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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • OpenAPI MCP Server

    cloudwarriors-ai
    A
    license
    A
    quality
    D
    maintenance
    A generic MCP server that dynamically exposes any OpenAPI-documented REST API to LLMs by auto-discovering endpoints. It provides tools for exploring API capabilities and making authenticated requests directly through natural language interfaces.
    2
    9
    MIT

  • MCP Server with Authentication

    ahmad-act
    A
    license
    C
    quality
    D
    maintenance
    Implements a secure MCP server with API Key and JWT authentication, providing tools like echo, login, secure_action, and admin_action. Includes MCP Inspector integration for testing and debugging.
    1
    3
    MIT

  • mcp-any-openapi

    matthewhand
    A
    license
    Not graded
    quality
    A
    maintenance
    A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP workflows, enabling dynamic exposure of API endpoints as MCP tools.
    153
    MIT

  • Calculator MCP Server

    souravjai
    A
    license
    Not graded
    quality
    C
    maintenance
    Exposes add, subtract, multiply, and divide tools for performing arithmetic operations over stdio via the Model Context Protocol.
    7
    MIT

  • openapi-mcp

    ceski23
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for loading and exploring OpenAPI/Swagger specifications, enabling AI assistants to dynamically browse API contracts by loading specs, searching endpoints, inspecting schemas, and retrieving operations.
    26
    3
    MIT

  • Angular Bootstrap MCP Server

    palsuman
    A
    license
    Not graded
    quality
    D
    maintenance
    A TypeScript-based MCP server that provides backend API handling and facilitates communication between microservices. Features an organized structure with controllers, routes, and models for easy extensibility and maintenance.
    381
    1
    MIT

  • thrive-mcp

    karimsamir897
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with the Thrive MCP REST API for exploring endpoints, making test requests, and integrating with the API.
    8
    Apache 2.0

  • Swagger MCP (Multi-API

    psh4607
    A
    license
    Not graded
    quality
    F
    maintenance
    Enables AI to interact with multiple Swagger/OpenAPI specifications by listing endpoints, exploring models, and generating TypeScript code. It centralizes the management of various APIs through a configuration file, allowing for seamless integration of documentation into AI workflows.
    176
    MIT

  • django-openapi-mcp

    Shanahan-Suresh
    A
    license
    Not graded
    quality
    B
    maintenance
    Introspects a Django REST API's OpenAPI schema and exposes each endpoint as an MCP tool, enabling Claude or any MCP client to interact with the API via natural language.
    MIT

  • Next.js MCP Server

    vertile-ai
    A
    license
    Not graded
    quality
    C
    maintenance
    A utility tool that analyzes Next.js application routes and provides detailed information about API paths, HTTP methods, parameters, status codes, and request/response schemas.
    19
    99
    MIT

  • mcp-graphql

    launchthatbrand
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables LLMs to interact with GraphQL APIs by providing schema introspection and query execution capabilities.
    1,516
    3
    MIT

  • Wind API MCP Direct Server

    abuttoncc
    A
    license
    Not graded
    quality
    C
    maintenance
    A server that provides direct connection to Wind API through MCP interface, allowing HTTP or SSE-based access to financial data functions like wsd, wss, and wsq without requiring additional socket servers.
    21
    MIT

  • Swagger MCP

    Alleyway-boop
    A
    license
    Not graded
    quality
    D
    maintenance
    High-performance server for exploring Swagger/OpenAPI specifications with dynamic session management, lightning-fast endpoint search, and efficient caching. Enables AI assistants to discover, search, and generate code from REST APIs.
    176
    MIT