Openmetadata

io.github.us-all由 GitHub 帳號 us-all 發布v1.16.10更新於 Oct 24, 2026

OpenMetadata MCP — metadata, lineage, search, data quality, OM 1.12+ Data Contracts

概覽

AI 產生的概覽

針對 OpenMetadata 的 MCP 伺服器,讓助理搜尋、讀取、建立與更新中繼資料、血緣、詞彙表、資料品質與資料契約。

可以做什麼
以關鍵字或語意向量查詢檢索中繼資料,並用 search-tools 這個中繼工具在執行時探索其他工具。讀取與管理資料表、資料庫、結構描述、血緣、預存程序與已儲存查詢。管理服務、儀表板、管線、主題、圖表、容器與機器學習模型。管理詞彙表與詞彙、網域與資料產品、分類與標籤、使用者、團隊、角色與原則。檢視資料品質測試套件、案例與結果,並讀取資料表、主題與容器的樣本資料。處理 OpenMetadata 1.12+ 實體,例如資料契約、指標、搜尋索引、API 集合與 API 端點,並呼叫 lineage-impact、quality-rollup 等彙總工具。
適用情境
適合助理需要操作 OpenMetadata 目錄的情境:追蹤血緣與下游影響、調查資料品質失敗、批次建立詞彙表、批次轉移負責人,或跨多種實體類型管理中繼資料,包括 1.12 之前的叢集。
執行需求
以 npm 套件形式在本機執行(需 Node.js 22+)。需要 OPENMETADATA_HOST(OpenMetadata 伺服器網址)與 OPENMETADATA_TOKEN(機器人或 JWT 權杖)。需要能連線至 OpenMetadata REST API 的網路。選用設定可控制啟用的工具類別、寫入權限與 HTTP 傳輸模式。
安裝前請注意
此權杖可存取你的中繼資料目錄,請勿放入共用設定。伺服器含有寫入與刪除工具,由 OPENMETADATA_ALLOW_WRITE 控制,預設為唯讀;啟用後即可建立、更新與刪除實體。樣本資料工具會回傳資料表、主題與容器的實際資料。執行測試套件會觸發擷取管線。HTTP 傳輸需要 MCP_HTTP_TOKEN,除非刻意略過驗證。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Openmetadata,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

OpenMetadata MCP Server

The OpenMetadata MCP that ships full CRUD across every entity type — including OM 1.12+ Data Contracts, Metrics, Search Index, API Collections, and API Endpoints that the embedded MCP doesn't cover yet.

172 tools, 4 workflow Prompts (lineage impact / DQ investigation / glossary bootstrap / owner reassign), 7 MCP Resources, and aggregations like lineage-impact (downstream blast-radius w/ owner notification list), quality-rollup (DQ status across a scope), and official Data Contract validation.

[npm] [downloads] [tools] [@us-all standard] [Glama MCP server]

What it does that others don't

  • OM 1.12+ entity coverage — Data Contracts, Metrics, Search Index, API Collections, API Endpoints, plus native contract validation/result retrieval. Not in the embedded MCP yet.
  • Aggregation tools — lineage-impact answers "what breaks if I change/drop X?" by walking lineage + counting consumers + breaking down by entity type + resolving the owner union for change-mgmt notifications, in one call. get-domain-summary returns domain + 6 child entity types via /search/query with track_total_hits in one call instead of 7 sequential. get-table-summary folds table + lineage + sample-data + DQ similarly.
  • Semantic search — semantic-search over OM 1.12+ vector index (POST /search/vector/query). Useful when keyword search misses synonyms.
  • MCP Prompts (4) — lineage-impact-analysis, data-quality-investigation, glossary-term-bootstrap, owner-change-propagation. Workflow templates the model invokes directly.
  • MCP Resources (7) — om://table/{fqn}, om://glossary-term/{fqn}, om://lineage/{type}/{fqn}, om://search/{query}, om://dashboard/{fqn}, om://pipeline/{fqn}, om://schema/{fqn}.
  • Token-efficient by design — extractFields projection on 28 read tools (drops changeDescription/version/updatedBy/href noise — ~80% size reduction), OM_TOOLS/OM_DISABLE category toggles, search-tools meta-tool.
  • Apps SDK card — lineage-impact renders as a blast-radius card on ChatGPT clients (downstream/upstream counts + type breakdown + top consumers + owners-to-notify) via _meta["openai/outputTemplate"]. Claude clients receive the same JSON content.
  • stdio + Streamable HTTP — defaults to stdio. Set MCP_TRANSPORT=http for ChatGPT Apps SDK or remote clients (Bearer auth via MCP_HTTP_TOKEN).

