref: "mcp:vault-mcp"
+            default: false
+          - ref: "mcp:vault-radar-mcp"
+            default: false
+
+      - id: cyberark-conjur
+        name: CyberArk Conjur
+        resources: []
+
+      # ── Data Quality ──────────────────────────────────────────────────────────
+      - id: great-expectations
+        name: Great Expectations
+        resources:
+          - ref: "skill:data-quality-frameworks-sickn33"
+            default: false
+          - ref: "skill:senior-data-engineer"
+            default: false
+          - ref: "mcp:context7"
+            default: false
+          - ref: "mcp:github"
+            default: true
+
+      - id: dbt-data-tests
+        name: dbt Data Tests
+        resources:
+          - ref: "skill:dbt-testing"
+            default: false
+          - ref: "mcp:dbt"
+            default: true
+
+      - id: openmetadata
+        name: OpenMetadata
+        resources:
+          - ref: "mcp:openmetadata-mcp"
+            default: true
+          - ref: "mcp:openmetadata-us-all"
+            default: false
+
+      - id: soda-core-cl
+        name: Soda Core/CL
+        resources:
+          - ref: "skill:soda-cli"
+            default: false
+
+      - id: azure-purview-dq
+        name: Azure Purview DQ
+        resources:
+          - ref: "skill:purview-data-catalog"
+            default: false
+          - ref: "skill:purview-data-map"
+            default: false
+
+      - id: aws-glue-dq
+        name: AWS Glue DQ
+        resources:
+          - ref: "skill:ingesting-into-data-lake"
+            default: true
+          - ref: "skill:exploring-data-catalog"
+            default: true
+          - ref: "mcp:aws"
+            default: true
+          - ref: "mcp:aws-data-processing"
+            default: true
+
+    categories:
+      - id: orchestration
+        name: Orchestration
+        technologies:
+          - technology: apache-airflow
+          - technology: dagster
+          - technology: azure-data-factory
+          - technology: aws-glue
+          - technology: prefect
+          - technology: dbt
+          - technology: astronomer
+        categories: []
+
+      - id: data-ingestion-integration
+        name: Data Ingestion & Integration
+        technologies: []
+        categories:
+          - id: data-integration-etl
+            name: Data Integration & ETL
+            technologies:
+              - technology: azure-data-factory
+              - technology: aws-glue
+              - technology: apache-spark
+              - technology: stitch
+              - technology: apache-nifi
+              - technology: fivetran
+              - technology: airbyte
+              - technology: matillion
+            categories: []
+
+          - id: streaming
+            name: Streaming
+            technologies:
+              - technology: azure-event-hub
+              - technology: aws-kinesis
+              - technology: gcp-pubsub
+              - technology: spark-streaming
+              - technology: apache-kafka
+              - technology: apache-flink
+              - technology: apache-beam
+            categories: []
+
+      - id: data-warehousing
+        name: Data Warehousing
+        technologies:
+          - technology: databricks
+          - technology: snowflake
+          - technology: azure-synapse
+          - technology: aws-redshift
+          - technology: gcp-bigquery
+        categories: []
+
+      - id: data-storage
+        name: Data Storage
+        technologies: []
+        categories:
+          - id: object-storage
+            name: Object Storage
+            technologies:
+              - technology: azure-adls2
+              - technology: aws-s3
+              - technology: gcp-storage
+              - technology: hdfs
+              - technology: oracle-cloud-storage
+            categories: []
+
+          - id: file-formats
+            name: File Formats
+            technologies:
+              - technology: apache-parquet
+              - technology: databricks-delta
+              - technology: apache-iceberg
+              - technology: apache-orc
+              - technology: apache-avro
+              - technology: json
+              - technology: apache-hudi
+              - technology: apache-arrow
+              - technology: csv
+              - technology: xml
+            categories: []
+
+          - id: databases
+            name: Databases
+            technologies:
+              - technology: microsoft-sql-server
+              - technology: mysql
+              - technology: oracle
+              - technology: apache-hbase
+              - technology: postgresql
+              - technology: cassandra
+              - technology: mongodb
+              - technology: elasticsearch
+              - technology: redis
+              - technology: ibm-db2
+            categories: []
+
+      - id: data-consumption
+        name: Data Consumption
+        technologies: []
+        categories:
+          - id: dashboards
+            name: Dashboards
+            technologies:
+              - technology: tableau
+              - technology: power-bi
+              - technology: qlik-sense
+              - technology: google-looker
+            categories: []
+
+          - id: apis-data-sharing
+            name: APIs & Data Sharing
+            technologies:
+              - technology: graphql
+              - technology: fastapi
+              - technology: azure-data-share
+              - technology: aws-data-exchange
+              - technology: delta-sharing
+              - technology: snowflake-data-sharing
+            categories: []
+
+          - id: ai-machine-learning
+            name: AI & Machine Learning
+            technologies:
+              - technology: aws-sagemaker
+              - technology: gcp-vertex-ai
+              - technology: azure-ml
+              - technology: databricks-ml
+              - technology: tensorflow
+              - technology: pytorch
+              - technology: h2o-ai
+              - technology: mlflow
+              - technology: scikit-learn
+              - technology: datarobot
+            categories: []
+
+      - id: platform-management
+        name: Platform Management
+        technologies: []
+        categories:
+          - id: iam
+            name: IAM
+            technologies:
+              - technology: azure-ad
+              - technology: aws-cognito
+              - technology: gcp-identity
+              - technology: okta
+              - technology: cyberark
+            categories: []
+
+          - id: data-governance
+            name: Data Governance
+            technologies:
+              - technology: collibra
+              - technology: apache-atlas
+              - technology: azure-purview
+              - technology: aws-glue-data-catalog
+              - technology: gcp-bigquery-dg
+              - technology: privacera
+            categories: []
+
+          - id: metastores
+            name: Metastores
+            technologies:
+              - technology: unity-catalog
+              - technology: hive-metastore
+              - technology: apache-hudi
+              - technology: dremio
+            categories: []
+
+          - id: observability
+            name: Observability
+            technologies:
+              - technology: prometheus
+              - technology: grafana
+              - technology: splunk
+              - technology: new-relic
+              - technology: datadog
+            categories: []
+
+          - id: key-vaults
+            name: Key Vaults
+            technologies:
+              - technology: azure-key-vault
+              - technology: aws-secrets-manager
+              - technology: gcp-secret-manager
+              - technology: hashicorp-vault
+              - technology: cyberark-conjur
+            categories: []
+
+          - id: data-quality
+            name: Data Quality
+            technologies:
+              - technology: great-expectations
+              - technology: dbt-data-tests
+              - technology: openmetadata
+              - technology: soda-core-cl
+              - technology: azure-purview-dq
+              - technology: aws-glue-dq
+            categories: []
+
+resources:
+  # ── MCP Servers (60) ─────────────────────────────────────────────────────────
+  - ref: "mcp:agent-platform-mcp"
+    id: agent-platform-mcp
+    kind: mcp
+    name: Agent Platform MCP
+    trust: official
+    maturity: stable
+    source: https://docs.cloud.google.com/gemini-enterprise-agent-platform/reference/use-agent-platform-mcp
+    warnings: []
+
+  - ref: "mcp:airbyte-agent-mcp"
+    id: airbyte-agent-mcp
+    kind: mcp
+    name: Airbyte Agent MCP
+    trust: official
+    maturity: stable
+    source: https://mcp.airbyte.ai/mcp
+    warnings: []
+
+  - ref: "mcp:airbyte-knowledge-mcp"
+    id: airbyte-knowledge-mcp
+    kind: mcp
+    name: Airbyte Knowledge MCP
+    trust: official
+    maturity: stable
+    source: https://airbyte.mcp.kapa.ai
+    warnings: []
+
+  - ref: "mcp:amazon-keyspaces-mcp"
+    id: amazon-keyspaces-mcp
+    kind: mcp
+    name: Amazon Keyspaces MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/awslabs/mcp/tree/main/src/amazon-keyspaces-mcp-server
+    warnings: []
+
+  - ref: "mcp:astronomer-docs-mcp"
+    id: astronomer-docs-mcp
+    kind: mcp
+    name: Astronomer Docs MCP
+    trust: official
+    maturity: stable
+    source: https://www.astronomer.io/docs/_mcp/server
+    warnings: []
+
+  - ref: "mcp:aws"
+    id: aws
+    kind: mcp
+    name: AWS MCP Server
+    trust: official
+    maturity: stable
+    source: https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html
+    warnings: []
+
+  - ref: "mcp:aws-api-mcp"
+    id: aws-api-mcp
+    kind: mcp
+    name: AWS API MCP
+    trust: official
+    maturity: experimental
+    source: https://github.com/awslabs/mcp/tree/main/src/aws-api-mcp-server
+    warnings:
+      - "This resource is experimental and may change or lack production support."
+
+  - ref: "mcp:aws-data-processing"
+    id: aws-data-processing
+    kind: mcp
+    name: AWS Data Processing MCP
+    trust: official
+    maturity: stable
+    source: https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server
+    warnings: []
+
+  - ref: "mcp:aws-redshift-mcp"
+    id: aws-redshift-mcp
+    kind: mcp
+    name: AWS Redshift MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/awslabs/mcp/tree/main/src/redshift-mcp-server
+    warnings: []
+
+  - ref: "mcp:aws-serverless-mcp"
+    id: aws-serverless-mcp
+    kind: mcp
+    name: AWS Serverless MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/awslabs/mcp/tree/main/src/aws-serverless-mcp-server
+    warnings: []
+
+  - ref: "mcp:azure"
+    id: azure
+    kind: mcp
+    name: Azure MCP Server
+    trust: official
+    maturity: stable
+    source: https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server
+    warnings: []
+
+  - ref: "mcp:bigquery-mcp"
+    id: bigquery-mcp
+    kind: mcp
+    name: BigQuery MCP
+    trust: official
+    maturity: stable
+    source: https://docs.cloud.google.com/bigquery/docs/use-bigquery-mcp
+    warnings: []
+
+  - ref: "mcp:confluent"
+    id: confluent
+    kind: mcp
+    name: Confluent MCP Server
+    trust: provider
+    maturity: stable
+    source: https://github.com/confluentinc/mcp-confluent
+    warnings: []
+
+  - ref: "mcp:context7"
+    id: context7
+    kind: mcp
+    name: Context7
+    trust: community
+    maturity: stable
+    source: https://github.com/upstash/context7
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:data-lineage-mcp"
+    id: data-lineage-mcp
+    kind: mcp
+    name: Data Lineage MCP
+    trust: official
+    maturity: preview
+    source: https://docs.cloud.google.com/dataplex/docs/use-lineage-mcp
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:databricks-sql"
+    id: databricks-sql
+    kind: mcp
+    name: Databricks SQL MCP
+    trust: official
+    maturity: preview
+    source: https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:datadog-mcp-datadoghq"
+    id: datadog-mcp-datadoghq
+    kind: mcp
+    name: Datadog MCP
+    trust: official
+    maturity: stable
+    source: https://www.datadoghq.com/product/ai/mcp-server/
+    warnings: []
+
+  - ref: "mcp:datahub-mcp"
+    id: datahub-mcp
+    kind: mcp
+    name: DataHub MCP
+    trust: provider
+    maturity: stable
+    source: https://docs.datahub.com/docs/features/feature-guides/mcp
+    warnings: []
+
+  - ref: "mcp:datarobot-global-mcp"
+    id: datarobot-global-mcp
+    kind: mcp
+    name: DataRobot Global MCP
+    trust: official
+    maturity: stable
+    source: https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-the-datarobot-global-mcp
+    warnings: []
+
+  - ref: "mcp:dbhub"
+    id: dbhub
+    kind: mcp
+    name: DBHub
+    trust: community
+    maturity: stable
+    source: https://github.com/bytebase/dbhub
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:dbt"
+    id: dbt
+    kind: mcp
+    name: dbt MCP Server
+    trust: official
+    maturity: stable
+    source: https://github.com/dbt-labs/dbt-mcp
+    warnings: []
+
+  - ref: "mcp:fivetran-mcp-server"
+    id: fivetran-mcp-server
+    kind: mcp
+    name: Fivetran MCP Server
+    trust: official
+    maturity: stable
+    source: https://github.com/fivetran/fivetran-mcp
+    warnings: []
+
+  - ref: "mcp:gcp-pubsub"
+    id: gcp-pubsub
+    kind: mcp
+    name: Pub/Sub remote MCP
+    trust: official
+    maturity: stable
+    source: https://docs.cloud.google.com/pubsub/docs/use-pubsub-mcp
+    warnings: []
+
+  - ref: "mcp:github"
+    id: github
+    kind: mcp
+    name: GitHub MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/github/github-mcp-server
+    warnings: []
+
+  - ref: "mcp:grafana-cloud-mcp"
+    id: grafana-cloud-mcp
+    kind: mcp
+    name: Grafana Cloud MCP
+    trust: official
+    maturity: preview
+    source: https://grafana.com/docs/grafana-cloud/machine-learning/assistant/configure/cloud-mcp/
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:jupyter-mcp"
+    id: jupyter-mcp
+    kind: mcp
+    name: Jupyter MCP
+    trust: community
+    maturity: stable
+    source: https://github.com/datalayer/jupyter-mcp-server
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:knowledge-catalog-mcp"
+    id: knowledge-catalog-mcp
+    kind: mcp
+    name: Knowledge Catalog MCP
+    trust: official
+    maturity: preview
+    source: https://docs.cloud.google.com/dataplex/docs/use-remote-mcp
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:looker-toolbox"
+    id: looker-toolbox
+    kind: mcp
+    name: Looker MCP / MCP Toolbox
+    trust: official
+    maturity: stable
+    source: https://mcp-toolbox.dev/documentation/connect-to/ides/looker_mcp/
+    warnings: []
+
+  - ref: "mcp:mcp-grafana"
+    id: mcp-grafana
+    kind: mcp
+    name: mcp-grafana
+    trust: official
+    maturity: stable
+    source: https://github.com/grafana/mcp-grafana
+    warnings: []
+
+  - ref: "mcp:membrane-cloud-mcp"
+    id: membrane-cloud-mcp
+    kind: mcp
+    name: Membrane Cloud MCP
+    trust: community
+    maturity: stable
+    source: https://docs.getmembrane.com/docs/ways-to-use-membrane/mcp
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:microsoft-data-api-builder"
+    id: microsoft-data-api-builder
+    kind: mcp
+    name: SQL MCP Server / Data API builder
+    trust: official
+    maturity: stable
+    source: https://learn.microsoft.com/en-us/azure/data-api-builder/mcp/overview
+    warnings: []
+
+  - ref: "mcp:microsoft-learn"
+    id: microsoft-learn
+    kind: mcp
+    name: Microsoft Learn MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/mcp
+    warnings: []
+
+  - ref: "mcp:mlflow-mcp"
+    id: mlflow-mcp
+    kind: mcp
+    name: MLflow MCP
+    trust: official
+    maturity: experimental
+    source: https://github.com/mlflow/mlflow/tree/master/mlflow/mcp
+    warnings:
+      - "This resource is experimental and may change or lack production support."
+
+  - ref: "mcp:mongodb-mcp-server"
+    id: mongodb-mcp-server
+    kind: mcp
+    name: MongoDB MCP Server
+    trust: official
+    maturity: stable
+    source: https://github.com/mongodb-js/mongodb-mcp-server
+    warnings: []
+
+  - ref: "mcp:neon"
+    id: neon
+    kind: mcp
+    name: Neon MCP
+    trust: provider
+    maturity: stable
+    source: https://github.com/neondatabase/mcp-server-neon
+    warnings: []
+
+  - ref: "mcp:new-relic-ai-mcp"
+    id: new-relic-ai-mcp
+    kind: mcp
+    name: New Relic AI MCP
+    trust: official
+    maturity: preview
+    source: https://github.com/newrelic/mcp-server
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:nifi-mcp-server"
+    id: nifi-mcp-server
+    kind: mcp
+    name: NiFi MCP Server
+    trust: provider
+    maturity: stable
+    source: https://github.com/cloudera/NiFi-MCP-Server
+    warnings: []
+
+  - ref: "mcp:oci-api-mcp"
+    id: oci-api-mcp
+    kind: mcp
+    name: OCI API MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/oracle/mcp/tree/main/src/oci-api-mcp-server
+    warnings: []
+
+  - ref: "mcp:oci-cloud-mcp"
+    id: oci-cloud-mcp
+    kind: mcp
+    name: OCI Cloud MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/oracle/mcp/tree/main/src/oci-cloud-mcp-server
+    warnings: []
+
+  - ref: "mcp:oci-database-tools-mcp"
+    id: oci-database-tools-mcp
+    kind: mcp
+    name: OCI Database Tools MCP
+    trust: official
+    maturity: stable
+    source: https://docs.oracle.com/en-us/iaas/database-tools/doc/working-database-tools-mcp-server.html
+    warnings: []
+
+  - ref: "mcp:okta-mcp-server"
+    id: okta-mcp-server
+    kind: mcp
+    name: Okta MCP Server
+    trust: official
+    maturity: stable
+    source: https://github.com/okta/okta-mcp-server
+    warnings: []
+
+  - ref: "mcp:openapi-mcp"
+    id: openapi-mcp
+    kind: mcp
+    name: OpenAPI MCP
+    trust: community
+    maturity: stable
+    source: https://github.com/ivo-toby/mcp-openapi-server
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:openmetadata-mcp"
+    id: openmetadata-mcp
+    kind: mcp
+    name: OpenMetadata MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/open-metadata/OpenMetadata/tree/main/openmetadata-mcp
+    warnings: []
+
+  - ref: "mcp:openmetadata-us-all"
+    id: openmetadata-us-all
+    kind: mcp
+    name: "@us-all/openmetadata-mcp"
+    trust: community
+    maturity: stable
+    source: https://github.com/us-all/openmetadata-mcp-server
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:postgres-mcp-pro"
+    id: postgres-mcp-pro
+    kind: mcp
+    name: Postgres MCP Pro
+    trust: community
+    maturity: stable
+    source: https://github.com/crystaldba/postgres-mcp
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:power-bi-modeling"
+    id: power-bi-modeling
+    kind: mcp
+    name: Power BI Modeling MCP
+    trust: official
+    maturity: preview
+    source: https://github.com/microsoft/powerbi-modeling-mcp
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:power-bi-remote"
+    id: power-bi-remote
+    kind: mcp
+    name: Power BI Remote MCP
+    trust: official
+    maturity: preview
+    source: https://learn.microsoft.com/en-us/power-bi/developer/mcp/remote-mcp-server-get-started
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:prefect-mcp-server"
+    id: prefect-mcp-server
+    kind: mcp
+    name: prefect-mcp-server
+    trust: official
+    maturity: experimental
+    source: https://github.com/PrefectHQ/prefect-mcp-server
+    warnings:
+      - "This resource is experimental and may change or lack production support."
