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Best MCP servers for data engineering

We found 18 MCP servers for data engineering in the catalog; these are the 15 that rank highest. The order comes from our rank, which weighs adoption, freshness, documentation and publisher identity. Nobody can pay for a place on this list. Jitsu, MCP Server Motherduck and Sling CLI lead it. Jitsu, HumanMirror Forge and JoinLayer are published by the company that makes them. Jitsu has the most GitHub stars here (5,112). 5 of the 15 had activity in the last 30 days. Remote servers need no local install; local ones run on your machine and can reach local files. Each entry lists why it made the list and links to its install page.

Updated Oct 26, 2026 · Built from catalog data; how we rank and grade

Top 15 of 18

  1. 1
    Jitsu

    jitsu.comOfficial

    Manage Jitsu data pipelines: destinations, streams, connections, functions, live events.

    • Published by the vendor
    • Most GitHub stars here (5,112)
    • Remote server, no local install

    ★ 5.1KLast active Oct 23, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  2. 2
    MCP Server Motherduck

    motherduckdb

    SQL analytics and data engineering for AI Assistants and IDEs

    • Active in the last 30 days
    • Open source (MIT)

    ★ 534↓ 5K/wkLast active Oct 7, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2

  3. 3
    Sling CLI

    slingdata.io

    Sling CLI MCP server for querying any database, running data pipelines and managing replications

    • Most weekly downloads here (52.3K)
    • Active in the last 30 days

    ↓ 52.3K/wkLast active Sep 28, 2025Local (stdio)Claude Code, Codex, VS Code, Cursor +2

  4. 4
    HumanMirror Forge

    humanmirror.frOfficial

    Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.

    • Published by the vendor
    • Remote server, no local install
    • Active in the last 30 days

    Last active Oct 9, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  5. 5
    agentl

    arimayuji

    Validate, plan, preview and run YAML data pipelines (ETL with LLM steps) and debug failed runs.

    • Active in the last 30 days
    • Open source (MIT)

    ★ 1↓ 525/wkLast active Oct 21, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2

  6. 6
    JoinLayer

    joinlayer.appOfficial

    Operate secure JoinLayer data pipelines through delegated OAuth.

    • Published by the vendor
    • Remote server, no local install
    • Open source (Apache-2.0)

    Last active Sep 4, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  7. 7
    FreeToolBoxes Agent Tools

    DAMediaCo

    Exactly 50 data transformation and live web verification tools for AI agents.

    • Remote server, no local install

    Last active Aug 21, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  8. 8
    MCP Neo4j Data Modeling

    neo4j-contrib

    A simple Neo4j MCP server for creating graph data models.

    • Open source (MIT)

    ★ 989↓ 160/wkLast active Apr 10, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2

  9. 9
    Rulemorph MCP Server

    vinhphatfsg

    MCP server for CSV/JSON data transformation using YAML rules

    • Open source (MIT)

    ★ 1Last active Jun 11, 2026Local (stdio)Claude Desktop

  10. 10
    Transform Rules MCP Server

    vinhphatfsg

    MCP server for CSV/JSON data transformation using YAML rules

    • Open source (MIT)

    ★ 1Last active Jun 11, 2026Local (stdio)Claude Desktop

  11. 11
    Datanika MCP

    datanika.io

    Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines.

    • Open source (AGPL-3.0)

    ↓ 29/wkLast active Sep 22, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2

  12. 12
    Scientific Microservices

    scientificmicroservices.comOfficial

    Valid and reliable data engineering and statistical analysis without hallucinations.

    • Published by the vendor
    • Remote server, no local install

    Last active May 28, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  13. 13
    Fivetran MCP

    YimingYAN

    MCP server for Fivetran API - manage syncs, check status, and control data pipelines

    • Open source (MIT)

    ★ 2↓ 292/wkLast active Feb 1, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2

  14. 14
    Dpf-it

    dpf-it.comOfficial

    AI-powered data integration platform.

    • Published by the vendor
    • Remote server, no local install

    Last active Jul 26, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  15. 15
    MCP Data Pipeline Connector

    dbsectrainer

    Universal data connector for CSV, Postgres, and REST APIs via DuckDB

    • Open source (MIT)

    Last active Sep 22, 2026Local (stdio)Claude Code, Codex, VS Code, Cursor +2

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