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"Documentation URL for a service API, data, and LLM usage" matching MCP servers:

  • Service MCP

    RamidLab
    A
    license
    -
    quality
    C
    maintenance
    A production-ready generic FastMCP server template with SQLAlchemy async CRUD, enabling rapid bootstrapping of MCP data-management services. It provides registry-driven CRUD, FK resolution, conflict versioning, and multiple transports.
    MIT

  • Vantex-Security-A

    farahkhaterr
    F
    license
    -
    quality
    B
    maintenance
    This MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.

  • mrc-data

    meacheal-ai
    A
    license
    A
    quality
    D
    maintenance
    The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.
    19
    6
    2
    Inno Setup

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT
  • ThinAir Data by ThinAirTelematics

    ThinAir Dataofficial

    ThinAirTelematics
    A
    license
    A
    quality
    C
    maintenance
    Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema, optimization, and more.
    4
    23
    24
    1
    MIT

  • llm-safe-sql

    hyuga611
    A
    license
    -
    quality
    A
    maintenance
    Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent unauthorized changes.
    962
    MIT

  • Job URL Analyzer MCP Server

    subslink326
    A
    license
    -
    quality
    D
    maintenance
    A FastAPI-based microservice that analyzes job URLs and extracts detailed company information by crawling job postings and company websites, with data enrichment from external providers.
    2
    MIT

  • mcp-mysql-service

    abenassi
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that enables Claude to execute SQL queries on MySQL databases with automatic connection management and error handling.
    MIT

  • bricks-and-context

    laraib-sidd
    A
    license
    -
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • fancy-api

    carmelosantana
    A
    license
    -
    quality
    B
    maintenance
    MCP server that enables AI agents to read and write records in a live REST API generated from pasted data, with tools for listing, querying, inserting, updating, and deleting records.
    AGPL 3.0

  • MCP Snowflake Service

    datawiz168
    A
    license
    -
    quality
    D
    maintenance
    A Model Context Protocol server that enables Claude to execute SQL queries on Snowflake databases with automatic connection lifecycle management.
    45
    MIT

  • mcp-for-redash

    Ashuqwe
    A
    license
    -
    quality
    D
    maintenance
    MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.
    MIT

  • mcp-for-metabase

    DominikPollok
    A
    license
    -
    quality
    C
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0

  • data-detective

    themroats
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that gives AI assistants the ability to connect to, query, profile, and monitor data sources — turning any LLM into an interactive data engineering copilot.
    MIT

  • MCP MySQL Database Service

    g-smll
    F
    license
    -
    quality
    D
    maintenance
    Provides MySQL database query capabilities through MCP protocol, enabling AI assistants to retrieve table metadata, execute SQL queries, and manage database interactions via Resources, Prompts, and Tools.

  • MCP Data API

    OneCodeToEnd
    F
    license
    -
    quality
    D
    maintenance
    A FastMCP-based server that provides tools for API discovery and execution, hierarchical category management, and SQL query execution through the Model Context Protocol.

  • Amplify Data API MCP Server

    dbsmith7491
    F
    license
    -
    quality
    D
    maintenance
    This MCP server enables users to interact with AWS Amplify Gen2 application data through natural language, allowing AI assistants like Claude to perform operations on Amplify data models using conversational language instead of complex code.
    4