+
+  - ref: "mcp:qlik-mcp"
+    id: qlik-mcp
+    kind: mcp
+    name: Qlik MCP
+    trust: official
+    maturity: stable
+    source: https://help.qlik.com/en-US/cloud-services/Subsystems/Hub/Content/Sense_Hub/QlikMCP/Qlik-MCP-server.htm
+    warnings: []
+
+  - ref: "mcp:redis-cloud-mcp"
+    id: redis-cloud-mcp
+    kind: mcp
+    name: Redis Cloud MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/redis/mcp-redis-cloud
+    warnings: []
+
+  - ref: "mcp:redis-mcp"
+    id: redis-mcp
+    kind: mcp
+    name: Redis MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/redis/mcp-redis
+    warnings: []
+
+  - ref: "mcp:s3-tables-mcp"
+    id: s3-tables-mcp
+    kind: mcp
+    name: S3 Tables MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/awslabs/mcp/tree/main/src/s3-tables-mcp-server
+    warnings: []
+
+  - ref: "mcp:sagemaker-spark-troubleshooting-mcp"
+    id: sagemaker-spark-troubleshooting-mcp
+    kind: mcp
+    name: SageMaker Spark Troubleshooting MCP
+    trust: community
+    maturity: stable
+    source: https://awslabs.github.io/mcp/servers/sagemaker-unified-studio-spark-troubleshooting-mcp-server
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "mcp:snowflake-managed"
+    id: snowflake-managed
+    kind: mcp
+    name: Snowflake-managed MCP
+    trust: official
+    maturity: stable
+    source: https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp
+    warnings: []
+
+  - ref: "mcp:spark-history"
+    id: spark-history
+    kind: mcp
+    name: Spark History Server MCP
+    trust: provider
+    maturity: stable
+    source: https://github.com/kubeflow/mcp-apache-spark-history-server
+    warnings: []
+
+  - ref: "mcp:splunk-mcp-server"
+    id: splunk-mcp-server
+    kind: mcp
+    name: Splunk MCP Server
+    trust: official
+    maturity: beta
+    source: https://splunkbase.splunk.com/app/7931
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  - ref: "mcp:tableau-mcp"
+    id: tableau-mcp
+    kind: mcp
+    name: Tableau MCP
+    trust: official
+    maturity: stable
+    source: https://github.com/tableau/tableau-mcp
+    warnings: []
+
+  - ref: "mcp:unity-catalog-functions"
+    id: unity-catalog-functions
+    kind: mcp
+    name: Unity Catalog Functions MCP
+    trust: official
+    maturity: preview
+    source: https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "mcp:vault-mcp"
+    id: vault-mcp
+    kind: mcp
+    name: Vault MCP
+    trust: official
+    maturity: beta
+    source: https://github.com/hashicorp/vault-mcp-server
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  - ref: "mcp:vault-radar-mcp"
+    id: vault-radar-mcp
+    kind: mcp
+    name: Vault Radar MCP
+    trust: official
+    maturity: beta
+    source: https://hub.docker.com/r/hashicorp/vault-radar-mcp-server
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  # ── Skills (147) ─────────────────────────────────────────────────────────────
+  - ref: "skill:adbc"
+    id: adbc
+    kind: skill
+    name: adbc
+    trust: community
+    maturity: stable
+    source: https://github.com/columnar-tech/skills/tree/main/skills/adbc
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:adf-master"
+    id: adf-master
+    kind: skill
+    name: adf-master
+    trust: community
+    maturity: stable
+    source: https://github.com/JosiahSiegel/claude-plugin-marketplace/blob/main/plugins/adf-master/skills/adf-master/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:aidp-object-storage"
+    id: aidp-object-storage
+    kind: skill
+    name: aidp-object-storage
+    trust: provider
+    maturity: stable
+    source: https://github.com/oracle-samples/oracle-aidp-samples/blob/main/ai/claude-code-plugins/oracle-ai-data-platform-workbench-spark-connectors/skills/aidp-object-storage/SKILL.md
+    warnings: []
+
+  - ref: "skill:airbyte-agent"
+    id: airbyte-agent
+    kind: skill
+    name: airbyte-agent
+    trust: official
+    maturity: beta
+    source: https://github.com/airbytehq/airbyte-agent-cli/blob/main/skills/airbyte-agent/SKILL.md
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  - ref: "skill:airflow"
+    id: airflow
+    kind: skill
+    name: airflow
+    trust: official
+    maturity: stable
+    source: https://github.com/astronomer/agents/blob/main/skills/airflow/SKILL.md
+    warnings: []
+
+  - ref: "skill:aoti-debug"
+    id: aoti-debug
+    kind: skill
+    name: aoti-debug
+    trust: official
+    maturity: stable
+    source: https://github.com/pytorch/pytorch/blob/main/.claude/skills/aoti-debug/SKILL.md
+    warnings: []
+
+  - ref: "skill:apache-arrow"
+    id: apache-arrow
+    kind: skill
+    name: apache-arrow
+    trust: community
+    maturity: stable
+    source: https://github.com/TerminalSkills/skills/tree/main/skills/apache-arrow
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:apache-hudi-lakehouse"
+    id: apache-hudi-lakehouse
+    kind: skill
+    name: apache-hudi-lakehouse
+    trust: community
+    maturity: stable
+    source: https://github.com/vaquarkhan/data-engineering-agent-skills/tree/main/skills/apache-hudi-lakehouse
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:apollo-graphql"
+    id: apollo-graphql
+    kind: skill
+    name: apollo-graphql
+    trust: community
+    maturity: stable
+    source: https://github.com/Mindrally/skills/blob/main/apollo-graphql/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:authoring-dags"
+    id: authoring-dags
+    kind: skill
+    name: authoring-dags
+    trust: official
+    maturity: stable
+    source: https://github.com/astronomer/agents/blob/main/skills/authoring-dags/SKILL.md
+    warnings: []
+
+  - ref: "skill:aws-cognito-admin"
+    id: aws-cognito-admin
+    kind: skill
+    name: aws-cognito-admin
+    trust: community
+    maturity: stable
+    source: https://github.com/monahand1023/claude-code-skills/tree/main/aws-cognito-admin
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:aws-messaging-and-streaming"
+    id: aws-messaging-and-streaming
+    kind: skill
+    name: aws-messaging-and-streaming
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-core/skills/aws-messaging-and-streaming/SKILL.md
+    warnings: []
+
+  - ref: "skill:aws-sdk-python-usage"
+    id: aws-sdk-python-usage
+    kind: skill
+    name: aws-sdk-python-usage
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/blob/main/skills/core-skills/aws-sdk-python-usage/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-compliance"
+    id: azure-compliance
+    kind: skill
+    name: azure-compliance
+    trust: official
+    maturity: stable
+    source: https://github.com/microsoft/azure-skills/blob/main/skills/azure-compliance/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-data-factory"
+    id: azure-data-factory
+    kind: skill
+    name: azure-data-factory
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-data-factory/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-data-share"
+    id: azure-data-share
+    kind: skill
+    name: azure-data-share
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-data-share/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-databricks"
+    id: azure-databricks
+    kind: skill
+    name: azure-databricks
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-databricks/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-event-hubs"
+    id: azure-event-hubs
+    kind: skill
+    name: azure-event-hubs
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-event-hubs/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-eventhub-py"
+    id: azure-eventhub-py
+    kind: skill
+    name: azure-eventhub-py
+    trust: official
+    maturity: experimental
+    source: https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-python/skills/azure-eventhub-py/SKILL.md
+    warnings:
+      - "This resource is experimental and may change or lack production support."
+
+  - ref: "skill:azure-key-vault"
+    id: azure-key-vault
+    kind: skill
+    name: azure-key-vault
+    trust: community
+    maturity: stable
+    source: https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/azure-key-vault/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:azure-machine-learning"
+    id: azure-machine-learning
+    kind: skill
+    name: azure-machine-learning
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-machine-learning/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-rbac"
+    id: azure-rbac
+    kind: skill
+    name: azure-rbac
+    trust: official
+    maturity: stable
+    source: https://github.com/microsoft/azure-skills/blob/main/skills/azure-rbac/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-storage"
+    id: azure-storage
+    kind: skill
+    name: azure-storage
+    trust: official
+    maturity: stable
+    source: https://github.com/microsoft/azure-skills/blob/main/skills/azure-storage/SKILL.md
+    warnings: []
+
+  - ref: "skill:azure-synapse-analytics"
+    id: azure-synapse-analytics
+    kind: skill
+    name: azure-synapse-analytics
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics
+    warnings: []
+
+  - ref: "skill:azureml-scaffolding"
+    id: azureml-scaffolding
+    kind: skill
+    name: azureml-scaffolding
+    trust: community
+    maturity: stable
+    source: https://github.com/bepuca/azureml-scaffolding/tree/main/azureml-scaffolding
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:beam-concepts"
+    id: beam-concepts
+    kind: skill
+    name: beam-concepts
+    trust: official
+    maturity: stable
+    source: https://github.com/apache/beam/blob/master/.agent/skills/beam-concepts/SKILL.md
+    warnings: []
+
+  - ref: "skill:bigquery-ai-ml"
+    id: bigquery-ai-ml
+    kind: skill
+    name: bigquery-ai-ml
+    trust: official
+    maturity: stable
+    source: https://github.com/google/skills/blob/main/skills/cloud/bigquery-ai-ml/SKILL.md
+    warnings: []
+
+  - ref: "skill:bigquery-basics"
+    id: bigquery-basics
+    kind: skill
+    name: bigquery-basics
+    trust: official
+    maturity: stable
+    source: https://github.com/google/skills/blob/main/skills/cloud/bigquery-basics/SKILL.md
+    warnings: []
+
+  - ref: "skill:bootstrapping-agent"
+    id: bootstrapping-agent
+    kind: skill
+    name: bootstrapping-agent
+    trust: official
+    maturity: stable
+    source: https://github.com/airbytehq/airbyte-agent-sdk/blob/main/.codex/skills/bootstrapping-agent/SKILL.md
+    warnings: []
+
+  - ref: "skill:build-connector"
+    id: build-connector
+    kind: skill
+    name: build-connector
+    trust: official
+    maturity: stable
+    source: https://github.com/fivetran/connector_sdk_tools/blob/main/canonical/skills/build-connector/SKILL.md
+    warnings: []
+
+  - ref: "skill:cassandra"
+    id: cassandra
+    kind: skill
+    name: cassandra
+    trust: community
+    maturity: stable
+    source: https://github.com/TerminalSkills/skills/blob/main/skills/cassandra/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:cdc-streaming-pipeline"
+    id: cdc-streaming-pipeline
+    kind: skill
+    name: cdc-streaming-pipeline
+    trust: community
+    maturity: stable
+    source: https://github.com/jaingxyz/aws-data-skills/blob/main/skills/cdc-streaming-pipeline/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:chdb-datastore"
+    id: chdb-datastore
+    kind: skill
+    name: chdb-datastore
+    trust: provider
+    maturity: stable
+    source: https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-datastore/SKILL.md
+    warnings: []
+
+  - ref: "skill:cheerio-parsing"
+    id: cheerio-parsing
+    kind: skill
+    name: cheerio-parsing
+    trust: community
+    maturity: stable
+    source: https://github.com/Mindrally/skills/tree/main/cheerio-parsing
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:cognito"
+    id: cognito
+    kind: skill
+    name: cognito
+    trust: community
+    maturity: stable
+    source: https://github.com/itsmostafa/aws-agent-skills/tree/main/skills/cognito
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:collibra-chip"
+    id: collibra-chip
+    kind: skill
+    name: "collibra/chip"
+    trust: official
+    maturity: unsupported
+    source: https://github.com/collibra/chip/blob/main/SKILLS.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:connecting-to-data-source"
+    id: connecting-to-data-source
+    kind: skill
+    name: connecting-to-data-source
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/connecting-to-data-source/SKILL.md
+    warnings: []
+
+  - ref: "skill:cortex-code"
+    id: cortex-code
+    kind: skill
+    name: cortex-code
+    trust: provider
+    maturity: stable
+    source: https://github.com/snowflake-labs/subagent-cortex-code/blob/main/skills/cortex-code/SKILL.md
+    warnings: []
+
+  - ref: "skill:creating-data-lake-table"
+    id: creating-data-lake-table
+    kind: skill
+    name: creating-data-lake-table
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/storage-skills/creating-data-lake-table
+    warnings: []
+
+  - ref: "skill:creating-secrets-using-best-practices"
+    id: creating-secrets-using-best-practices
+    kind: skill
+    name: creating-secrets-using-best-practices
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/blob/main/skills/specialized-skills/security-and-identity-skills/creating-secrets-using-best-practices/SKILL.md
+    warnings: []
+
+  - ref: "skill:csv-query"
+    id: csv-query
+    kind: skill
+    name: csv-query
+    trust: provider
+    maturity: stable
+    source: https://github.com/dathere/qsv/tree/master/.claude/skills/skills/csv-query
+    warnings: []
+
+  - ref: "skill:csv-wrangling"
+    id: csv-wrangling
+    kind: skill
+    name: csv-wrangling
+    trust: provider
+    maturity: stable
+    source: https://github.com/dathere/qsv/tree/master/.claude/skills/skills/csv-wrangling
+    warnings: []
+
+  - ref: "skill:dagster"
+    id: dagster
+    kind: skill
+    name: dagster
+    trust: community
+    maturity: stable
+    source: https://github.com/TerminalSkills/skills/tree/main/skills/dagster
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:dagster-expert"
+    id: dagster-expert
+    kind: skill
+    name: dagster-expert
+    trust: official
+    maturity: stable
+    source: https://github.com/dagster-io/skills/tree/master/skills/dagster-expert/skills/dagster-expert
+    warnings: []
+
+  - ref: "skill:dashboarding"
+    id: dashboarding
+    kind: skill
+    name: dashboarding
+    trust: official
+    maturity: stable
+    source: https://github.com/grafana/skills/blob/main/skills/grafana-core/dashboarding/SKILL.md
+    warnings: []
+
+  - ref: "skill:data-catalog-and-discovery"
+    id: data-catalog-and-discovery
+    kind: skill
+    name: data-catalog-and-discovery
+    trust: community
+    maturity: stable
+    source: https://github.com/vaquarkhan/data-engineering-agent-skills/blob/main/skills/data-catalog-and-discovery/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:data-distributed-storage"
+    id: data-distributed-storage
+    kind: skill
+    name: data-distributed-storage
+    trust: community
+    maturity: stable
+    source: https://github.com/j4flmao/agent-skills/tree/main/skills/data/distributed-storage
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:data-quality-frameworks-sickn33"
+    id: data-quality-frameworks-sickn33
+    kind: skill
+    name: data-quality-frameworks
+    trust: community
+    maturity: stable
+    source: https://github.com/sickn33/antigravity-awesome-skills/blob/main/skills/data-quality-frameworks/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:database-observability"
+    id: database-observability
+    kind: skill
+    name: database-observability
+    trust: official
+    maturity: stable
+    source: https://github.com/grafana/skills/blob/main/skills/grafana-cloud/database-observability/SKILL.md
+    warnings: []
+
+  - ref: "skill:database-redshift"
+    id: database-redshift
+    kind: skill
+    name: database-redshift
+    trust: community
+    maturity: stable
+    source: https://skills.sh/chrishuffman5/domain-expert/database-redshift
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:databricks-core"
+    id: databricks-core
+    kind: skill
+    name: databricks-core
+    trust: official
+    maturity: stable
+    source: https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-core/SKILL.md
+    warnings: []
+
+  - ref: "skill:databricks-dbsql"
+    id: databricks-dbsql
+    kind: skill
+    name: databricks-dbsql
+    trust: provider
+    maturity: unsupported
+    source: https://github.com/databricks-solutions/ai-dev-kit/blob/main/databricks-skills/databricks-dbsql/SKILL.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:databricks-jobs"
+    id: databricks-jobs
+    kind: skill
+    name: databricks-jobs
+    trust: official
+    maturity: stable
+    source: https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-jobs/SKILL.md
+    warnings: []
+
+  - ref: "skill:databricks-model-serving"
+    id: databricks-model-serving
+    kind: skill
+    name: databricks-model-serving
+    trust: official
+    maturity: stable
+    source: https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-model-serving/SKILL.md
+    warnings: []
+
+  - ref: "skill:databricks-pipelines"
+    id: databricks-pipelines
+    kind: skill
+    name: databricks-pipelines
+    trust: official
+    maturity: stable
+    source: https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-pipelines/SKILL.md
+    warnings: []
+
+  - ref: "skill:databricks-spark-structured-streaming"
+    id: databricks-spark-structured-streaming
+    kind: skill
+    name: databricks-spark-structured-streaming
+    trust: official
+    maturity: experimental
+    source: https://github.com/databricks/databricks-agent-skills/blob/main/experimental/databricks-spark-structured-streaming/SKILL.md
+    warnings:
+      - "This resource is experimental and may change or lack production support."