Try this — 5 prompts

Connect the server to Claude Desktop or Claude Code, then paste any of these:

  1. Lineage impact — "The payments.transactions table is being deprecated. List every dashboard, pipeline, and ML model that depends on it (upstream + downstream, depth 3)."
  2. Data quality investigation — "Show all failing test cases from the last 7 days. Group by table, then by test type, with pass/fail counts."
  3. Glossary bootstrap — "Create a payments glossary with these 8 terms: chargeback, refund, settlement, KYC, AML, transaction, customer-id, payment-method. Link related terms."
  4. Owner reassign — "User taehee is leaving. List every entity (table/dashboard/pipeline/ML model) where they are owner. Then reassign all of them to team data-platform."
  5. Domain summary — "Summarize the analytics domain: total tables/dashboards/pipelines/ML models, top 5 by recent updates, and the data products it owns."

When to use this vs OpenMetadata's embedded MCP

OpenMetadata 1.12+ ships an embedded MCP. They are complementary:

OM 1.12 embedded MCP@us-all/openmetadata-mcp (this)
Tool count~10 (search, glossary basics, lineage, DQ, RCA, semantic search)172 (full CRUD across all entity types)
OM 1.12+ entity types (Data Contracts/Metrics/Search Index/API)partial✅ 12 tools
Aggregation tools❌✅ lineage-impact, get-domain-summary, get-table-summary
MCP Prompts❌✅ 4
MCP Resources❌✅ 7
AuthOAuth2 / PAT, OM Authorization Engine (RBAC)JWT bot token + write gate
DeploymentEmbedded in OM server (marketplace install)Standalone npm / Docker / npx
OM version1.12+ only1.x compatible
Best forRBAC-aware AI agents, SSO orgsBulk CRUD, automation, sample-data, older OM clusters

Use the embedded MCP for RBAC-aware governance with SSO. Use this server for bulk metadata operations, full entity CRUD parity, automation, and OM clusters older than 1.12.

Install

Claude Desktop

json
{  "mcpServers": {    "openmetadata": {      "command": "npx",      "args": ["-y", "@us-all/openmetadata-mcp"],      "env": {        "OPENMETADATA_HOST": "http://your-host:8585",        "OPENMETADATA_TOKEN": "<jwt-bot-token>"      }    }  }}

Claude Code

bash
claude mcp add openmetadata -s user \  -e OPENMETADATA_HOST=http://your-host:8585 \  -e OPENMETADATA_TOKEN=<jwt-bot-token> \  -- npx -y @us-all/openmetadata-mcp

Docker

bash
docker run --rm -i \  -e OPENMETADATA_HOST=http://your-host:8585 \  -e OPENMETADATA_TOKEN=<jwt-bot-token> \  ghcr.io/us-all/openmetadata-mcp-server

Build from source

bash
git clone https://github.com/us-all/openmetadata-mcp-server.gitcd openmetadata-mcp-server && pnpm install && pnpm buildnode dist/index.js

Get a token

  1. Open OpenMetadata UI → Settings → Bots
  2. Create a new bot or use an existing one (ingestion-bot works)
  3. Copy the JWT token

Configuration

VariableRequiredDefaultDescription
OPENMETADATA_HOST✅—OpenMetadata server URL (e.g. http://localhost:8585)
OPENMETADATA_TOKEN✅—JWT or Bot token
OPENMETADATA_ALLOW_WRITE❌falseSet true to enable mutations (create/update/delete)
OM_TOOLS❌—Comma-sep allowlist of categories. Biggest token saver.
OM_DISABLE❌—Comma-sep denylist. Ignored when OM_TOOLS is set.
MCP_TRANSPORT❌stdiohttp to enable Streamable HTTP transport
MCP_HTTP_TOKENconditional—Bearer token. Required when MCP_TRANSPORT=http
MCP_HTTP_PORT❌3000HTTP listen port
MCP_HTTP_HOST❌127.0.0.1HTTP bind host (DNS rebinding protection auto-enabled for localhost)
MCP_HTTP_SKIP_AUTH❌falseSkip Bearer auth — e.g. behind a reverse proxy that handles it

Categories (10): search, core, discovery, governance, quality, services, admin, events, entities, meta (always-on).

When MCP_TRANSPORT=http: POST /mcp (Bearer-auth JSON-RPC) + GET /health (public liveness).

Token efficiency

ScenarioToolsSchema tokensvs default
default (all categories)17224,000—
typical (OM_TOOLS=search,core,governance,quality,discovery)12019,500−19%
narrow (OM_TOOLS=search,core)264,600−81%

extractFields adds another ~80–90% reduction on individual responses (e.g. get-table 8KB → 200B with extractFields: "name,columns.*.name,columns.*.dataType"). Auto-applied across 28 read tools.

jsonc
// withoutget-table { "id": "..." }
// withget-table { "id": "...", "extractFields": "name,description,columns.*.name,columns.*.dataType" }

MCP Prompts (4)

Workflow templates available via MCP prompts/list:

  • lineage-impact-analysis — given an entity, walk upstream + downstream lineage and rank by impact.
  • data-quality-investigation — diff DQ test results across two windows; cluster failure modes.
  • glossary-term-bootstrap — bulk-create a glossary with N related terms, link automatically.
  • owner-change-propagation — find all entities owned by user X, propose batch reassignment.

