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  • jl-image-vison

    liugangnhm
    F
    license
    A
    quality
    C
    maintenance
    MCP server for image understanding that analyzes UI designs, HTML pages, and visual layouts using Agnes 2.0 Flash, returning structured descriptions with layout hierarchy, components, text, interactions, and accessibility notes.
    1

  • file_utils MCP

    JEL-LL
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for reading and editing large text files using content-addressed anchors that survive line shifts, providing tools like read_file_range, edit_file_range, insert_at, prepend_to_file, and append_to_file.
    6
    MIT

  • MCP GeneLab Server

    sbl-sdsc
    A
    license
    A
    quality
    B
    maintenance
    Converts natural language queries into Cypher queries against the NASA GeneLab Knowledge Graph, enabling AI-assisted analysis of spaceflight experiments and their biological effects.
    12
    3
    BSD 3-Clause

  • te1000-mcp

    Edge-JB
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Beckhoff TwinCAT XAE / TE1000 Automation Interface, enabling control of XAE Shell, TwinCAT tree manipulation, PLC operations, and build actions via natural language.
    25
    8
    MIT

  • crossref-mcp

    jtl-neo
    A
    license
    A
    quality
    A
    maintenance
    Enables scholarly metadata lookups from the Crossref REST API, including works, members, journals, funders, types, licenses, and prefixes, as tools for LLM clients.
    18
    MIT

  • JobDataLake MCP Server

    echojobsio
    A
    license
    A
    quality
    B
    maintenance
    Enables searching over 1 million enriched job listings from 20,000+ companies directly from MCP-compatible AI tools. Provides tools for job search, company profiles, and AI-powered similar job recommendations with real-time data updates.
    4
    44
    2
    MIT

  • PTC-MCP Integration Server

    rweisssieker-xp
    A
    license
    B
    quality
    D
    maintenance
    Integrates PTC Windchill and Creo Parametric with LLM-based clients via the Model Context Protocol, enabling natural language interaction with PLM and CAD systems for tasks like part search, BOM retrieval, model operations, and exports.
    11
    4
    MIT

  • Kibana MCP Server

    jerrelblankenship
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to interact with Kibana dashboards, visualizations, and Elasticsearch data through read-only resources and executable tools for searching logs, exporting dashboards, and querying data.
    7
    20
    3
    MIT

  • testrail-mcp

    Sergey-Bl
    A
    license
    B
    quality
    F
    maintenance
    An MCP server for TestRail that prepares everything needed to generate test cases from Jira tickets, Confluence pages, or free-form specs and pushes them back to TestRail.
    31
    2
    MIT
  • sbl-probe by soundbytelabs

    sbl-probeofficial

    soundbytelabs
    A
    license
    -
    quality
    D
    maintenance
    Serial communication and protocol analysis MCP server that gives AI coding assistants direct access to serial ports for reading, writing, decoding, and capturing embedded device output.
    MIT
  • sbl-debugger by soundbytelabs

    sbl-debuggerofficial

    soundbytelabs
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, supporting attach, breakpoints, stepping, register/memory inspection, and SVD peripheral decoding.
    MIT

  • Black-Litterman Portfolio

    irresi
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to perform Black-Litterman portfolio optimization with investor views, backtesting, and asset analysis, generating dashboards for visualization.
    MIT

  • abl-mcp-server

    breakit
    A
    license
    -
    quality
    B
    maintenance
    MCP server for OpenEdge ABL — pluggable tool architecture with per-project YAML configuration. Provides AI assistants with 24 tools to parse, analyze, lint, document, and scaffold ABL projects.
    MIT

  • shadow-perception-mcp

    alex-jb
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that scans data science artifacts (Jupyter notebooks, R scripts, code) and runs a 5-voice compliance council to detect issues like leakage and fairness, outputting signed verdicts.
    MIT

  • vbl-mcp

    jmolinasoler
    A
    license
    -
    quality
    C
    maintenance
    A read-only MCP server that provides access to the public Basketball Vlaanderen (VBL) API, enabling users to query clubs, teams, matches, standings, and more.
    MIT