+
+  - ref: "skill:databricks-unity-catalog"
+    id: databricks-unity-catalog
+    kind: skill
+    name: databricks-unity-catalog
+    trust: provider
+    maturity: unsupported
+    source: https://github.com/databricks-solutions/ai-dev-kit/blob/main/databricks-skills/databricks-unity-catalog/SKILL.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:dataplex-and-bigquery-governance"
+    id: dataplex-and-bigquery-governance
+    kind: skill
+    name: dataplex-and-bigquery-governance
+    trust: community
+    maturity: stable
+    source: https://github.com/vaquarkhan/data-engineering-agent-skills/blob/main/skills/dataplex-and-bigquery-governance/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:datarobot-data-preparation"
+    id: datarobot-data-preparation
+    kind: skill
+    name: datarobot-data-preparation
+    trust: official
+    maturity: unsupported
+    source: https://github.com/datarobot-oss/datarobot-agent-skills/blob/main/skills/datarobot-data-preparation/SKILL.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:datarobot-feature-engineering"
+    id: datarobot-feature-engineering
+    kind: skill
+    name: datarobot-feature-engineering
+    trust: official
+    maturity: unsupported
+    source: https://github.com/datarobot-oss/datarobot-agent-skills/blob/main/skills/datarobot-feature-engineering/SKILL.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:dataset-evaluation"
+    id: dataset-evaluation
+    kind: skill
+    name: dataset-evaluation
+    trust: official
+    maturity: stable
+    source: https://github.com/awslabs/agent-plugins/blob/main/plugins/sagemaker-ai/skills/dataset-evaluation/SKILL.md
+    warnings: []
+
+  - ref: "skill:dataset-transformation"
+    id: dataset-transformation
+    kind: skill
+    name: dataset-transformation
+    trust: official
+    maturity: stable
+    source: https://github.com/awslabs/agent-plugins/blob/main/plugins/sagemaker-ai/skills/dataset-transformation/SKILL.md
+    warnings: []
+
+  - ref: "skill:db2-rhel"
+    id: db2-rhel
+    kind: skill
+    name: db2-rhel
+    trust: community
+    maturity: stable
+    source: https://github.com/joogy06/agent-foundry/blob/main/skills/db2-rhel/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:dbt-analytics-engineering"
+    id: dbt-analytics-engineering
+    kind: skill
+    name: using-dbt-for-analytics-engineering
+    trust: official
+    maturity: stable
+    source: https://github.com/dbt-labs/dbt-agent-skills/blob/main/skills/dbt/skills/using-dbt-for-analytics-engineering/SKILL.md
+    warnings: []
+
+  - ref: "skill:dbt-testing"
+    id: dbt-testing
+    kind: skill
+    name: dbt-testing
+    trust: community
+    maturity: stable
+    source: https://github.com/sfc-gh-dflippo/snowflake-dbt-demo/blob/main/.claude/skills/dbt-testing/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:dd-logs"
+    id: dd-logs
+    kind: skill
+    name: dd-logs
+    trust: official
+    maturity: stable
+    source: https://github.com/datadog-labs/agent-skills/blob/main/dd-logs/SKILL.md
+    warnings: []
+
+  - ref: "skill:dd-pup"
+    id: dd-pup
+    kind: skill
+    name: dd-pup
+    trust: official
+    maturity: stable
+    source: https://github.com/datadog-labs/agent-skills/blob/main/dd-pup/SKILL.md
+    warnings: []
+
+  - ref: "skill:delta-sharing"
+    id: delta-sharing
+    kind: skill
+    name: delta-sharing
+    trust: community
+    maturity: stable
+    source: https://github.com/vivekgana/databricks-platform-marketplace/blob/main/plugins/databricks-engineering/skills/delta-sharing/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:deploying-airflow"
+    id: deploying-airflow
+    kind: skill
+    name: deploying-airflow
+    trust: official
+    maturity: stable
+    source: https://github.com/astronomer/agents/tree/main/skills/deploying-airflow
+    warnings: []
+
+  - ref: "skill:dynamic-tables-tutorial"
+    id: dynamic-tables-tutorial
+    kind: skill
+    name: dynamic-tables-tutorial
+    trust: provider
+    maturity: stable
+    source: https://github.com/Snowflake-Labs/sfguides/tree/main/dynamic-tables-tutorial
+    warnings: []
+
+  - ref: "skill:elasticsearch-esql"
+    id: elasticsearch-esql
+    kind: skill
+    name: elasticsearch-esql
+    trust: official
+    maturity: preview
+    source: https://github.com/elastic/agent-skills/blob/main/skills/elasticsearch/elasticsearch-esql/SKILL.md
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "skill:elasticsearch-file-ingest"
+    id: elasticsearch-file-ingest
+    kind: skill
+    name: elasticsearch-file-ingest
+    trust: official
+    maturity: preview
+    source: https://github.com/elastic/agent-skills/blob/main/skills/elasticsearch/elasticsearch-file-ingest/SKILL.md
+    warnings:
+      - "This resource is preview and may change or lack production support."
+
+  - ref: "skill:entra-agent-id"
+    id: entra-agent-id
+    kind: skill
+    name: entra-agent-id
+    trust: official
+    maturity: stable
+    source: https://github.com/microsoft/azure-skills/blob/main/skills/entra-agent-id/SKILL.md
+    warnings: []
+
+  - ref: "skill:entra-app-registration"
+    id: entra-app-registration
+    kind: skill
+    name: entra-app-registration
+    trust: official
+    maturity: stable
+    source: https://github.com/microsoft/azure-skills/blob/main/skills/entra-app-registration/SKILL.md
+    warnings: []
+
+  - ref: "skill:etl-integration-nifi"
+    id: etl-integration-nifi
+    kind: skill
+    name: etl-integration-nifi
+    trust: community
+    maturity: stable
+    source: https://github.com/chrishuffman5/domain-expert/tree/main/skills/etl/integration/nifi
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:exploring-data-catalog"
+    id: exploring-data-catalog
+    kind: skill
+    name: exploring-data-catalog
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/exploring-data-catalog/SKILL.md
+    warnings: []
+
+  - ref: "skill:fastapi-itechmeat"
+    id: fastapi-itechmeat
+    kind: skill
+    name: fastapi
+    trust: community
+    maturity: stable
+    source: https://github.com/itechmeat/llm-code/tree/master/skills/fastapi
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:fastapi-martinholovsky"
+    id: fastapi-martinholovsky
+    kind: skill
+    name: fastapi
+    trust: community
+    maturity: stable
+    source: https://github.com/martinholovsky/claude-skills-generator/tree/main/skills/fastapi
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:flink"
+    id: flink
+    kind: skill
+    name: flink
+    trust: community
+    maturity: stable
+    source: https://github.com/gordonmurray/data-engineering-skills/blob/main/flink/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:flink-best-practices"
+    id: flink-best-practices
+    kind: skill
+    name: flink-best-practices
+    trust: community
+    maturity: stable
+    source: https://github.com/BigDataBoutique/skills/blob/main/flink-best-practices/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:gcloud"
+    id: gcloud
+    kind: skill
+    name: gcloud
+    trust: official
+    maturity: stable
+    source: https://github.com/google/skills/blob/main/skills/cloud/gcloud/SKILL.md
+    warnings: []
+
+  - ref: "skill:gcp-event-driven-architecture-review"
+    id: gcp-event-driven-architecture-review
+    kind: skill
+    name: gcp-event-driven-architecture-review
+    trust: community
+    maturity: stable
+    source: https://github.com/Raishin/vanguard-frontier-agentic/blob/HEAD/skills/gcp/gcp-event-driven-architecture-review/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:gcp-iam"
+    id: gcp-iam
+    kind: skill
+    name: gcp-iam
+    trust: community
+    maturity: alpha
+    source: https://github.com/alphaonedev/openclaw-graph/blob/main/skills/cloud-gcp/gcp-iam/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+      - "This resource is alpha and may change or lack production support."
+
+  - ref: "skill:gcp-secret-manager"
+    id: gcp-secret-manager
+    kind: skill
+    name: gcp-secret-manager
+    trust: community
+    maturity: stable
+    source: https://github.com/BagelHole/DevOps-Security-Agent-Skills/blob/main/security/secrets/gcp-secret-manager/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:gcs-lifecycle-policy"
+    id: gcs-lifecycle-policy
+    kind: skill
+    name: gcs-lifecycle-policy
+    trust: community
+    maturity: stable
+    source: https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/main/skills/14-gcp-skills/gcs-lifecycle-policy/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:gemini-api"
+    id: gemini-api
+    kind: skill
+    name: gemini-api
+    trust: official
+    maturity: stable
+    source: https://github.com/google/skills/blob/main/skills/cloud/gemini-api/SKILL.md
+    warnings: []
+
+  - ref: "skill:glue-diagnostics"
+    id: glue-diagnostics
+    kind: skill
+    name: glue-diagnostics
+    trust: provider
+    maturity: stable
+    source: https://github.com/aws-samples/sample-ai-agent-skills/blob/main/glue-troubleshooting/SKILL.md
+    warnings: []
+
+  - ref: "skill:graphql"
+    id: graphql
+    kind: skill
+    name: graphql
+    trust: community
+    maturity: stable
+    source: https://github.com/Mindrally/skills/blob/main/graphql/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:hadoop"
+    id: hadoop
+    kind: skill
+    name: hadoop
+    trust: community
+    maturity: stable
+    source: https://github.com/clawic/skills/tree/main/skills/hadoop
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:hbase"
+    id: hbase
+    kind: skill
+    name: hbase
+    trust: community
+    maturity: stable
+    source: https://github.com/G1Joshi/Agent-Skills/blob/2c0eacc6ce39edc2d69a1f55e64984f385bc14f8/skills/databases/hbase/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:ingesting-into-data-lake"
+    id: ingesting-into-data-lake
+    kind: skill
+    name: ingesting-into-data-lake
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/ingesting-into-data-lake/SKILL.md
+    warnings: []
+
+  - ref: "skill:integrate-anything"
+    id: integrate-anything
+    kind: skill
+    name: integrate-anything
+    trust: community
+    maturity: stable
+    source: https://github.com/membranehq/agent-skills/blob/main/skills/integrate-anything/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:io-connectors"
+    id: io-connectors
+    kind: skill
+    name: io-connectors
+    trust: official
+    maturity: stable
+    source: https://github.com/apache/beam/blob/master/.agent/skills/io-connectors/SKILL.md
+    warnings: []
+
+  - ref: "skill:jq-json-processing"
+    id: jq-json-processing
+    kind: skill
+    name: jq-json-processing
+    trust: community
+    maturity: stable
+    source: https://skills.sh/laurigates/claude-plugins/jq-json-processing
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:kafka-schema-registry"
+    id: kafka-schema-registry
+    kind: skill
+    name: kafka-schema-registry
+    trust: provider
+    maturity: stable
+    source: https://github.com/confluentinc/agent-skills/blob/main/skills/kafka-schema-registry/SKILL.md
+    warnings: []
+
+  - ref: "skill:kafka-streams-programming"
+    id: kafka-streams-programming
+    kind: skill
+    name: kafka-streams-programming
+    trust: provider
+    maturity: stable
+    source: https://github.com/confluentinc/agent-skills/blob/main/skills/kafka-streams-programming/SKILL.md
+    warnings: []
+
+  - ref: "skill:knowledge-catalog-discovery"
+    id: knowledge-catalog-discovery
+    kind: skill
+    name: knowledge-catalog-discovery
+    trust: official
+    maturity: beta
+    source: https://github.com/gemini-cli-extensions/knowledge-catalog/blob/main/skills/knowledge-catalog-discovery/SKILL.md
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  - ref: "skill:lookml-model"
+    id: lookml-model
+    kind: skill
+    name: lookml-model
+    trust: official
+    maturity: unsupported
+    source: https://github.com/looker-open-source/looker-skills/blob/main/skills/lookml-model/SKILL.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:lookml-tests"
+    id: lookml-tests
+    kind: skill
+    name: lookml-tests
+    trust: official
+    maturity: unsupported
+    source: https://github.com/looker-open-source/looker-skills/blob/main/skills/lookml-tests/SKILL.md
+    warnings:
+      - "This resource is unsupported and may change or lack production support."
+
+  - ref: "skill:microsoft-code-reference"
+    id: microsoft-code-reference
+    kind: skill
+    name: microsoft-code-reference
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/mcp/blob/main/skills/microsoft-code-reference/SKILL.md
+    warnings: []
+
+  - ref: "skill:microsoft-docs"
+    id: microsoft-docs
+    kind: skill
+    name: microsoft-docs
+    trust: official
+    maturity: stable
+    source: https://github.com/MicrosoftDocs/mcp/blob/main/skills/microsoft-docs/SKILL.md
+    warnings: []
+
+  - ref: "skill:mlflow-onboarding"
+    id: mlflow-onboarding
+    kind: skill
+    name: mlflow-onboarding
+    trust: official
+    maturity: stable
+    source: https://github.com/mlflow/skills/blob/main/mlflow-onboarding/SKILL.md
+    warnings: []
+
+  - ref: "skill:mongodb-query-optimizer"
+    id: mongodb-query-optimizer
+    kind: skill
+    name: mongodb-query-optimizer
+    trust: official
+    maturity: stable
+    source: https://github.com/mongodb/agent-skills/blob/main/skills/mongodb-query-optimizer/SKILL.md
+    warnings: []
+
+  - ref: "skill:mongodb-schema-design"
+    id: mongodb-schema-design
+    kind: skill
+    name: mongodb-schema-design
+    trust: official
+    maturity: stable
+    source: https://github.com/mongodb/agent-skills/blob/main/skills/mongodb-schema-design/SKILL.md
+    warnings: []
+
+  - ref: "skill:mysql"
+    id: mysql
+    kind: skill
+    name: mysql
+    trust: provider
+    maturity: stable
+    source: https://github.com/planetscale/database-skills/blob/main/skills/mysql/SKILL.md
+    warnings: []
+
+  - ref: "skill:mysql-patterns"
+    id: mysql-patterns
+    kind: skill
+    name: mysql-patterns
+    trust: community
+    maturity: stable
+    source: https://github.com/affaan-m/ECC/blob/main/skills/mysql-patterns/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:neon-postgres"
+    id: neon-postgres
+    kind: skill
+    name: neon-postgres
+    trust: provider
+    maturity: stable
+    source: https://github.com/neondatabase/agent-skills/blob/main/skills/neon-postgres/SKILL.md
+    warnings: []
+
+  - ref: "skill:newrelic-cli-skills"
+    id: newrelic-cli-skills
+    kind: skill
+    name: newrelic-cli-skills
+    trust: community
+    maturity: stable
+    source: https://github.com/vince-winkintel/newrelic-cli-skills/blob/main/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:nifi-flow-layout"
+    id: nifi-flow-layout
+    kind: skill
+    name: nifi-flow-layout
+    trust: community
+    maturity: stable
+    source: https://github.com/AlekseiSeleznev/nifi-mcp-universal/tree/main/skills/nifi-flow-layout
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:okta-identity-integration-patterns"
+    id: okta-identity-integration-patterns
+    kind: skill
+    name: okta-identity-integration-patterns
+    trust: community
+    maturity: stable
+    source: https://github.com/vaquarkhan/Fullstack-development-agent-skills/blob/main/skills/okta-identity-integration-patterns/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:oleander-iceberg-catalog"
+    id: oleander-iceberg-catalog
+    kind: skill
+    name: oleander-iceberg-catalog
+    trust: community
+    maturity: stable
+    source: https://skills.sh/oleanderhq/skills/oleander-iceberg-catalog
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:oracle-database"
+    id: oracle-database
+    kind: skill
+    name: Oracle Database Skills
+    trust: official
+    maturity: stable
+    source: https://github.com/oracle/skills/blob/main/db/SKILL.md
+    warnings: []
+
+  - ref: "skill:oraclecloud-data-handling"
+    id: oraclecloud-data-handling
+    kind: skill
+    name: oraclecloud-data-handling
+    trust: community
+    maturity: stable
+    source: https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/main/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-data-handling/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:oracledb"
+    id: oracledb
+    kind: skill
+    name: oracledb
+    trust: provider
+    maturity: beta
+    source: https://github.com/gemini-cli-extensions/oracledb/blob/main/skills/oracledb/SKILL.md
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  - ref: "skill:powerbi-documentation"
+    id: powerbi-documentation
+    kind: skill
+    name: powerbi-documentation
+    trust: community
+    maturity: stable
+    source: https://github.com/MaartenKesters/powerbi-mcp-documentation/blob/main/powerbi-mcp-documentation/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:powerbi-mcp"
+    id: powerbi-mcp
+    kind: skill
+    name: powerbi-mcp
+    trust: community
+    maturity: stable
+    source: https://github.com/devsaikan/powerbi-mcp-skill/blob/main/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:prefect"
+    id: prefect
+    kind: skill
+    name: prefect
+    trust: community
+    maturity: stable
+    source: https://github.com/TerminalSkills/skills/tree/main/skills/prefect
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:prometheus-addxai"
+    id: prometheus-addxai
+    kind: skill
+    name: prometheus
+    trust: community
+    maturity: stable
+    source: https://github.com/addxai/enterprise-harness-engineering/blob/main/skills/prometheus/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:purview-data-catalog"
+    id: purview-data-catalog
+    kind: skill
+    name: purview-data-catalog
+    trust: community
+    maturity: stable
+    source: https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/purview-data-catalog/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:purview-data-map"
+    id: purview-data-map
+    kind: skill
+    name: purview-data-map
+    trust: community
+    maturity: stable
+    source: https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/purview-data-map/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:pytorch-patterns"
+    id: pytorch-patterns
+    kind: skill
+    name: pytorch-patterns
+    trust: community
+    maturity: stable
+    source: https://github.com/affaan-m/ECC/blob/main/skills/pytorch-patterns/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:qlik-load-script"
+    id: qlik-load-script
+    kind: skill
+    name: qlik-load-script
+    trust: community
+    maturity: stable
+    source: https://github.com/Pupfish-LLC/qlik-toolkit/blob/main/skills/qlik-load-script/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:query-tableau-data"
+    id: query-tableau-data
+    kind: skill
+    name: query-tableau-data
+    trust: community
+    maturity: stable
+    source: https://github.com/Action-Co/skills/blob/main/skills/tableau/query-tableau-data/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:redis-core"
+    id: redis-core
+    kind: skill
+    name: redis-core
+    trust: official
+    maturity: stable
+    source: https://github.com/redis/agent-skills/blob/main/skills/redis-core/SKILL.md
+    warnings: []
+
+  - ref: "skill:redis-observability"
+    id: redis-observability
+    kind: skill
+    name: redis-observability
+    trust: official
+    maturity: stable
+    source: https://github.com/redis/agent-skills/blob/main/skills/redis-observability/SKILL.md
+    warnings: []
+
+  - ref: "skill:redshift"
+    id: redshift
+    kind: skill
+    name: redshift
+    trust: community
+    maturity: stable
+    source: https://skills.sh/onsen-ai/redshift-skill/redshift
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:scikit-learn"
+    id: scikit-learn
+    kind: skill
+    name: scikit-learn
+    trust: community
+    maturity: stable
+    source: https://skills.sh/k-dense-ai/scientific-agent-skills/scikit-learn
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:scikit-learn-best-practices"
+    id: scikit-learn-best-practices
+    kind: skill
+    name: scikit-learn-best-practices
+    trust: community
+    maturity: stable
+    source: https://skills.sh/mindrally/skills/scikit-learn-best-practices
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:searching-mlflow-docs"
+    id: searching-mlflow-docs
+    kind: skill
+    name: searching-mlflow-docs
+    trust: official
+    maturity: stable
+    source: https://github.com/mlflow/skills/blob/main/searching-mlflow-docs/SKILL.md
+    warnings: []
+
+  - ref: "skill:secrets-vault-manager"
+    id: secrets-vault-manager
+    kind: skill
+    name: secrets-vault-manager
+    trust: community
+    maturity: stable
+    source: https://github.com/alirezarezvani/claude-skills/blob/main/engineering/skills/secrets-vault-manager/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:securing-s3-buckets"
+    id: securing-s3-buckets
+    kind: skill
+    name: securing-s3-buckets
+    trust: official
+    maturity: stable
+    source: https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/storage-skills/securing-s3-buckets
+    warnings: []
+
+  - ref: "skill:senior-data-engineer"
+    id: senior-data-engineer
+    kind: skill
+    name: senior-data-engineer
+    trust: community
+    maturity: stable
+    source: https://github.com/alirezarezvani/claude-skills/blob/main/engineering-team/skills/senior-data-engineer/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:snowflake-expert"
+    id: snowflake-expert
+    kind: skill
+    name: snowflake-expert
+    trust: community
+    maturity: stable
+    source: https://github.com/personamanagmentlayer/pcl/blob/main/stdlib/data/snowflake-expert/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:snowpipe-bcdr"
+    id: snowpipe-bcdr
+    kind: skill
+    name: snowpipe-bcdr
+    trust: provider
+    maturity: stable
+    source: https://github.com/Snowflake-Labs/coco-skills/tree/main/skills/snowpipe-bcdr
+    warnings: []
+
+  - ref: "skill:soda-cli"
+    id: soda-cli
+    kind: skill
+    name: soda-cli
+    trust: official
+    maturity: beta
+    source: https://github.com/sodadata/soda-cli/blob/main/skills/soda-cli/SKILL.md
+    warnings:
+      - "This resource is beta and may change or lack production support."