MCP Resources

URI-based read-only access:

om://table/{fqn} (table + columns + owners + tags + joins), om://glossary-term/{fqn}, om://lineage/{type}/{fqn} (depth 3), om://search/{query} (top 10 keyword hits), om://dashboard/{fqn}, om://pipeline/{fqn} (with tasks), om://schema/{fqn}.

Tools (172)

10 categories. Use search-tools to discover at runtime; full list collapsed below.

CategoryTools
Tables / Databases / Schemas / Lineage22
Services (database/dashboard/messaging/pipeline/ml/storage)16
Glossaries / Terms12
Domains / Data Products12
Classifications / Tags10
Discovery (dashboards / pipelines / charts / topics / containers / ml-models)36
Governance (roles / policies / users / teams / bots)13
Quality (test suites / cases / sample data)13
Stored Procedures / Queries11
OM 1.12+ entities (Data Contract / Metric / Search Index / API Collection / API Endpoint)12
Search (search-metadata, suggest-metadata, semantic-search)3
Aggregations (lineage-impact, quality-rollup, get-domain-summary, get-table-summary)4
Quality (run-test-suite write-gated)1
Meta (search-tools)1
Full tool list

Search (3)

search-metadata, suggest-metadata, semantic-search

Tables (6)

list-tables, get-table, get-table-by-name, create-table, update-table, delete-table

Databases (6)

list-databases, get-database, get-database-by-name, create-database, update-database, delete-database

Database Schemas (6)

list-schemas, get-schema, get-schema-by-name, create-schema, update-schema, delete-schema

Lineage (4)

get-lineage, get-lineage-by-name, add-lineage, delete-lineage

Services (16)

6 database-service tools + 2 each for dashboard/messaging/pipeline/ml-model/storage services.

Glossaries (12)

6 glossary CRUD + 6 glossary-term CRUD.

Dashboards / Pipelines / Topics / Charts / Containers / ML Models (36)

6 CRUD each, follows list / get / get-by-name / create / update / delete.

Classifications & Tags (10)

4 classification + 6 tag CRUD.

Domains & Data Products (12)

6 domain + 6 data-product CRUD.

Users & Teams (9)

3 user reads + 6 team CRUD.

Access Control (4)

list-roles, get-role, list-policies, get-policy

Data Quality (7)

list-test-suites, get-test-suite, get-test-suite-by-name, list-test-cases, get-test-case, get-test-case-by-name, list-test-case-results

Stored Procedures (6)

6 CRUD.

Queries (5)

list-queries, get-query, create-query, update-query, delete-query

Events (3)

list-events, get-event-subscription, get-event-subscription-by-name

Bots (3)

list-bots, get-bot, get-bot-by-name

Sample Data (6, read-only)

get-table-sample-data, get-table-sample-data-by-name, get-topic-sample-data, get-topic-sample-data-by-name, get-container-sample-data, get-container-sample-data-by-name

OM 1.12+ entities (12)

list-data-contracts, get-data-contract-by-name, run-data-contract-validation, get-data-contract-latest-result, list-metrics, get-metric-by-name, list-search-indexes, get-search-index-by-name, list-api-collections, get-api-collection-by-name, list-api-endpoints, get-api-endpoint-by-name

Aggregations

lineage-impact, quality-rollup, get-domain-summary, get-table-summary

Quality (write-gated)

run-test-suite — triggers the test-suite's associated ingestion pipeline. Async; results land via the normal pipeline flow.

Meta

search-tools — query other tools by keyword; always enabled.

Architecture

Claude → MCP stdio → src/index.ts → src/tools/*.ts → OpenMetadataClient (fetch) → OpenMetadata REST

Built on @us-all/mcp-toolkit:

  • extractFields — token-efficient response projections
  • aggregate(fetchers, caveats) — fan-out helper used by lineage-impact / get-domain-summary / get-table-summary
  • createWrapToolHandler — OPENMETADATA_TOKEN redaction + OpenMetadataError extraction
  • search-tools meta-tool

Targets OM 1.x. Validated against real OM backend with the OM 1.12+ entities.

Tech stack

Node.js 22+ • TypeScript strict ESM • pnpm • @modelcontextprotocol/sdk • zod • dotenv • vitest.

JSON-Patch updates handled automatically (PATCH application/json-patch+json content-type).

License

MIT

來源:README.md,提交 81d7309

工具

0
SourceWeft 尚未在沙箱中啟動過該軟體包,因此其工具未知。

版本歷史

1
  1. v1.16.10最新Sep 16, 2026

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