Data engineering MCP servers

A server here data pipelines, ETL, data warehouses, data quality or data catalogs.

Not here: querying a single database.

386servers
205 remote181 localTagged by Odel's AI, which can make mistakes

Best fit

191 made for this, ranked by starsRemoteLocal
  1. Model Ledger @block/model-ledgerModel inventory and governance: trace deployed models and their dependencies as an append-only log3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.15 GitHub stars.
  2. Datris @datris/datrisThe data control plane for AI agents — acquire, validate, land, and query data over MCP.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.12 GitHub stars.
  3. Scherlok @rbmuller/scherlokZero-config data-quality monitoring: profile a warehouse, detect anomalies, gate CI.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.11 GitHub stars.
  4. fabric-dw @sdebruyn/fabric-dw-mcpMCP server for Microsoft Fabric Data Warehouses and SQL Analytics Endpoints4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.10 GitHub stars.
  5. dead-letter @bigcactuslabs/dead-letterConvert .eml and .mbox email to clean Markdown for RAG, LLM pipelines, and local knowledge bases3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.8 GitHub stars.
  6. Garmin Local @anup-shesh/garmin-local-mcpLocal-first Garmin data warehouse: sync once to SQLite, analyze trends and correlations offline.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.8 GitHub stars.
  7. ContractGate @nightmoose/contractgateInfer, dry-run, deploy, and inspect ContractGate semantic data contracts.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.4 GitHub stars.
  8. YAML Workflow @orieg/yaml-workflowExpose declarative YAML-defined workflows as MCP tools over stdio4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.4 GitHub stars.
  9. Data Profiler @haiiibin/data-profiler-mcpProfiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.3 GitHub stars.
  10. DataHub @txn2/mcp-datahubMCP server for DataHub data catalogs. Discover datasets, explore lineage, and access metadata.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from MCPB.3 GitHub stars.
  11. Trino @txn2/mcp-trinoMCP server for Trino data warehouses. Query, analyze plans, and explore schemas.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from MCPB.3 GitHub stars.
  12. DataRaum @dataraum/dataraumPre-computed metadata context engine for AI-driven data analytics5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.3 GitHub stars.
  13. dbt-plan @presentjay/dbt-planPredicts the DDL a dbt change will execute, before you run it. Reads files, not the warehouse.2% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.2 GitHub stars.
  14. DataSentry @jackxiaozhiren/datasentryLocal-first MCP server for data-quality discovery, evidence, drift, and controlled repair.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.2 GitHub stars.
  15. Autario @autario/autario-mcpQuery 8,000+ verified open datasets (World Bank, Eurostat, FRED, SEC) with stats and charts.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.2 GitHub stars.
  16. Incident Response MCP for Apache Airflow @madamak/apache-airflow-mcp-serverDiagnose Airflow failures from UI links with bounded logs and optional recovery actions.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.2 GitHub stars.
  17. Airflow @us-all/airflowAirflow MCP — list DAGs/runs/task instances, tail logs, trigger and clear (write-gated)6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.2 GitHub stars.
  18. Etld @pablixnieto2/etld-mcp-serverDeterministic B2B Data Middleware. Waterfall parsing for CSV, EDI, SEC & Finance. No hallucinations.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.2 GitHub stars.
  19. Fivetran @yimingyan/fivetran-mcpMCP server for Fivetran API - manage syncs, check status, and control data pipelines5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.2 GitHub stars.
  20. GTFS Scorecard @chelseakr/gtfs-scorecardRead-only GTFS transit feed scorecards: grades, plain-language fixes, and history.2% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.1 GitHub stars.
  21. Harvest @the-warl0ck/harvest-mcpPlain-English training-data scout: 12 experts sweep HuggingFace + GitHub, compose scored packs.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.
  22. Transform Rules MCP Server @vinhphatfsg/transform-rules-mcpMCP server for CSV/JSON data transformation using YAML rules4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from MCPB.1 GitHub stars.
  23. Debezium @dockndevai/mcp-debeziumDebezium / Kafka Connect CDC connector management for AI agents — governed, secret-safe.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.
  24. iceDQ Tools MCP @icedq-tools/mcp-serverMCP Server for iceDQ Data Reliability Platform5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.1 GitHub stars.