+
+  - ref: "skill:spark-engineer"
+    id: spark-engineer
+    kind: skill
+    name: spark-engineer
+    trust: community
+    maturity: stable
+    source: https://github.com/Jeffallan/claude-skills/blob/main/skills/spark-engineer/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:splunk-ingest-processor-setup"
+    id: splunk-ingest-processor-setup
+    kind: skill
+    name: splunk-ingest-processor-setup
+    trust: community
+    maturity: stable
+    source: https://github.com/chambear2809/splunk-cisco-skills/blob/main/skills/splunk-ingest-processor-setup/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:splunk-spl2-pipeline-kit"
+    id: splunk-spl2-pipeline-kit
+    kind: skill
+    name: splunk-spl2-pipeline-kit
+    trust: community
+    maturity: stable
+    source: https://github.com/chambear2809/splunk-cisco-skills/blob/main/skills/splunk-spl2-pipeline-kit/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:sql-server-table-reconciliation"
+    id: sql-server-table-reconciliation
+    kind: skill
+    name: sql-server-table-reconciliation
+    trust: community
+    maturity: stable
+    source: https://github.com/github/awesome-copilot/tree/main/skills/sql-server-table-reconciliation
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:supabase-postgres-best-practices"
+    id: supabase-postgres-best-practices
+    kind: skill
+    name: supabase-postgres-best-practices
+    trust: provider
+    maturity: stable
+    source: https://github.com/supabase/agent-skills/blob/main/skills/supabase-postgres-best-practices/SKILL.md
+    warnings: []
+
+  - ref: "skill:tableau-dashboard-creator"
+    id: tableau-dashboard-creator
+    kind: skill
+    name: tableau-dashboard-creator
+    trust: community
+    maturity: stable
+    source: https://github.com/laviDrori0702/tableau-dashboard-creator-skill/blob/main/skill/tableau-dashboard-creator/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:tensorflow-data-pipelines"
+    id: tensorflow-data-pipelines
+    kind: skill
+    name: tensorflow-data-pipelines
+    trust: community
+    maturity: stable
+    source: https://github.com/thebushidocollective/han/blob/main/plugins/specialized/tensorflow/skills/tensorflow-data-pipelines/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:tensorflow-model-deployment"
+    id: tensorflow-model-deployment
+    kind: skill
+    name: tensorflow-model-deployment
+    trust: community
+    maturity: stable
+    source: https://github.com/thebushidocollective/han/blob/main/plugins/specialized/tensorflow/skills/tensorflow-model-deployment/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:troubleshoot-cassandra"
+    id: troubleshoot-cassandra
+    kind: skill
+    name: troubleshoot-cassandra
+    trust: provider
+    maturity: stable
+    source: https://github.com/netdata/skills/blob/master/skills/troubleshoot-cassandra/SKILL.md
+    warnings: []
+
+  - ref: "skill:udf-benchmark"
+    id: udf-benchmark
+    kind: skill
+    name: udf-benchmark
+    trust: provider
+    maturity: stable
+    source: https://github.com/NVIDIA/cudf-spark/blob/main/skills/udf-benchmark/SKILL.md
+    warnings: []
+
+  - ref: "skill:validating-json-data"
+    id: validating-json-data
+    kind: skill
+    name: validating-json-data
+    trust: community
+    maturity: stable
+    source: https://skills.sh/zaggino/z-schema/validating-json-data
+    warnings:
+      - "Audit this community resource before installation."
+
+  - ref: "skill:vault-api"
+    id: vault-api
+    kind: skill
+    name: vault-api
+    trust: community
+    maturity: stable
+    source: https://github.com/Aidas-dev/k8s-agent-skills/blob/main/skills/vault-api/SKILL.md
+    warnings:
+      - "Audit this community resource before installation."
diff --git a/stack/marketplace.json b/stack/marketplace.json
new file mode 100644
index 00000000..982386de
--- /dev/null
+++ b/stack/marketplace.json
@@ -0,0 +1,6026 @@
+{
+  "revision": "2026-06-25.2",
+  "verticals": [
+    {
+      "id": "data",
+      "name": "Data Engineering",
+      "technologies": [
+        {
+          "id": "apache-airflow",
+          "name": "Apache Airflow",
+          "resources": [
+            {
+              "ref": "skill:airflow",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/astronomer/agents/blob/main/skills/airflow/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:authoring-dags",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/astronomer/agents/blob/main/skills/authoring-dags/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "dagster",
+          "name": "Dagster",
+          "resources": [
+            {
+              "ref": "skill:dagster-expert",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/dagster-io/skills/tree/master/skills/dagster-expert/skills/dagster-expert",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:dagster",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/TerminalSkills/skills/tree/main/skills/dagster",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-data-factory",
+          "name": "Azure Data Factory",
+          "resources": [
+            {
+              "ref": "skill:azure-data-factory",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-data-factory/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:adf-master",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/JosiahSiegel/claude-plugin-marketplace/blob/main/plugins/adf-master/skills/adf-master/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-glue",
+          "name": "AWS Glue",
+          "resources": [
+            {
+              "ref": "skill:ingesting-into-data-lake",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/ingesting-into-data-lake/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:exploring-data-catalog",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/exploring-data-catalog/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-data-processing",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "prefect",
+          "name": "Prefect",
+          "resources": [
+            {
+              "ref": "skill:prefect",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/TerminalSkills/skills/tree/main/skills/prefect",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:prefect-mcp-server",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/PrefectHQ/prefect-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "dbt",
+          "name": "dbt",
+          "resources": [
+            {
+              "ref": "skill:dbt-analytics-engineering",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/dbt-labs/dbt-agent-skills/blob/main/skills/dbt/skills/using-dbt-for-analytics-engineering/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:dbt",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/dbt-labs/dbt-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "astronomer",
+          "name": "Astronomer",
+          "resources": [
+            {
+              "ref": "skill:airflow",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/astronomer/agents/blob/main/skills/airflow/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:deploying-airflow",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/astronomer/agents/tree/main/skills/deploying-airflow",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:astronomer-docs-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://www.astronomer.io/docs/_mcp/server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-spark",
+          "name": "Apache Spark",
+          "resources": [
+            {
+              "ref": "skill:spark-engineer",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Jeffallan/claude-skills/blob/main/skills/spark-engineer/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:udf-benchmark",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/NVIDIA/cudf-spark/blob/main/skills/udf-benchmark/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:spark-history",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/kubeflow/mcp-apache-spark-history-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "stitch",
+          "name": "Stitch",
+          "resources": []
+        },
+        {
+          "id": "apache-nifi",
+          "name": "Apache NiFi",
+          "resources": [
+            {
+              "ref": "skill:etl-integration-nifi",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/chrishuffman5/domain-expert/tree/main/skills/etl/integration/nifi",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:nifi-flow-layout",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/AlekseiSeleznev/nifi-mcp-universal/tree/main/skills/nifi-flow-layout",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:nifi-mcp-server",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/cloudera/NiFi-MCP-Server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "fivetran",
+          "name": "Fivetran",
+          "resources": [
+            {
+              "ref": "skill:build-connector",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/fivetran/connector_sdk_tools/blob/main/canonical/skills/build-connector/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:fivetran-mcp-server",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/fivetran/fivetran-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "airbyte",
+          "name": "Airbyte",
+          "resources": [
+            {
+              "ref": "skill:airbyte-agent",
+              "default": false,
+              "trust": "official",
+              "maturity": "beta",
+              "source": "https://github.com/airbytehq/airbyte-agent-cli/blob/main/skills/airbyte-agent/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:bootstrapping-agent",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/airbytehq/airbyte-agent-sdk/blob/main/.codex/skills/bootstrapping-agent/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:airbyte-agent-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://mcp.airbyte.ai/mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:airbyte-knowledge-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://airbyte.mcp.kapa.ai",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "matillion",
+          "name": "Matillion",
+          "resources": []
+        },
+        {
+          "id": "azure-event-hub",
+          "name": "Azure Event Hub",
+          "resources": [
+            {
+              "ref": "skill:azure-event-hubs",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-event-hubs/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:azure-eventhub-py",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-python/skills/azure-eventhub-py/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:azure",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:microsoft-learn",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-kinesis",
+          "name": "AWS Kinesis",
+          "resources": [
+            {
+              "ref": "skill:aws-messaging-and-streaming",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-core/skills/aws-messaging-and-streaming/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:cdc-streaming-pipeline",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/jaingxyz/aws-data-skills/blob/main/skills/cdc-streaming-pipeline/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-serverless-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/aws-serverless-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-pubsub",
+          "name": "GCP PubSub",
+          "resources": [
+            {
+              "ref": "skill:gcp-event-driven-architecture-review",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Raishin/vanguard-frontier-agentic/blob/HEAD/skills/gcp/gcp-event-driven-architecture-review/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:gcp-pubsub",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.cloud.google.com/pubsub/docs/use-pubsub-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "spark-streaming",
+          "name": "Spark Streaming",
+          "resources": [
+            {
+              "ref": "skill:databricks-spark-structured-streaming",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/experimental/databricks-spark-structured-streaming/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:databricks-pipelines",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-pipelines/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:spark-history",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/kubeflow/mcp-apache-spark-history-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-kafka",
+          "name": "Apache Kafka",
+          "resources": [
+            {
+              "ref": "skill:kafka-streams-programming",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/confluentinc/agent-skills/blob/main/skills/kafka-streams-programming/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:kafka-schema-registry",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/confluentinc/agent-skills/blob/main/skills/kafka-schema-registry/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:confluent",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/confluentinc/mcp-confluent",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-flink",
+          "name": "Apache Flink",
+          "resources": [
+            {
+              "ref": "skill:flink",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/gordonmurray/data-engineering-skills/blob/main/flink/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:flink-best-practices",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/BigDataBoutique/skills/blob/main/flink-best-practices/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:confluent",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/confluentinc/mcp-confluent",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-beam",
+          "name": "Apache Beam",
+          "resources": [
+            {
+              "ref": "skill:beam-concepts",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/apache/beam/blob/master/.agent/skills/beam-concepts/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:io-connectors",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/apache/beam/blob/master/.agent/skills/io-connectors/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:bigquery-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.cloud.google.com/bigquery/docs/use-bigquery-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "databricks",
+          "name": "Databricks",
+          "resources": [
+            {
+              "ref": "skill:databricks-pipelines",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-pipelines/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:databricks-jobs",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-jobs/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:databricks-sql",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:unity-catalog-functions",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "snowflake",
+          "name": "Snowflake",
+          "resources": [
+            {
+              "ref": "skill:dynamic-tables-tutorial",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/Snowflake-Labs/sfguides/tree/main/dynamic-tables-tutorial",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:snowpipe-bcdr",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/Snowflake-Labs/coco-skills/tree/main/skills/snowpipe-bcdr",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:snowflake-managed",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-synapse",
+          "name": "Azure Synapse",
+          "resources": [
+            {
+              "ref": "skill:azure-synapse-analytics",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:microsoft-learn",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-redshift",
+          "name": "AWS Redshift",
+          "resources": [
+            {
+              "ref": "skill:redshift",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/onsen-ai/redshift-skill/redshift",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:database-redshift",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/chrishuffman5/domain-expert/database-redshift",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-redshift-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/redshift-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-bigquery",
+          "name": "GCP BigQuery",
+          "resources": [
+            {
+              "ref": "skill:bigquery-basics",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/google/skills/blob/main/skills/cloud/bigquery-basics/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:bigquery-ai-ml",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/google/skills/blob/main/skills/cloud/bigquery-ai-ml/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:bigquery-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.cloud.google.com/bigquery/docs/use-bigquery-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-adls2",
+          "name": "Azure ADLS2",
+          "resources": [
+            {
+              "ref": "skill:azure-storage",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/azure-skills/blob/main/skills/azure-storage/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:azure-rbac",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/azure-skills/blob/main/skills/azure-rbac/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:azure",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-s3",
+          "name": "AWS S3",
+          "resources": [
+            {
+              "ref": "skill:creating-data-lake-table",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/storage-skills/creating-data-lake-table",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:securing-s3-buckets",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/storage-skills/securing-s3-buckets",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:s3-tables-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/s3-tables-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-storage",
+          "name": "GCP Storage",
+          "resources": [
+            {
+              "ref": "skill:gcs-lifecycle-policy",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/main/skills/14-gcp-skills/gcs-lifecycle-policy/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "hdfs",
+          "name": "HDFS",
+          "resources": [
+            {
+              "ref": "skill:hadoop",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/clawic/skills/tree/main/skills/hadoop",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:data-distributed-storage",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/j4flmao/agent-skills/tree/main/skills/data/distributed-storage",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "oracle-cloud-storage",
+          "name": "Oracle Cloud Storage",
+          "resources": [
+            {
+              "ref": "skill:oraclecloud-data-handling",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/main/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-data-handling/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:aidp-object-storage",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/oracle-samples/oracle-aidp-samples/blob/main/ai/claude-code-plugins/oracle-ai-data-platform-workbench-spark-connectors/skills/aidp-object-storage/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:oci-cloud-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/oracle/mcp/tree/main/src/oci-cloud-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:oci-api-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/oracle/mcp/tree/main/src/oci-api-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-parquet",
+          "name": "Apache Parquet",
+          "resources": []
+        },
+        {
+          "id": "databricks-delta",
+          "name": "Databricks Delta",
+          "resources": [
+            {
+              "ref": "skill:databricks-pipelines",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-pipelines/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:databricks-core",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-core/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:databricks-sql",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:unity-catalog-functions",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-iceberg",
+          "name": "Apache Iceberg",
+          "resources": [
+            {
+              "ref": "skill:oleander-iceberg-catalog",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/oleanderhq/skills/oleander-iceberg-catalog",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-orc",
+          "name": "Apache ORC",
+          "resources": []
+        },
+        {
+          "id": "apache-avro",
+          "name": "Apache Avro",
+          "resources": [
+            {
+              "ref": "skill:chdb-datastore",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-datastore/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "json",
+          "name": "JSON",
+          "resources": [
+            {
+              "ref": "skill:jq-json-processing",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/laurigates/claude-plugins/jq-json-processing",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:validating-json-data",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/zaggino/z-schema/validating-json-data",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-hudi",
+          "name": "Apache Hudi",
+          "resources": [
+            {
+              "ref": "skill:apache-hudi-lakehouse",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vaquarkhan/data-engineering-agent-skills/tree/main/skills/apache-hudi-lakehouse",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-data-processing",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-arrow",
+          "name": "Apache Arrow",
+          "resources": [
+            {
+              "ref": "skill:apache-arrow",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/TerminalSkills/skills/tree/main/skills/apache-arrow",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:adbc",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/columnar-tech/skills/tree/main/skills/adbc",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "csv",
+          "name": "CSV",
+          "resources": [
+            {
+              "ref": "skill:csv-wrangling",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/dathere/qsv/tree/master/.claude/skills/skills/csv-wrangling",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:csv-query",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/dathere/qsv/tree/master/.claude/skills/skills/csv-query",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "xml",
+          "name": "XML",
+          "resources": [
+            {
+              "ref": "skill:cheerio-parsing",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Mindrally/skills/tree/main/cheerio-parsing",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "microsoft-sql-server",
+          "name": "Microsoft SQL Server",
+          "resources": [
+            {
+              "ref": "skill:sql-server-table-reconciliation",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/github/awesome-copilot/tree/main/skills/sql-server-table-reconciliation",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:microsoft-data-api-builder",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://learn.microsoft.com/en-us/azure/data-api-builder/mcp/overview",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:dbhub",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/bytebase/dbhub",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "mysql",
+          "name": "MySQL",
+          "resources": [
+            {
+              "ref": "skill:mysql",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/planetscale/database-skills/blob/main/skills/mysql/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:mysql-patterns",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/affaan-m/ECC/blob/main/skills/mysql-patterns/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "oracle",
+          "name": "Oracle",
+          "resources": [
+            {
+              "ref": "skill:oracle-database",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/oracle/skills/blob/main/db/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:oracledb",
+              "default": false,
+              "trust": "provider",
+              "maturity": "beta",
+              "source": "https://github.com/gemini-cli-extensions/oracledb/blob/main/skills/oracledb/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:oci-database-tools-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.oracle.com/en-us/iaas/database-tools/doc/working-database-tools-mcp-server.html",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-hbase",
+          "name": "Apache HBase",
+          "resources": [
+            {
+              "ref": "skill:hbase",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/G1Joshi/Agent-Skills/blob/2c0eacc6ce39edc2d69a1f55e64984f385bc14f8/skills/databases/hbase/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "postgresql",
+          "name": "PostgreSQL",
+          "resources": [
+            {
+              "ref": "skill:supabase-postgres-best-practices",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/supabase/agent-skills/blob/main/skills/supabase-postgres-best-practices/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:neon-postgres",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-postgres/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:neon",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/neondatabase/mcp-server-neon",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:postgres-mcp-pro",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/crystaldba/postgres-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "cassandra",
+          "name": "Cassandra",
+          "resources": [
+            {
+              "ref": "skill:troubleshoot-cassandra",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/netdata/skills/blob/master/skills/troubleshoot-cassandra/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:cassandra",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/TerminalSkills/skills/blob/main/skills/cassandra/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:amazon-keyspaces-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/amazon-keyspaces-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "mongodb",
+          "name": "MongoDB",
+          "resources": [
+            {
+              "ref": "skill:mongodb-schema-design",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/mongodb/agent-skills/blob/main/skills/mongodb-schema-design/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:mongodb-query-optimizer",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/mongodb/agent-skills/blob/main/skills/mongodb-query-optimizer/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:mongodb-mcp-server",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/mongodb-js/mongodb-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "elasticsearch",
+          "name": "Elasticsearch",
+          "resources": [
+            {
+              "ref": "skill:elasticsearch-file-ingest",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://github.com/elastic/agent-skills/blob/main/skills/elasticsearch/elasticsearch-file-ingest/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:elasticsearch-esql",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://github.com/elastic/agent-skills/blob/main/skills/elasticsearch/elasticsearch-esql/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "redis",
+          "name": "Redis",
+          "resources": [
+            {
+              "ref": "skill:redis-core",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/redis/agent-skills/blob/main/skills/redis-core/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:redis-observability",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/redis/agent-skills/blob/main/skills/redis-observability/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:redis-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/redis/mcp-redis",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:redis-cloud-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/redis/mcp-redis-cloud",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "ibm-db2",
