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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • Puppet Master MCP Server

    ldco
    F
    license
    B
    quality
    C
    maintenance
    Provides 26 tools for Puppet Master framework operations including initialization, development, database management, deployment, builds, linting, testing, configuration, knowledge retrieval, contribution workflows, and code reviews.
    Last updated
    26

  • sqemo-mcp

    sqemo
    A
    license
    -
    quality
    B
    maintenance
    MCP server for Sqemo, a web-based ERD tool with team naming standards. 34 tools: read/edit entities, attributes, and relationships; generate physical names from a shared glossary and naming rules; SQL (7 dialects) and DBML import/export; ERD lint, diff, and ALTER generation.
    Last updated
    MIT

  • SYKE

    khalomsky
    A
    license
    -
    quality
    D
    maintenance
    AI code impact analysis MCP server that monitors file changes, maps dependency graphs, detects cascading breakage, and gates builds before damage spreads.
    Last updated
    265
    2
    Elastic 2.0

  • mcp-onedev

    theonedev
    A
    license
    -
    quality
    B
    maintenance
    Interact with OneDev for CI/CD spec editing, pull request review, and issue workflow automation etc.
    Last updated
    12
    MIT

  • MCP RAG Agent Server

    karthikeyanramu
    F
    license
    -
    quality
    D
    maintenance
    This MCP server enables intelligent API testing automation by combining RAG knowledge retrieval with tool execution capabilities. It allows QA engineers to perform natural language-driven API testing with contextual knowledge support.
    Last updated

  • DDG MCP2

    elliotnorrevik
    -
    license
    -
    quality
    -
    maintenance
    A basic MCP server template built with FastMCP framework that provides example tools for echoing messages and retrieving server information. Serves as a starting point for developing custom MCP servers with Docker support and CI/CD integration.
    Last updated

  • reelier

    seldonframe
    A
    license
    A
    quality
    B
    maintenance
    Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and deterministic-execution layer for Agent Skills.
    Last updated
    5
    953
    1
    MIT

  • zerodrop-mcp

    zerodrop-dev
    A
    license
    A
    quality
    A
    maintenance
    Provides disposable email inboxes for AI agents to automatically receive and extract OTPs and magic links, enabling seamless email verification during autonomous workflows.
    Last updated
    3
    50
    MIT

  • Example MCP Server

    nykznykz
    F
    license
    A
    quality
    D
    maintenance
    A demonstration MCP server built with FastMCP v2.0 that provides basic mathematical calculations and greeting functionality. Features Docker containerization, comprehensive testing, and CI/CD automation for learning MCP development patterns.
    Last updated
    2

  • my-mcp-server

    matracey
    A
    license
    B
    quality
    D
    maintenance
    A TypeScript starter template for building Model Context Protocol (MCP) servers with built-in support for tools, testing, and CI/CD pipelines. It provides a complete development environment for creating custom AI assistant integrations for tools like Claude, Copilot, and Cursor.
    Last updated
    1
    99
    MIT

  • MCP Tool Starter Kit

    He110te4m
    F
    license
    C
    quality
    -
    maintenance
    A feature-complete TypeScript project template for rapidly developing Model Context Protocol tools with integrated best practices for code quality, testing, and automated deployment.
    Last updated
    1