+          "name": "IBM DB2",
+          "resources": [
+            {
+              "ref": "skill:db2-rhel",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/joogy06/agent-foundry/blob/main/skills/db2-rhel/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "tableau",
+          "name": "Tableau",
+          "resources": [
+            {
+              "ref": "skill:query-tableau-data",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Action-Co/skills/blob/main/skills/tableau/query-tableau-data/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:tableau-dashboard-creator",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/laviDrori0702/tableau-dashboard-creator-skill/blob/main/skill/tableau-dashboard-creator/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:tableau-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/tableau/tableau-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "power-bi",
+          "name": "Power BI",
+          "resources": [
+            {
+              "ref": "skill:powerbi-mcp",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/devsaikan/powerbi-mcp-skill/blob/main/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:powerbi-documentation",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/MaartenKesters/powerbi-mcp-documentation/blob/main/powerbi-mcp-documentation/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:power-bi-modeling",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://github.com/microsoft/powerbi-modeling-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:power-bi-remote",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://learn.microsoft.com/en-us/power-bi/developer/mcp/remote-mcp-server-get-started",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "qlik-sense",
+          "name": "Qlik Sense",
+          "resources": [
+            {
+              "ref": "skill:qlik-load-script",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Pupfish-LLC/qlik-toolkit/blob/main/skills/qlik-load-script/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:qlik-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://help.qlik.com/en-US/cloud-services/Subsystems/Hub/Content/Sense_Hub/QlikMCP/Qlik-MCP-server.htm",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "google-looker",
+          "name": "Google Looker",
+          "resources": [
+            {
+              "ref": "skill:lookml-model",
+              "default": false,
+              "trust": "official",
+              "maturity": "unsupported",
+              "source": "https://github.com/looker-open-source/looker-skills/blob/main/skills/lookml-model/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:lookml-tests",
+              "default": false,
+              "trust": "official",
+              "maturity": "unsupported",
+              "source": "https://github.com/looker-open-source/looker-skills/blob/main/skills/lookml-tests/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:looker-toolbox",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://mcp-toolbox.dev/documentation/connect-to/ides/looker_mcp/",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "graphql",
+          "name": "GraphQL",
+          "resources": [
+            {
+              "ref": "skill:graphql",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Mindrally/skills/blob/main/graphql/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:apollo-graphql",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Mindrally/skills/blob/main/apollo-graphql/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "fastapi",
+          "name": "FastAPI",
+          "resources": [
+            {
+              "ref": "skill:fastapi-itechmeat",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/itechmeat/llm-code/tree/master/skills/fastapi",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:fastapi-martinholovsky",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/martinholovsky/claude-skills-generator/tree/main/skills/fastapi",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:context7",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/upstash/context7",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:openapi-mcp",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/ivo-toby/mcp-openapi-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-data-share",
+          "name": "Azure Data Share",
+          "resources": [
+            {
+              "ref": "skill:azure-data-share",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-data-share/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:microsoft-learn",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:azure",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-data-exchange",
+          "name": "AWS Data Exchange",
+          "resources": [
+            {
+              "ref": "skill:aws-sdk-python-usage",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/skills/core-skills/aws-sdk-python-usage/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-api-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/aws-api-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "delta-sharing",
+          "name": "Delta Sharing",
+          "resources": [
+            {
+              "ref": "skill:delta-sharing",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vivekgana/databricks-platform-marketplace/blob/main/plugins/databricks-engineering/skills/delta-sharing/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:azure-databricks",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-databricks/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "snowflake-data-sharing",
+          "name": "Snowflake Data Sharing",
+          "resources": [
+            {
+              "ref": "skill:snowflake-expert",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/personamanagmentlayer/pcl/blob/main/stdlib/data/snowflake-expert/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:cortex-code",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/snowflake-labs/subagent-cortex-code/blob/main/skills/cortex-code/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:snowflake-managed",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-sagemaker",
+          "name": "AWS SageMaker",
+          "resources": [
+            {
+              "ref": "skill:dataset-transformation",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/awslabs/agent-plugins/blob/main/plugins/sagemaker-ai/skills/dataset-transformation/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:dataset-evaluation",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/awslabs/agent-plugins/blob/main/plugins/sagemaker-ai/skills/dataset-evaluation/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:sagemaker-spark-troubleshooting-mcp",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://awslabs.github.io/mcp/servers/sagemaker-unified-studio-spark-troubleshooting-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-data-processing",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-vertex-ai",
+          "name": "GCP Vertex AI",
+          "resources": [
+            {
+              "ref": "skill:gemini-api",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/google/skills/blob/main/skills/cloud/gemini-api/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:bigquery-ai-ml",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/google/skills/blob/main/skills/cloud/bigquery-ai-ml/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:agent-platform-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/reference/use-agent-platform-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:bigquery-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.cloud.google.com/bigquery/docs/use-bigquery-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-ml",
+          "name": "Azure ML",
+          "resources": [
+            {
+              "ref": "skill:azure-machine-learning",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-machine-learning/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:azureml-scaffolding",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/bepuca/azureml-scaffolding/tree/main/azureml-scaffolding",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:microsoft-learn",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "databricks-ml",
+          "name": "Databricks ML",
+          "resources": [
+            {
+              "ref": "skill:databricks-model-serving",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-model-serving/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:databricks-pipelines",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-pipelines/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:databricks-sql",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "tensorflow",
+          "name": "TensorFlow",
+          "resources": [
+            {
+              "ref": "skill:tensorflow-data-pipelines",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/thebushidocollective/han/blob/main/plugins/specialized/tensorflow/skills/tensorflow-data-pipelines/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:tensorflow-model-deployment",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/thebushidocollective/han/blob/main/plugins/specialized/tensorflow/skills/tensorflow-model-deployment/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:context7",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/upstash/context7",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:github",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/github/github-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "pytorch",
+          "name": "PyTorch",
+          "resources": [
+            {
+              "ref": "skill:pytorch-patterns",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/affaan-m/ECC/blob/main/skills/pytorch-patterns/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:aoti-debug",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/pytorch/pytorch/blob/main/.claude/skills/aoti-debug/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:context7",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/upstash/context7",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "h2o-ai",
+          "name": "H2O.ai",
+          "resources": [
+            {
+              "ref": "mcp:jupyter-mcp",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/datalayer/jupyter-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "mlflow",
+          "name": "MLflow",
+          "resources": [
+            {
+              "ref": "skill:mlflow-onboarding",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/mlflow/skills/blob/main/mlflow-onboarding/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:searching-mlflow-docs",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/mlflow/skills/blob/main/searching-mlflow-docs/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:mlflow-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/mlflow/mlflow/tree/master/mlflow/mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "scikit-learn",
+          "name": "Scikit-learn",
+          "resources": [
+            {
+              "ref": "skill:scikit-learn",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/k-dense-ai/scientific-agent-skills/scikit-learn",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:scikit-learn-best-practices",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://skills.sh/mindrally/skills/scikit-learn-best-practices",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "datarobot",
+          "name": "DataRobot",
+          "resources": [
+            {
+              "ref": "skill:datarobot-data-preparation",
+              "default": false,
+              "trust": "official",
+              "maturity": "unsupported",
+              "source": "https://github.com/datarobot-oss/datarobot-agent-skills/blob/main/skills/datarobot-data-preparation/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:datarobot-feature-engineering",
+              "default": false,
+              "trust": "official",
+              "maturity": "unsupported",
+              "source": "https://github.com/datarobot-oss/datarobot-agent-skills/blob/main/skills/datarobot-feature-engineering/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:datarobot-global-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-the-datarobot-global-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-ad",
+          "name": "Azure AD",
+          "resources": [
+            {
+              "ref": "skill:entra-app-registration",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/azure-skills/blob/main/skills/entra-app-registration/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:entra-agent-id",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/azure-skills/blob/main/skills/entra-agent-id/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-cognito",
+          "name": "AWS Cognito",
+          "resources": [
+            {
+              "ref": "skill:cognito",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/itsmostafa/aws-agent-skills/tree/main/skills/cognito",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:aws-cognito-admin",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/monahand1023/claude-code-skills/tree/main/aws-cognito-admin",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-identity",
+          "name": "GCP Identity",
+          "resources": [
+            {
+              "ref": "skill:gcloud",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/google/skills/blob/main/skills/cloud/gcloud/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:gcp-iam",
+              "default": false,
+              "trust": "community",
+              "maturity": "alpha",
+              "source": "https://github.com/alphaonedev/openclaw-graph/blob/main/skills/cloud-gcp/gcp-iam/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation.",
+                "This resource is alpha and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "okta",
+          "name": "Okta",
+          "resources": [
+            {
+              "ref": "skill:okta-identity-integration-patterns",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vaquarkhan/Fullstack-development-agent-skills/blob/main/skills/okta-identity-integration-patterns/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:okta-mcp-server",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/okta/okta-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "cyberark",
+          "name": "CyberArk",
+          "resources": []
+        },
+        {
+          "id": "collibra",
+          "name": "Collibra",
+          "resources": [
+            {
+              "ref": "skill:collibra-chip",
+              "default": false,
+              "trust": "official",
+              "maturity": "unsupported",
+              "source": "https://github.com/collibra/chip/blob/main/SKILLS.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "apache-atlas",
+          "name": "Apache Atlas",
+          "resources": []
+        },
+        {
+          "id": "azure-purview",
+          "name": "Azure Purview",
+          "resources": [
+            {
+              "ref": "skill:microsoft-docs",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp/blob/main/skills/microsoft-docs/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:microsoft-code-reference",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp/blob/main/skills/microsoft-code-reference/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:microsoft-learn",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/MicrosoftDocs/mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:azure",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-glue-data-catalog",
+          "name": "AWS Glue Data Catalog",
+          "resources": [
+            {
+              "ref": "skill:glue-diagnostics",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://github.com/aws-samples/sample-ai-agent-skills/blob/main/glue-troubleshooting/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-data-processing",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-api-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/aws-api-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-bigquery-dg",
+          "name": "GCP BigQuery DG",
+          "resources": [
+            {
+              "ref": "skill:knowledge-catalog-discovery",
+              "default": false,
+              "trust": "official",
+              "maturity": "beta",
+              "source": "https://github.com/gemini-cli-extensions/knowledge-catalog/blob/main/skills/knowledge-catalog-discovery/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:dataplex-and-bigquery-governance",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vaquarkhan/data-engineering-agent-skills/blob/main/skills/dataplex-and-bigquery-governance/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:knowledge-catalog-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.cloud.google.com/dataplex/docs/use-remote-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:data-lineage-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.cloud.google.com/dataplex/docs/use-lineage-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "privacera",
+          "name": "Privacera",
+          "resources": [
+            {
+              "ref": "skill:integrate-anything",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/membranehq/agent-skills/blob/main/skills/integrate-anything/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:membrane-cloud-mcp",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://docs.getmembrane.com/docs/ways-to-use-membrane/mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "unity-catalog",
+          "name": "Unity Catalog",
+          "resources": [
+            {
+              "ref": "skill:databricks-unity-catalog",
+              "default": false,
+              "trust": "provider",
+              "maturity": "unsupported",
+              "source": "https://github.com/databricks-solutions/ai-dev-kit/blob/main/databricks-skills/databricks-unity-catalog/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:databricks-dbsql",
+              "default": false,
+              "trust": "provider",
+              "maturity": "unsupported",
+              "source": "https://github.com/databricks-solutions/ai-dev-kit/blob/main/databricks-skills/databricks-dbsql/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is unsupported and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:unity-catalog-functions",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:databricks-sql",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "hive-metastore",
+          "name": "Hive Metastore",
+          "resources": [
+            {
+              "ref": "skill:data-catalog-and-discovery",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vaquarkhan/data-engineering-agent-skills/blob/main/skills/data-catalog-and-discovery/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:datahub-mcp",
+              "default": false,
+              "trust": "provider",
+              "maturity": "stable",
+              "source": "https://docs.datahub.com/docs/features/feature-guides/mcp",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "dremio",
+          "name": "Dremio",
+          "resources": []
+        },
+        {
+          "id": "prometheus",
+          "name": "Prometheus",
+          "resources": [
+            {
+              "ref": "skill:prometheus-addxai",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/addxai/enterprise-harness-engineering/blob/main/skills/prometheus/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "grafana",
+          "name": "Grafana",
+          "resources": [
+            {
+              "ref": "skill:dashboarding",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/grafana/skills/blob/main/skills/grafana-core/dashboarding/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:database-observability",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/grafana/skills/blob/main/skills/grafana-cloud/database-observability/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:mcp-grafana",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/grafana/mcp-grafana",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:grafana-cloud-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://grafana.com/docs/grafana-cloud/machine-learning/assistant/configure/cloud-mcp/",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "splunk",
+          "name": "Splunk",
+          "resources": [
+            {
+              "ref": "skill:splunk-spl2-pipeline-kit",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/chambear2809/splunk-cisco-skills/blob/main/skills/splunk-spl2-pipeline-kit/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:splunk-ingest-processor-setup",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/chambear2809/splunk-cisco-skills/blob/main/skills/splunk-ingest-processor-setup/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:splunk-mcp-server",
+              "default": false,
+              "trust": "official",
+              "maturity": "beta",
+              "source": "https://splunkbase.splunk.com/app/7931",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "new-relic",
+          "name": "New Relic",
+          "resources": [
+            {
+              "ref": "skill:newrelic-cli-skills",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vince-winkintel/newrelic-cli-skills/blob/main/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:new-relic-ai-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "preview",
+              "source": "https://github.com/newrelic/mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is preview and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "datadog",
+          "name": "Datadog",
+          "resources": [
+            {
+              "ref": "skill:dd-pup",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/datadog-labs/agent-skills/blob/main/dd-pup/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:dd-logs",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/datadog-labs/agent-skills/blob/main/dd-logs/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:datadog-mcp-datadoghq",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://www.datadoghq.com/product/ai/mcp-server/",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-key-vault",
+          "name": "Azure Key Vault",
+          "resources": [
+            {
+              "ref": "skill:azure-compliance",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/azure-skills/blob/main/skills/azure-compliance/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:azure-key-vault",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/azure-key-vault/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:azure",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-secrets-manager",
+          "name": "AWS Secrets Manager",
+          "resources": [
+            {
+              "ref": "skill:creating-secrets-using-best-practices",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/skills/specialized-skills/security-and-identity-skills/creating-secrets-using-best-practices/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:connecting-to-data-source",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/connecting-to-data-source/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-api-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "experimental",
+              "source": "https://github.com/awslabs/mcp/tree/main/src/aws-api-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is experimental and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "gcp-secret-manager",
+          "name": "GCP Secret Manager",
+          "resources": [
+            {
+              "ref": "skill:gcp-secret-manager",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/BagelHole/DevOps-Security-Agent-Skills/blob/main/security/secrets/gcp-secret-manager/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "hashicorp-vault",
+          "name": "HashiCorp Vault",
+          "resources": [
+            {
+              "ref": "skill:vault-api",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/Aidas-dev/k8s-agent-skills/blob/main/skills/vault-api/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:secrets-vault-manager",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/alirezarezvani/claude-skills/blob/main/engineering/skills/secrets-vault-manager/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:vault-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "beta",
+              "source": "https://github.com/hashicorp/vault-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:vault-radar-mcp",
+              "default": false,
+              "trust": "official",
+              "maturity": "beta",
+              "source": "https://hub.docker.com/r/hashicorp/vault-radar-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "cyberark-conjur",
+          "name": "CyberArk Conjur",
+          "resources": []
+        },
+        {
+          "id": "great-expectations",
+          "name": "Great Expectations",
+          "resources": [
+            {
+              "ref": "skill:data-quality-frameworks-sickn33",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/sickn33/antigravity-awesome-skills/blob/main/skills/data-quality-frameworks/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:senior-data-engineer",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/alirezarezvani/claude-skills/blob/main/engineering-team/skills/senior-data-engineer/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:context7",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/upstash/context7",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:github",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/github/github-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "dbt-data-tests",
+          "name": "dbt Data Tests",
+          "resources": [
+            {
+              "ref": "skill:dbt-testing",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/sfc-gh-dflippo/snowflake-dbt-demo/blob/main/.claude/skills/dbt-testing/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "mcp:dbt",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/dbt-labs/dbt-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "openmetadata",
+          "name": "OpenMetadata",
+          "resources": [
+            {
+              "ref": "mcp:openmetadata-mcp",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/open-metadata/OpenMetadata/tree/main/openmetadata-mcp",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:openmetadata-us-all",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/us-all/openmetadata-mcp-server",
+              "rationale": "Optional MCP server; enable explicitly and complete authentication after installation.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "soda-core-cl",
+          "name": "Soda Core/CL",
+          "resources": [
+            {
+              "ref": "skill:soda-cli",
+              "default": false,
+              "trust": "official",
+              "maturity": "beta",
+              "source": "https://github.com/sodadata/soda-cli/blob/main/skills/soda-cli/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "This resource is beta and may change or lack production support."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "azure-purview-dq",
+          "name": "Azure Purview DQ",
+          "resources": [
+            {
+              "ref": "skill:purview-data-catalog",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/purview-data-catalog/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            },
+            {
+              "ref": "skill:purview-data-map",
+              "default": false,
+              "trust": "community",
+              "maturity": "stable",
+              "source": "https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/purview-data-map/SKILL.md",
+              "rationale": "Optional Skill candidate requiring explicit review and selection.",
+              "warnings": [
+                "Audit this community resource before installation."
+              ],
+              "curated": true
+            }
+          ]
+        },
+        {
+          "id": "aws-glue-dq",
+          "name": "AWS Glue DQ",
+          "resources": [
+            {
+              "ref": "skill:ingesting-into-data-lake",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/ingesting-into-data-lake/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "skill:exploring-data-catalog",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/exploring-data-catalog/SKILL.md",
+              "rationale": "Stable first-party Skill recommended by the Data Engineering catalog.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            },
+            {
+              "ref": "mcp:aws-data-processing",
+              "default": true,
+              "trust": "official",
+              "maturity": "stable",
+              "source": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server",
+              "rationale": "MCP server enabled by default; complete authentication after installation.",
+              "warnings": [],
+              "curated": true
+            }
+          ]
+        }
+      ],
+      "categories": [
+        {
+          "id": "orchestration",
+          "name": "Orchestration",
+          "technologies": [
+            {
+              "technology": "apache-airflow"
+            },
+            {
+              "technology": "dagster"
+            },
+            {
+              "technology": "azure-data-factory"
+            },
+            {
+              "technology": "aws-glue"
+            },
+            {
+              "technology": "prefect"
+            },
+            {
+              "technology": "dbt"
+            },
+            {
+              "technology": "astronomer"
+            }
+          ],
+          "categories": []
+        },
+        {
+          "id": "data-ingestion-integration",
+          "name": "Data Ingestion & Integration",
+          "technologies": [],
+          "categories": [
+            {
+              "id": "data-integration-etl",
+              "name": "Data Integration & ETL",
+              "technologies": [
+                {
+                  "technology": "azure-data-factory"
+                },
+                {
+                  "technology": "aws-glue"
+                },
+                {
+                  "technology": "apache-spark"
+                },
+                {
+                  "technology": "stitch"
+                },
+                {
+                  "technology": "apache-nifi"
+                },
+                {
+                  "technology": "fivetran"
+                },
+                {
+                  "technology": "airbyte"
+                },
+                {
+                  "technology": "matillion"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "streaming",
+              "name": "Streaming",
+              "technologies": [
+                {
+                  "technology": "azure-event-hub"
+                },
+                {
+                  "technology": "aws-kinesis"
+                },
+                {
+                  "technology": "gcp-pubsub"
+                },
+                {
+                  "technology": "spark-streaming"
+                },
+                {
+                  "technology": "apache-kafka"
+                },
+                {
+                  "technology": "apache-flink"
+                },
+                {
+                  "technology": "apache-beam"
+                }
+              ],
+              "categories": []
+            }
+          ]
+        },
+        {
+          "id": "data-warehousing",
+          "name": "Data Warehousing",
+          "technologies": [
+            {
+              "technology": "databricks"
+            },
+            {
+              "technology": "snowflake"
+            },
+            {
+              "technology": "azure-synapse"
+            },
+            {
+              "technology": "aws-redshift"
+            },
+            {
+              "technology": "gcp-bigquery"
+            }
+          ],
+          "categories": []
+        },
+        {
+          "id": "data-storage",
+          "name": "Data Storage",
+          "technologies": [],
+          "categories": [
+            {
+              "id": "object-storage",
+              "name": "Object Storage",
+              "technologies": [
+                {
+                  "technology": "azure-adls2"
+                },
+                {
+                  "technology": "aws-s3"
+                },
+                {
+                  "technology": "gcp-storage"
+                },
+                {
+                  "technology": "hdfs"
+                },
+                {
+                  "technology": "oracle-cloud-storage"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "file-formats",
+              "name": "File Formats",
+              "technologies": [
+                {
+                  "technology": "apache-parquet"
+                },
+                {
+                  "technology": "databricks-delta"
+                },
+                {
+                  "technology": "apache-iceberg"
+                },
+                {
+                  "technology": "apache-orc"
+                },
+                {
+                  "technology": "apache-avro"
+                },
+                {
+                  "technology": "json"
+                },
+                {
+                  "technology": "apache-hudi"
+                },
+                {
+                  "technology": "apache-arrow"
+                },
+                {
+                  "technology": "csv"
+                },
+                {
+                  "technology": "xml"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "databases",
+              "name": "Databases",
+              "technologies": [
+                {
+                  "technology": "microsoft-sql-server"
+                },
+                {
+                  "technology": "mysql"
+                },
+                {
+                  "technology": "oracle"
+                },
+                {
+                  "technology": "apache-hbase"
+                },
+                {
+                  "technology": "postgresql"
+                },
+                {
+                  "technology": "cassandra"
+                },
+                {
+                  "technology": "mongodb"
+                },
+                {
+                  "technology": "elasticsearch"
+                },
+                {
+                  "technology": "redis"
+                },
+                {
+                  "technology": "ibm-db2"
+                }
+              ],
+              "categories": []
+            }
+          ]
+        },
+        {
+          "id": "data-consumption",
+          "name": "Data Consumption",
+          "technologies": [],
+          "categories": [
+            {
+              "id": "dashboards",
+              "name": "Dashboards",
+              "technologies": [
+                {
+                  "technology": "tableau"
+                },
+                {
+                  "technology": "power-bi"
+                },
+                {
+                  "technology": "qlik-sense"
+                },
+                {
+                  "technology": "google-looker"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "apis-data-sharing",
+              "name": "APIs & Data Sharing",
+              "technologies": [
+                {
+                  "technology": "graphql"
+                },
+                {
+                  "technology": "fastapi"
+                },
+                {
+                  "technology": "azure-data-share"
+                },
+                {
+                  "technology": "aws-data-exchange"
+                },
+                {
+                  "technology": "delta-sharing"
+                },
+                {
+                  "technology": "snowflake-data-sharing"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "ai-machine-learning",
+              "name": "AI & Machine Learning",
+              "technologies": [
+                {
+                  "technology": "aws-sagemaker"
+                },
+                {
+                  "technology": "gcp-vertex-ai"
+                },
+                {
+                  "technology": "azure-ml"
+                },
+                {
+                  "technology": "databricks-ml"
+                },
+                {
+                  "technology": "tensorflow"
+                },
+                {
+                  "technology": "pytorch"
+                },
+                {
+                  "technology": "h2o-ai"
+                },
+                {
+                  "technology": "mlflow"
+                },
+                {
+                  "technology": "scikit-learn"
+                },
+                {
+                  "technology": "datarobot"
+                }
+              ],
+              "categories": []
+            }
+          ]
+        },
+        {
+          "id": "platform-management",
+          "name": "Platform Management",
+          "technologies": [],
+          "categories": [
+            {
+              "id": "iam",
+              "name": "IAM",
+              "technologies": [
+                {
+                  "technology": "azure-ad"
+                },
+                {
+                  "technology": "aws-cognito"
+                },
+                {
+                  "technology": "gcp-identity"
+                },
+                {
+                  "technology": "okta"
+                },
+                {
+                  "technology": "cyberark"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "data-governance",
+              "name": "Data Governance",
+              "technologies": [
+                {
+                  "technology": "collibra"
+                },
+                {
+                  "technology": "apache-atlas"
+                },
+                {
+                  "technology": "azure-purview"
+                },
+                {
+                  "technology": "aws-glue-data-catalog"
+                },
+                {
+                  "technology": "gcp-bigquery-dg"
+                },
+                {
+                  "technology": "privacera"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "metastores",
+              "name": "Metastores",
+              "technologies": [
+                {
+                  "technology": "unity-catalog"
+                },
+                {
+                  "technology": "hive-metastore"
+                },
+                {
+                  "technology": "apache-hudi"
+                },
+                {
+                  "technology": "dremio"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "observability",
+              "name": "Observability",
+              "technologies": [
+                {
+                  "technology": "prometheus"
+                },
+                {
+                  "technology": "grafana"
+                },
+                {
+                  "technology": "splunk"
+                },
+                {
+                  "technology": "new-relic"
+                },
+                {
+                  "technology": "datadog"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "key-vaults",
+              "name": "Key Vaults",
+              "technologies": [
+                {
+                  "technology": "azure-key-vault"
+                },
+                {
+                  "technology": "aws-secrets-manager"
+                },
+                {
+                  "technology": "gcp-secret-manager"
+                },
+                {
+                  "technology": "hashicorp-vault"
+                },
+                {
+                  "technology": "cyberark-conjur"
+                }
+              ],
+              "categories": []
+            },
+            {
+              "id": "data-quality",
+              "name": "Data Quality",
+              "technologies": [
+                {
+                  "technology": "great-expectations"
+                },
+                {
+                  "technology": "dbt-data-tests"
+                },
+                {
+                  "technology": "openmetadata"
+                },
+                {
+                  "technology": "soda-core-cl"
+                },
+                {
+                  "technology": "azure-purview-dq"
+                },
+                {
+                  "technology": "aws-glue-dq"
+                }
+              ],
+              "categories": []
+            }
+          ]
+        }
+      ]
+    }
+  ],
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+      "ref": "mcp:agent-platform-mcp",
+      "id": "agent-platform-mcp",
+      "kind": "mcp",
+      "name": "Agent Platform MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/reference/use-agent-platform-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:airbyte-agent-mcp",
+      "id": "airbyte-agent-mcp",
+      "kind": "mcp",
+      "name": "Airbyte Agent MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://mcp.airbyte.ai/mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:airbyte-knowledge-mcp",
+      "id": "airbyte-knowledge-mcp",
+      "kind": "mcp",
+      "name": "Airbyte Knowledge MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://airbyte.mcp.kapa.ai",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:amazon-keyspaces-mcp",
+      "id": "amazon-keyspaces-mcp",
+      "kind": "mcp",
+      "name": "Amazon Keyspaces MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/awslabs/mcp/tree/main/src/amazon-keyspaces-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:astronomer-docs-mcp",
+      "id": "astronomer-docs-mcp",
+      "kind": "mcp",
+      "name": "Astronomer Docs MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://www.astronomer.io/docs/_mcp/server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:aws",
+      "id": "aws",
+      "kind": "mcp",
+      "name": "AWS MCP Server",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:aws-api-mcp",
+      "id": "aws-api-mcp",
+      "kind": "mcp",
+      "name": "AWS API MCP",
+      "trust": "official",
+      "maturity": "experimental",
+      "source": "https://github.com/awslabs/mcp/tree/main/src/aws-api-mcp-server",
+      "warnings": [
+        "This resource is experimental and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:aws-data-processing",
+      "id": "aws-data-processing",
+      "kind": "mcp",
+      "name": "AWS Data Processing MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:aws-redshift-mcp",
+      "id": "aws-redshift-mcp",
+      "kind": "mcp",
+      "name": "AWS Redshift MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/awslabs/mcp/tree/main/src/redshift-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:aws-serverless-mcp",
+      "id": "aws-serverless-mcp",
+      "kind": "mcp",
+      "name": "AWS Serverless MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/awslabs/mcp/tree/main/src/aws-serverless-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:azure",
+      "id": "azure",
+      "kind": "mcp",
+      "name": "Azure MCP Server",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:bigquery-mcp",
+      "id": "bigquery-mcp",
+      "kind": "mcp",
+      "name": "BigQuery MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.cloud.google.com/bigquery/docs/use-bigquery-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:confluent",
+      "id": "confluent",
+      "kind": "mcp",
+      "name": "Confluent MCP Server",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/confluentinc/mcp-confluent",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:context7",
+      "id": "context7",
+      "kind": "mcp",
+      "name": "Context7",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/upstash/context7",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:data-lineage-mcp",
+      "id": "data-lineage-mcp",
+      "kind": "mcp",
+      "name": "Data Lineage MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://docs.cloud.google.com/dataplex/docs/use-lineage-mcp",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:databricks-sql",
+      "id": "databricks-sql",
+      "kind": "mcp",
+      "name": "Databricks SQL MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:datadog-mcp-datadoghq",
+      "id": "datadog-mcp-datadoghq",
+      "kind": "mcp",
+      "name": "Datadog MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://www.datadoghq.com/product/ai/mcp-server/",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:datahub-mcp",
+      "id": "datahub-mcp",
+      "kind": "mcp",
+      "name": "DataHub MCP",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://docs.datahub.com/docs/features/feature-guides/mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:datarobot-global-mcp",
+      "id": "datarobot-global-mcp",
+      "kind": "mcp",
+      "name": "DataRobot Global MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.datarobot.com/en/docs/agentic-ai/agentic-mcp/agentic-mcp-clients.html#using-the-datarobot-global-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:dbhub",
+      "id": "dbhub",
+      "kind": "mcp",
+      "name": "DBHub",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/bytebase/dbhub",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:dbt",
+      "id": "dbt",
+      "kind": "mcp",
+      "name": "dbt MCP Server",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/dbt-labs/dbt-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:fivetran-mcp-server",
+      "id": "fivetran-mcp-server",
+      "kind": "mcp",
+      "name": "Fivetran MCP Server",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/fivetran/fivetran-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:gcp-pubsub",
+      "id": "gcp-pubsub",
+      "kind": "mcp",
+      "name": "Pub/Sub remote MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.cloud.google.com/pubsub/docs/use-pubsub-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:github",
+      "id": "github",
+      "kind": "mcp",
+      "name": "GitHub MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/github/github-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:grafana-cloud-mcp",
+      "id": "grafana-cloud-mcp",
+      "kind": "mcp",
+      "name": "Grafana Cloud MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://grafana.com/docs/grafana-cloud/machine-learning/assistant/configure/cloud-mcp/",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:jupyter-mcp",
+      "id": "jupyter-mcp",
+      "kind": "mcp",
+      "name": "Jupyter MCP",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/datalayer/jupyter-mcp-server",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:knowledge-catalog-mcp",
+      "id": "knowledge-catalog-mcp",
+      "kind": "mcp",
+      "name": "Knowledge Catalog MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://docs.cloud.google.com/dataplex/docs/use-remote-mcp",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:looker-toolbox",
+      "id": "looker-toolbox",
+      "kind": "mcp",
+      "name": "Looker MCP / MCP Toolbox",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://mcp-toolbox.dev/documentation/connect-to/ides/looker_mcp/",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:mcp-grafana",
+      "id": "mcp-grafana",
+      "kind": "mcp",
+      "name": "mcp-grafana",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/grafana/mcp-grafana",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:membrane-cloud-mcp",
+      "id": "membrane-cloud-mcp",
+      "kind": "mcp",
+      "name": "Membrane Cloud MCP",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://docs.getmembrane.com/docs/ways-to-use-membrane/mcp",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:microsoft-data-api-builder",
+      "id": "microsoft-data-api-builder",
+      "kind": "mcp",
+      "name": "SQL MCP Server / Data API builder",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://learn.microsoft.com/en-us/azure/data-api-builder/mcp/overview",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:microsoft-learn",
+      "id": "microsoft-learn",
+      "kind": "mcp",
+      "name": "Microsoft Learn MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:mlflow-mcp",
+      "id": "mlflow-mcp",
+      "kind": "mcp",
+      "name": "MLflow MCP",
+      "trust": "official",
+      "maturity": "experimental",
+      "source": "https://github.com/mlflow/mlflow/tree/master/mlflow/mcp",
+      "warnings": [
+        "This resource is experimental and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:mongodb-mcp-server",
+      "id": "mongodb-mcp-server",
+      "kind": "mcp",
+      "name": "MongoDB MCP Server",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/mongodb-js/mongodb-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:neon",
+      "id": "neon",
+      "kind": "mcp",
+      "name": "Neon MCP",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/neondatabase/mcp-server-neon",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:new-relic-ai-mcp",
+      "id": "new-relic-ai-mcp",
+      "kind": "mcp",
+      "name": "New Relic AI MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://github.com/newrelic/mcp-server",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:nifi-mcp-server",
+      "id": "nifi-mcp-server",
+      "kind": "mcp",
+      "name": "NiFi MCP Server",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/cloudera/NiFi-MCP-Server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:oci-api-mcp",
+      "id": "oci-api-mcp",
+      "kind": "mcp",
+      "name": "OCI API MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/oracle/mcp/tree/main/src/oci-api-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:oci-cloud-mcp",
+      "id": "oci-cloud-mcp",
+      "kind": "mcp",
+      "name": "OCI Cloud MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/oracle/mcp/tree/main/src/oci-cloud-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:oci-database-tools-mcp",
+      "id": "oci-database-tools-mcp",
+      "kind": "mcp",
+      "name": "OCI Database Tools MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.oracle.com/en-us/iaas/database-tools/doc/working-database-tools-mcp-server.html",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:okta-mcp-server",
+      "id": "okta-mcp-server",
+      "kind": "mcp",
+      "name": "Okta MCP Server",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/okta/okta-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:openapi-mcp",
+      "id": "openapi-mcp",
+      "kind": "mcp",
+      "name": "OpenAPI MCP",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/ivo-toby/mcp-openapi-server",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:openmetadata-mcp",
+      "id": "openmetadata-mcp",
+      "kind": "mcp",
+      "name": "OpenMetadata MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/open-metadata/OpenMetadata/tree/main/openmetadata-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:openmetadata-us-all",
+      "id": "openmetadata-us-all",
+      "kind": "mcp",
+      "name": "@us-all/openmetadata-mcp",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/us-all/openmetadata-mcp-server",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:postgres-mcp-pro",
+      "id": "postgres-mcp-pro",
+      "kind": "mcp",
+      "name": "Postgres MCP Pro",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/crystaldba/postgres-mcp",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:power-bi-modeling",
+      "id": "power-bi-modeling",
+      "kind": "mcp",
+      "name": "Power BI Modeling MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://github.com/microsoft/powerbi-modeling-mcp",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:power-bi-remote",
+      "id": "power-bi-remote",
+      "kind": "mcp",
+      "name": "Power BI Remote MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://learn.microsoft.com/en-us/power-bi/developer/mcp/remote-mcp-server-get-started",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:prefect-mcp-server",
+      "id": "prefect-mcp-server",
+      "kind": "mcp",
+      "name": "prefect-mcp-server",
+      "trust": "official",
+      "maturity": "experimental",
+      "source": "https://github.com/PrefectHQ/prefect-mcp-server",
+      "warnings": [
+        "This resource is experimental and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:qlik-mcp",
+      "id": "qlik-mcp",
+      "kind": "mcp",
+      "name": "Qlik MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://help.qlik.com/en-US/cloud-services/Subsystems/Hub/Content/Sense_Hub/QlikMCP/Qlik-MCP-server.htm",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:redis-cloud-mcp",
+      "id": "redis-cloud-mcp",
+      "kind": "mcp",
+      "name": "Redis Cloud MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/redis/mcp-redis-cloud",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:redis-mcp",
+      "id": "redis-mcp",
+      "kind": "mcp",
+      "name": "Redis MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/redis/mcp-redis",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:s3-tables-mcp",
+      "id": "s3-tables-mcp",
+      "kind": "mcp",
+      "name": "S3 Tables MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/awslabs/mcp/tree/main/src/s3-tables-mcp-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:sagemaker-spark-troubleshooting-mcp",
+      "id": "sagemaker-spark-troubleshooting-mcp",
+      "kind": "mcp",
+      "name": "SageMaker Spark Troubleshooting MCP",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://awslabs.github.io/mcp/servers/sagemaker-unified-studio-spark-troubleshooting-mcp-server",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "mcp:snowflake-managed",
+      "id": "snowflake-managed",
+      "kind": "mcp",
+      "name": "Snowflake-managed MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:spark-history",
+      "id": "spark-history",
+      "kind": "mcp",
+      "name": "Spark History Server MCP",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/kubeflow/mcp-apache-spark-history-server",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:splunk-mcp-server",
+      "id": "splunk-mcp-server",
+      "kind": "mcp",
+      "name": "Splunk MCP Server",
+      "trust": "official",
+      "maturity": "beta",
+      "source": "https://splunkbase.splunk.com/app/7931",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:tableau-mcp",
+      "id": "tableau-mcp",
+      "kind": "mcp",
+      "name": "Tableau MCP",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/tableau/tableau-mcp",
+      "warnings": []
+    },
+    {
+      "ref": "mcp:unity-catalog-functions",
+      "id": "unity-catalog-functions",
+      "kind": "mcp",
+      "name": "Unity Catalog Functions MCP",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcp",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:vault-mcp",
+      "id": "vault-mcp",
+      "kind": "mcp",
+      "name": "Vault MCP",
+      "trust": "official",
+      "maturity": "beta",
+      "source": "https://github.com/hashicorp/vault-mcp-server",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "mcp:vault-radar-mcp",
+      "id": "vault-radar-mcp",
+      "kind": "mcp",
+      "name": "Vault Radar MCP",
+      "trust": "official",
+      "maturity": "beta",
+      "source": "https://hub.docker.com/r/hashicorp/vault-radar-mcp-server",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:adbc",
+      "id": "adbc",
+      "kind": "skill",
+      "name": "adbc",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/columnar-tech/skills/tree/main/skills/adbc",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:adf-master",
+      "id": "adf-master",
+      "kind": "skill",
+      "name": "adf-master",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/JosiahSiegel/claude-plugin-marketplace/blob/main/plugins/adf-master/skills/adf-master/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:aidp-object-storage",
+      "id": "aidp-object-storage",
+      "kind": "skill",
+      "name": "aidp-object-storage",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/oracle-samples/oracle-aidp-samples/blob/main/ai/claude-code-plugins/oracle-ai-data-platform-workbench-spark-connectors/skills/aidp-object-storage/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:airbyte-agent",
+      "id": "airbyte-agent",
+      "kind": "skill",
+      "name": "airbyte-agent",
+      "trust": "official",
+      "maturity": "beta",
+      "source": "https://github.com/airbytehq/airbyte-agent-cli/blob/main/skills/airbyte-agent/SKILL.md",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:airflow",
+      "id": "airflow",
+      "kind": "skill",
+      "name": "airflow",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/astronomer/agents/blob/main/skills/airflow/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:aoti-debug",
+      "id": "aoti-debug",
+      "kind": "skill",
+      "name": "aoti-debug",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/pytorch/pytorch/blob/main/.claude/skills/aoti-debug/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:apache-arrow",
+      "id": "apache-arrow",
+      "kind": "skill",
+      "name": "apache-arrow",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/TerminalSkills/skills/tree/main/skills/apache-arrow",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:apache-hudi-lakehouse",
+      "id": "apache-hudi-lakehouse",
+      "kind": "skill",
+      "name": "apache-hudi-lakehouse",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vaquarkhan/data-engineering-agent-skills/tree/main/skills/apache-hudi-lakehouse",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:apollo-graphql",
+      "id": "apollo-graphql",
+      "kind": "skill",
+      "name": "apollo-graphql",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Mindrally/skills/blob/main/apollo-graphql/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:authoring-dags",
+      "id": "authoring-dags",
+      "kind": "skill",
+      "name": "authoring-dags",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/astronomer/agents/blob/main/skills/authoring-dags/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:aws-cognito-admin",
+      "id": "aws-cognito-admin",
+      "kind": "skill",
+      "name": "aws-cognito-admin",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/monahand1023/claude-code-skills/tree/main/aws-cognito-admin",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:aws-messaging-and-streaming",
+      "id": "aws-messaging-and-streaming",
+      "kind": "skill",
+      "name": "aws-messaging-and-streaming",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-core/skills/aws-messaging-and-streaming/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:aws-sdk-python-usage",
+      "id": "aws-sdk-python-usage",
+      "kind": "skill",
+      "name": "aws-sdk-python-usage",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/skills/core-skills/aws-sdk-python-usage/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-compliance",
+      "id": "azure-compliance",
+      "kind": "skill",
+      "name": "azure-compliance",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/microsoft/azure-skills/blob/main/skills/azure-compliance/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-data-factory",
+      "id": "azure-data-factory",
+      "kind": "skill",
+      "name": "azure-data-factory",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-data-factory/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-data-share",
+      "id": "azure-data-share",
+      "kind": "skill",
+      "name": "azure-data-share",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-data-share/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-databricks",
+      "id": "azure-databricks",
+      "kind": "skill",
+      "name": "azure-databricks",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-databricks/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-event-hubs",
+      "id": "azure-event-hubs",
+      "kind": "skill",
+      "name": "azure-event-hubs",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-event-hubs/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-eventhub-py",
+      "id": "azure-eventhub-py",
+      "kind": "skill",
+      "name": "azure-eventhub-py",
+      "trust": "official",
+      "maturity": "experimental",
+      "source": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-python/skills/azure-eventhub-py/SKILL.md",
+      "warnings": [
+        "This resource is experimental and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:azure-key-vault",
+      "id": "azure-key-vault",
+      "kind": "skill",
+      "name": "azure-key-vault",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/azure-key-vault/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:azure-machine-learning",
+      "id": "azure-machine-learning",
+      "kind": "skill",
+      "name": "azure-machine-learning",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/Agent-Skills/blob/main/skills/azure-machine-learning/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-rbac",
+      "id": "azure-rbac",
+      "kind": "skill",
+      "name": "azure-rbac",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/microsoft/azure-skills/blob/main/skills/azure-rbac/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-storage",
+      "id": "azure-storage",
+      "kind": "skill",
+      "name": "azure-storage",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/microsoft/azure-skills/blob/main/skills/azure-storage/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azure-synapse-analytics",
+      "id": "azure-synapse-analytics",
+      "kind": "skill",
+      "name": "azure-synapse-analytics",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/Agent-Skills/tree/main/skills/azure-synapse-analytics",
+      "warnings": []
+    },
+    {
+      "ref": "skill:azureml-scaffolding",
+      "id": "azureml-scaffolding",
+      "kind": "skill",
+      "name": "azureml-scaffolding",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/bepuca/azureml-scaffolding/tree/main/azureml-scaffolding",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:beam-concepts",
+      "id": "beam-concepts",
+      "kind": "skill",
+      "name": "beam-concepts",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/apache/beam/blob/master/.agent/skills/beam-concepts/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:bigquery-ai-ml",
+      "id": "bigquery-ai-ml",
+      "kind": "skill",
+      "name": "bigquery-ai-ml",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/google/skills/blob/main/skills/cloud/bigquery-ai-ml/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:bigquery-basics",
+      "id": "bigquery-basics",
+      "kind": "skill",
+      "name": "bigquery-basics",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/google/skills/blob/main/skills/cloud/bigquery-basics/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:bootstrapping-agent",
+      "id": "bootstrapping-agent",
+      "kind": "skill",
+      "name": "bootstrapping-agent",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/airbytehq/airbyte-agent-sdk/blob/main/.codex/skills/bootstrapping-agent/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:build-connector",
+      "id": "build-connector",
+      "kind": "skill",
+      "name": "build-connector",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/fivetran/connector_sdk_tools/blob/main/canonical/skills/build-connector/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:cassandra",
+      "id": "cassandra",
+      "kind": "skill",
+      "name": "cassandra",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/TerminalSkills/skills/blob/main/skills/cassandra/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:cdc-streaming-pipeline",
+      "id": "cdc-streaming-pipeline",
+      "kind": "skill",
+      "name": "cdc-streaming-pipeline",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/jaingxyz/aws-data-skills/blob/main/skills/cdc-streaming-pipeline/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:chdb-datastore",
+      "id": "chdb-datastore",
+      "kind": "skill",
+      "name": "chdb-datastore",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/ClickHouse/agent-skills/blob/main/skills/chdb-datastore/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:cheerio-parsing",
+      "id": "cheerio-parsing",
+      "kind": "skill",
+      "name": "cheerio-parsing",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Mindrally/skills/tree/main/cheerio-parsing",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:cognito",
+      "id": "cognito",
+      "kind": "skill",
+      "name": "cognito",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/itsmostafa/aws-agent-skills/tree/main/skills/cognito",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:collibra-chip",
+      "id": "collibra-chip",
+      "kind": "skill",
+      "name": "collibra/chip",
+      "trust": "official",
+      "maturity": "unsupported",
+      "source": "https://github.com/collibra/chip/blob/main/SKILLS.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:connecting-to-data-source",
+      "id": "connecting-to-data-source",
+      "kind": "skill",
+      "name": "connecting-to-data-source",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/connecting-to-data-source/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:cortex-code",
+      "id": "cortex-code",
+      "kind": "skill",
+      "name": "cortex-code",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/snowflake-labs/subagent-cortex-code/blob/main/skills/cortex-code/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:creating-data-lake-table",
+      "id": "creating-data-lake-table",
+      "kind": "skill",
+      "name": "creating-data-lake-table",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/storage-skills/creating-data-lake-table",
+      "warnings": []
+    },
+    {
+      "ref": "skill:creating-secrets-using-best-practices",
+      "id": "creating-secrets-using-best-practices",
+      "kind": "skill",
+      "name": "creating-secrets-using-best-practices",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/skills/specialized-skills/security-and-identity-skills/creating-secrets-using-best-practices/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:csv-query",
+      "id": "csv-query",
+      "kind": "skill",
+      "name": "csv-query",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/dathere/qsv/tree/master/.claude/skills/skills/csv-query",
+      "warnings": []
+    },
+    {
+      "ref": "skill:csv-wrangling",
+      "id": "csv-wrangling",
+      "kind": "skill",
+      "name": "csv-wrangling",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/dathere/qsv/tree/master/.claude/skills/skills/csv-wrangling",
+      "warnings": []
+    },
+    {
+      "ref": "skill:dagster",
+      "id": "dagster",
+      "kind": "skill",
+      "name": "dagster",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/TerminalSkills/skills/tree/main/skills/dagster",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:dagster-expert",
+      "id": "dagster-expert",
+      "kind": "skill",
+      "name": "dagster-expert",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/dagster-io/skills/tree/master/skills/dagster-expert/skills/dagster-expert",
+      "warnings": []
+    },
+    {
+      "ref": "skill:dashboarding",
+      "id": "dashboarding",
+      "kind": "skill",
+      "name": "dashboarding",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/grafana/skills/blob/main/skills/grafana-core/dashboarding/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:data-catalog-and-discovery",
+      "id": "data-catalog-and-discovery",
+      "kind": "skill",
+      "name": "data-catalog-and-discovery",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vaquarkhan/data-engineering-agent-skills/blob/main/skills/data-catalog-and-discovery/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:data-distributed-storage",
+      "id": "data-distributed-storage",
+      "kind": "skill",
+      "name": "data-distributed-storage",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/j4flmao/agent-skills/tree/main/skills/data/distributed-storage",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:data-quality-frameworks-sickn33",
+      "id": "data-quality-frameworks-sickn33",
+      "kind": "skill",
+      "name": "data-quality-frameworks",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/sickn33/antigravity-awesome-skills/blob/main/skills/data-quality-frameworks/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:database-observability",
+      "id": "database-observability",
+      "kind": "skill",
+      "name": "database-observability",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/grafana/skills/blob/main/skills/grafana-cloud/database-observability/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:database-redshift",
+      "id": "database-redshift",
+      "kind": "skill",
+      "name": "database-redshift",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/chrishuffman5/domain-expert/database-redshift",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:databricks-core",
+      "id": "databricks-core",
+      "kind": "skill",
+      "name": "databricks-core",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-core/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:databricks-dbsql",
+      "id": "databricks-dbsql",
+      "kind": "skill",
+      "name": "databricks-dbsql",
+      "trust": "provider",
+      "maturity": "unsupported",
+      "source": "https://github.com/databricks-solutions/ai-dev-kit/blob/main/databricks-skills/databricks-dbsql/SKILL.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:databricks-jobs",
+      "id": "databricks-jobs",
+      "kind": "skill",
+      "name": "databricks-jobs",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-jobs/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:databricks-model-serving",
+      "id": "databricks-model-serving",
+      "kind": "skill",
+      "name": "databricks-model-serving",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-model-serving/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:databricks-pipelines",
+      "id": "databricks-pipelines",
+      "kind": "skill",
+      "name": "databricks-pipelines",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/databricks/databricks-agent-skills/blob/main/skills/databricks-pipelines/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:databricks-spark-structured-streaming",
+      "id": "databricks-spark-structured-streaming",
+      "kind": "skill",
+      "name": "databricks-spark-structured-streaming",
+      "trust": "official",
+      "maturity": "experimental",
+      "source": "https://github.com/databricks/databricks-agent-skills/blob/main/experimental/databricks-spark-structured-streaming/SKILL.md",
+      "warnings": [
+        "This resource is experimental and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:databricks-unity-catalog",
+      "id": "databricks-unity-catalog",
+      "kind": "skill",
+      "name": "databricks-unity-catalog",
+      "trust": "provider",
+      "maturity": "unsupported",
+      "source": "https://github.com/databricks-solutions/ai-dev-kit/blob/main/databricks-skills/databricks-unity-catalog/SKILL.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:dataplex-and-bigquery-governance",
+      "id": "dataplex-and-bigquery-governance",
+      "kind": "skill",
+      "name": "dataplex-and-bigquery-governance",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vaquarkhan/data-engineering-agent-skills/blob/main/skills/dataplex-and-bigquery-governance/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:datarobot-data-preparation",
+      "id": "datarobot-data-preparation",
+      "kind": "skill",
+      "name": "datarobot-data-preparation",
+      "trust": "official",
+      "maturity": "unsupported",
+      "source": "https://github.com/datarobot-oss/datarobot-agent-skills/blob/main/skills/datarobot-data-preparation/SKILL.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:datarobot-feature-engineering",
+      "id": "datarobot-feature-engineering",
+      "kind": "skill",
+      "name": "datarobot-feature-engineering",
+      "trust": "official",
+      "maturity": "unsupported",
+      "source": "https://github.com/datarobot-oss/datarobot-agent-skills/blob/main/skills/datarobot-feature-engineering/SKILL.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:dataset-evaluation",
+      "id": "dataset-evaluation",
+      "kind": "skill",
+      "name": "dataset-evaluation",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/awslabs/agent-plugins/blob/main/plugins/sagemaker-ai/skills/dataset-evaluation/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:dataset-transformation",
+      "id": "dataset-transformation",
+      "kind": "skill",
+      "name": "dataset-transformation",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/awslabs/agent-plugins/blob/main/plugins/sagemaker-ai/skills/dataset-transformation/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:db2-rhel",
+      "id": "db2-rhel",
+      "kind": "skill",
+      "name": "db2-rhel",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/joogy06/agent-foundry/blob/main/skills/db2-rhel/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:dbt-analytics-engineering",
+      "id": "dbt-analytics-engineering",
+      "kind": "skill",
+      "name": "using-dbt-for-analytics-engineering",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/dbt-labs/dbt-agent-skills/blob/main/skills/dbt/skills/using-dbt-for-analytics-engineering/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:dbt-testing",
+      "id": "dbt-testing",
+      "kind": "skill",
+      "name": "dbt-testing",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/sfc-gh-dflippo/snowflake-dbt-demo/blob/main/.claude/skills/dbt-testing/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:dd-logs",
+      "id": "dd-logs",
+      "kind": "skill",
+      "name": "dd-logs",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/datadog-labs/agent-skills/blob/main/dd-logs/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:dd-pup",
+      "id": "dd-pup",
+      "kind": "skill",
+      "name": "dd-pup",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/datadog-labs/agent-skills/blob/main/dd-pup/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:delta-sharing",
+      "id": "delta-sharing",
+      "kind": "skill",
+      "name": "delta-sharing",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vivekgana/databricks-platform-marketplace/blob/main/plugins/databricks-engineering/skills/delta-sharing/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:deploying-airflow",
+      "id": "deploying-airflow",
+      "kind": "skill",
+      "name": "deploying-airflow",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/astronomer/agents/tree/main/skills/deploying-airflow",
+      "warnings": []
+    },
+    {
+      "ref": "skill:dynamic-tables-tutorial",
+      "id": "dynamic-tables-tutorial",
+      "kind": "skill",
+      "name": "dynamic-tables-tutorial",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/Snowflake-Labs/sfguides/tree/main/dynamic-tables-tutorial",
+      "warnings": []
+    },
+    {
+      "ref": "skill:elasticsearch-esql",
+      "id": "elasticsearch-esql",
+      "kind": "skill",
+      "name": "elasticsearch-esql",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://github.com/elastic/agent-skills/blob/main/skills/elasticsearch/elasticsearch-esql/SKILL.md",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:elasticsearch-file-ingest",
+      "id": "elasticsearch-file-ingest",
+      "kind": "skill",
+      "name": "elasticsearch-file-ingest",
+      "trust": "official",
+      "maturity": "preview",
+      "source": "https://github.com/elastic/agent-skills/blob/main/skills/elasticsearch/elasticsearch-file-ingest/SKILL.md",
+      "warnings": [
+        "This resource is preview and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:entra-agent-id",
+      "id": "entra-agent-id",
+      "kind": "skill",
+      "name": "entra-agent-id",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/microsoft/azure-skills/blob/main/skills/entra-agent-id/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:entra-app-registration",
+      "id": "entra-app-registration",
+      "kind": "skill",
+      "name": "entra-app-registration",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/microsoft/azure-skills/blob/main/skills/entra-app-registration/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:etl-integration-nifi",
+      "id": "etl-integration-nifi",
+      "kind": "skill",
+      "name": "etl-integration-nifi",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/chrishuffman5/domain-expert/tree/main/skills/etl/integration/nifi",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:exploring-data-catalog",
+      "id": "exploring-data-catalog",
+      "kind": "skill",
+      "name": "exploring-data-catalog",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/exploring-data-catalog/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:fastapi-itechmeat",
+      "id": "fastapi-itechmeat",
+      "kind": "skill",
+      "name": "fastapi",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/itechmeat/llm-code/tree/master/skills/fastapi",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:fastapi-martinholovsky",
+      "id": "fastapi-martinholovsky",
+      "kind": "skill",
+      "name": "fastapi",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/martinholovsky/claude-skills-generator/tree/main/skills/fastapi",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:flink",
+      "id": "flink",
+      "kind": "skill",
+      "name": "flink",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/gordonmurray/data-engineering-skills/blob/main/flink/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:flink-best-practices",
+      "id": "flink-best-practices",
+      "kind": "skill",
+      "name": "flink-best-practices",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/BigDataBoutique/skills/blob/main/flink-best-practices/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:gcloud",
+      "id": "gcloud",
+      "kind": "skill",
+      "name": "gcloud",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/google/skills/blob/main/skills/cloud/gcloud/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:gcp-event-driven-architecture-review",
+      "id": "gcp-event-driven-architecture-review",
+      "kind": "skill",
+      "name": "gcp-event-driven-architecture-review",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Raishin/vanguard-frontier-agentic/blob/HEAD/skills/gcp/gcp-event-driven-architecture-review/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:gcp-iam",
+      "id": "gcp-iam",
+      "kind": "skill",
+      "name": "gcp-iam",
+      "trust": "community",
+      "maturity": "alpha",
+      "source": "https://github.com/alphaonedev/openclaw-graph/blob/main/skills/cloud-gcp/gcp-iam/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation.",
+        "This resource is alpha and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:gcp-secret-manager",
+      "id": "gcp-secret-manager",
+      "kind": "skill",
+      "name": "gcp-secret-manager",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/BagelHole/DevOps-Security-Agent-Skills/blob/main/security/secrets/gcp-secret-manager/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:gcs-lifecycle-policy",
+      "id": "gcs-lifecycle-policy",
+      "kind": "skill",
+      "name": "gcs-lifecycle-policy",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/main/skills/14-gcp-skills/gcs-lifecycle-policy/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:gemini-api",
+      "id": "gemini-api",
+      "kind": "skill",
+      "name": "gemini-api",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/google/skills/blob/main/skills/cloud/gemini-api/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:glue-diagnostics",
+      "id": "glue-diagnostics",
+      "kind": "skill",
+      "name": "glue-diagnostics",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/aws-samples/sample-ai-agent-skills/blob/main/glue-troubleshooting/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:graphql",
+      "id": "graphql",
+      "kind": "skill",
+      "name": "graphql",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Mindrally/skills/blob/main/graphql/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:hadoop",
+      "id": "hadoop",
+      "kind": "skill",
+      "name": "hadoop",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/clawic/skills/tree/main/skills/hadoop",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:hbase",
+      "id": "hbase",
+      "kind": "skill",
+      "name": "hbase",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/G1Joshi/Agent-Skills/blob/2c0eacc6ce39edc2d69a1f55e64984f385bc14f8/skills/databases/hbase/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:ingesting-into-data-lake",
+      "id": "ingesting-into-data-lake",
+      "kind": "skill",
+      "name": "ingesting-into-data-lake",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/blob/main/plugins/aws-data-analytics/skills/ingesting-into-data-lake/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:integrate-anything",
+      "id": "integrate-anything",
+      "kind": "skill",
+      "name": "integrate-anything",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/membranehq/agent-skills/blob/main/skills/integrate-anything/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:io-connectors",
+      "id": "io-connectors",
+      "kind": "skill",
+      "name": "io-connectors",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/apache/beam/blob/master/.agent/skills/io-connectors/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:jq-json-processing",
+      "id": "jq-json-processing",
+      "kind": "skill",
+      "name": "jq-json-processing",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/laurigates/claude-plugins/jq-json-processing",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:kafka-schema-registry",
+      "id": "kafka-schema-registry",
+      "kind": "skill",
+      "name": "kafka-schema-registry",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/confluentinc/agent-skills/blob/main/skills/kafka-schema-registry/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:kafka-streams-programming",
+      "id": "kafka-streams-programming",
+      "kind": "skill",
+      "name": "kafka-streams-programming",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/confluentinc/agent-skills/blob/main/skills/kafka-streams-programming/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:knowledge-catalog-discovery",
+      "id": "knowledge-catalog-discovery",
+      "kind": "skill",
+      "name": "knowledge-catalog-discovery",
+      "trust": "official",
+      "maturity": "beta",
+      "source": "https://github.com/gemini-cli-extensions/knowledge-catalog/blob/main/skills/knowledge-catalog-discovery/SKILL.md",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:lookml-model",
+      "id": "lookml-model",
+      "kind": "skill",
+      "name": "lookml-model",
+      "trust": "official",
+      "maturity": "unsupported",
+      "source": "https://github.com/looker-open-source/looker-skills/blob/main/skills/lookml-model/SKILL.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:lookml-tests",
+      "id": "lookml-tests",
+      "kind": "skill",
+      "name": "lookml-tests",
+      "trust": "official",
+      "maturity": "unsupported",
+      "source": "https://github.com/looker-open-source/looker-skills/blob/main/skills/lookml-tests/SKILL.md",
+      "warnings": [
+        "This resource is unsupported and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:microsoft-code-reference",
+      "id": "microsoft-code-reference",
+      "kind": "skill",
+      "name": "microsoft-code-reference",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/mcp/blob/main/skills/microsoft-code-reference/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:microsoft-docs",
+      "id": "microsoft-docs",
+      "kind": "skill",
+      "name": "microsoft-docs",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/MicrosoftDocs/mcp/blob/main/skills/microsoft-docs/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:mlflow-onboarding",
+      "id": "mlflow-onboarding",
+      "kind": "skill",
+      "name": "mlflow-onboarding",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/mlflow/skills/blob/main/mlflow-onboarding/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:mongodb-query-optimizer",
+      "id": "mongodb-query-optimizer",
+      "kind": "skill",
+      "name": "mongodb-query-optimizer",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/mongodb/agent-skills/blob/main/skills/mongodb-query-optimizer/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:mongodb-schema-design",
+      "id": "mongodb-schema-design",
+      "kind": "skill",
+      "name": "mongodb-schema-design",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/mongodb/agent-skills/blob/main/skills/mongodb-schema-design/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:mysql",
+      "id": "mysql",
+      "kind": "skill",
+      "name": "mysql",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/planetscale/database-skills/blob/main/skills/mysql/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:mysql-patterns",
+      "id": "mysql-patterns",
+      "kind": "skill",
+      "name": "mysql-patterns",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/affaan-m/ECC/blob/main/skills/mysql-patterns/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:neon-postgres",
+      "id": "neon-postgres",
+      "kind": "skill",
+      "name": "neon-postgres",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-postgres/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:newrelic-cli-skills",
+      "id": "newrelic-cli-skills",
+      "kind": "skill",
+      "name": "newrelic-cli-skills",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vince-winkintel/newrelic-cli-skills/blob/main/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:nifi-flow-layout",
+      "id": "nifi-flow-layout",
+      "kind": "skill",
+      "name": "nifi-flow-layout",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/AlekseiSeleznev/nifi-mcp-universal/tree/main/skills/nifi-flow-layout",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:okta-identity-integration-patterns",
+      "id": "okta-identity-integration-patterns",
+      "kind": "skill",
+      "name": "okta-identity-integration-patterns",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vaquarkhan/Fullstack-development-agent-skills/blob/main/skills/okta-identity-integration-patterns/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:oleander-iceberg-catalog",
+      "id": "oleander-iceberg-catalog",
+      "kind": "skill",
+      "name": "oleander-iceberg-catalog",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/oleanderhq/skills/oleander-iceberg-catalog",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:oracle-database",
+      "id": "oracle-database",
+      "kind": "skill",
+      "name": "Oracle Database Skills",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/oracle/skills/blob/main/db/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:oraclecloud-data-handling",
+      "id": "oraclecloud-data-handling",
+      "kind": "skill",
+      "name": "oraclecloud-data-handling",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/main/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-data-handling/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:oracledb",
+      "id": "oracledb",
+      "kind": "skill",
+      "name": "oracledb",
+      "trust": "provider",
+      "maturity": "beta",
+      "source": "https://github.com/gemini-cli-extensions/oracledb/blob/main/skills/oracledb/SKILL.md",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:powerbi-documentation",
+      "id": "powerbi-documentation",
+      "kind": "skill",
+      "name": "powerbi-documentation",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/MaartenKesters/powerbi-mcp-documentation/blob/main/powerbi-mcp-documentation/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:powerbi-mcp",
+      "id": "powerbi-mcp",
+      "kind": "skill",
+      "name": "powerbi-mcp",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/devsaikan/powerbi-mcp-skill/blob/main/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:prefect",
+      "id": "prefect",
+      "kind": "skill",
+      "name": "prefect",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/TerminalSkills/skills/tree/main/skills/prefect",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:prometheus-addxai",
+      "id": "prometheus-addxai",
+      "kind": "skill",
+      "name": "prometheus",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/addxai/enterprise-harness-engineering/blob/main/skills/prometheus/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:purview-data-catalog",
+      "id": "purview-data-catalog",
+      "kind": "skill",
+      "name": "purview-data-catalog",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/purview-data-catalog/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:purview-data-map",
+      "id": "purview-data-map",
+      "kind": "skill",
+      "name": "purview-data-map",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/vinayaklatthe/microsoft-security-skills/blob/main/skills/purview-data-map/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:pytorch-patterns",
+      "id": "pytorch-patterns",
+      "kind": "skill",
+      "name": "pytorch-patterns",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/affaan-m/ECC/blob/main/skills/pytorch-patterns/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:qlik-load-script",
+      "id": "qlik-load-script",
+      "kind": "skill",
+      "name": "qlik-load-script",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Pupfish-LLC/qlik-toolkit/blob/main/skills/qlik-load-script/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:query-tableau-data",
+      "id": "query-tableau-data",
+      "kind": "skill",
+      "name": "query-tableau-data",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Action-Co/skills/blob/main/skills/tableau/query-tableau-data/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:redis-core",
+      "id": "redis-core",
+      "kind": "skill",
+      "name": "redis-core",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/redis/agent-skills/blob/main/skills/redis-core/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:redis-observability",
+      "id": "redis-observability",
+      "kind": "skill",
+      "name": "redis-observability",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/redis/agent-skills/blob/main/skills/redis-observability/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:redshift",
+      "id": "redshift",
+      "kind": "skill",
+      "name": "redshift",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/onsen-ai/redshift-skill/redshift",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:scikit-learn",
+      "id": "scikit-learn",
+      "kind": "skill",
+      "name": "scikit-learn",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/k-dense-ai/scientific-agent-skills/scikit-learn",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:scikit-learn-best-practices",
+      "id": "scikit-learn-best-practices",
+      "kind": "skill",
+      "name": "scikit-learn-best-practices",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/mindrally/skills/scikit-learn-best-practices",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:searching-mlflow-docs",
+      "id": "searching-mlflow-docs",
+      "kind": "skill",
+      "name": "searching-mlflow-docs",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/mlflow/skills/blob/main/searching-mlflow-docs/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:secrets-vault-manager",
+      "id": "secrets-vault-manager",
+      "kind": "skill",
+      "name": "secrets-vault-manager",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/alirezarezvani/claude-skills/blob/main/engineering/skills/secrets-vault-manager/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:securing-s3-buckets",
+      "id": "securing-s3-buckets",
+      "kind": "skill",
+      "name": "securing-s3-buckets",
+      "trust": "official",
+      "maturity": "stable",
+      "source": "https://github.com/aws/agent-toolkit-for-aws/tree/main/skills/specialized-skills/storage-skills/securing-s3-buckets",
+      "warnings": []
+    },
+    {
+      "ref": "skill:senior-data-engineer",
+      "id": "senior-data-engineer",
+      "kind": "skill",
+      "name": "senior-data-engineer",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/alirezarezvani/claude-skills/blob/main/engineering-team/skills/senior-data-engineer/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:snowflake-expert",
+      "id": "snowflake-expert",
+      "kind": "skill",
+      "name": "snowflake-expert",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/personamanagmentlayer/pcl/blob/main/stdlib/data/snowflake-expert/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:snowpipe-bcdr",
+      "id": "snowpipe-bcdr",
+      "kind": "skill",
+      "name": "snowpipe-bcdr",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/Snowflake-Labs/coco-skills/tree/main/skills/snowpipe-bcdr",
+      "warnings": []
+    },
+    {
+      "ref": "skill:soda-cli",
+      "id": "soda-cli",
+      "kind": "skill",
+      "name": "soda-cli",
+      "trust": "official",
+      "maturity": "beta",
+      "source": "https://github.com/sodadata/soda-cli/blob/main/skills/soda-cli/SKILL.md",
+      "warnings": [
+        "This resource is beta and may change or lack production support."
+      ]
+    },
+    {
+      "ref": "skill:spark-engineer",
+      "id": "spark-engineer",
+      "kind": "skill",
+      "name": "spark-engineer",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Jeffallan/claude-skills/blob/main/skills/spark-engineer/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:splunk-ingest-processor-setup",
+      "id": "splunk-ingest-processor-setup",
+      "kind": "skill",
+      "name": "splunk-ingest-processor-setup",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/chambear2809/splunk-cisco-skills/blob/main/skills/splunk-ingest-processor-setup/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:splunk-spl2-pipeline-kit",
+      "id": "splunk-spl2-pipeline-kit",
+      "kind": "skill",
+      "name": "splunk-spl2-pipeline-kit",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/chambear2809/splunk-cisco-skills/blob/main/skills/splunk-spl2-pipeline-kit/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:sql-server-table-reconciliation",
+      "id": "sql-server-table-reconciliation",
+      "kind": "skill",
+      "name": "sql-server-table-reconciliation",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/github/awesome-copilot/tree/main/skills/sql-server-table-reconciliation",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:supabase-postgres-best-practices",
+      "id": "supabase-postgres-best-practices",
+      "kind": "skill",
+      "name": "supabase-postgres-best-practices",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/supabase/agent-skills/blob/main/skills/supabase-postgres-best-practices/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:tableau-dashboard-creator",
+      "id": "tableau-dashboard-creator",
+      "kind": "skill",
+      "name": "tableau-dashboard-creator",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/laviDrori0702/tableau-dashboard-creator-skill/blob/main/skill/tableau-dashboard-creator/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:tensorflow-data-pipelines",
+      "id": "tensorflow-data-pipelines",
+      "kind": "skill",
+      "name": "tensorflow-data-pipelines",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/thebushidocollective/han/blob/main/plugins/specialized/tensorflow/skills/tensorflow-data-pipelines/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:tensorflow-model-deployment",
+      "id": "tensorflow-model-deployment",
+      "kind": "skill",
+      "name": "tensorflow-model-deployment",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/thebushidocollective/han/blob/main/plugins/specialized/tensorflow/skills/tensorflow-model-deployment/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:troubleshoot-cassandra",
+      "id": "troubleshoot-cassandra",
+      "kind": "skill",
+      "name": "troubleshoot-cassandra",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/netdata/skills/blob/master/skills/troubleshoot-cassandra/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:udf-benchmark",
+      "id": "udf-benchmark",
+      "kind": "skill",
+      "name": "udf-benchmark",
+      "trust": "provider",
+      "maturity": "stable",
+      "source": "https://github.com/NVIDIA/cudf-spark/blob/main/skills/udf-benchmark/SKILL.md",
+      "warnings": []
+    },
+    {
+      "ref": "skill:validating-json-data",
+      "id": "validating-json-data",
+      "kind": "skill",
+      "name": "validating-json-data",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://skills.sh/zaggino/z-schema/validating-json-data",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    },
+    {
+      "ref": "skill:vault-api",
+      "id": "vault-api",
+      "kind": "skill",
+      "name": "vault-api",
+      "trust": "community",
+      "maturity": "stable",
+      "source": "https://github.com/Aidas-dev/k8s-agent-skills/blob/main/skills/vault-api/SKILL.md",
+      "warnings": [
+        "Audit this community resource before installation."
+      ]
+    }
+  ]
+}