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"Understanding Inference Models" matching MCP servers:

  • HAL (HTTP API Layer)

    DeanWard
    A
    license
    A
    quality
    C
    maintenance
    HAL (HTTP API Layer) is a Model Context Protocol (MCP) server that provides HTTP API capabilities to Large Language Models.
    8
    84
    38
    MIT

  • openapi-mcp-proxy

    nyudenkov
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides tools for exploring large OpenAPI schemas without loading entire schemas into LLM context. Perfect for discovering and analyzing endpoints, data models, and API structure efficiently.
    9
    14
    MIT

  • Swagger MCP

    Vizioz
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that connects to a Swagger specification and helps an AI to build all the required models to generate a MCP server for that service.
    5
    176
    163
    MIT

  • mcp-swagger-schema

    izjing
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that allows users to query and retrieve request and response JSON schemas directly from Swagger/OpenAPI specifications. It supports automatic reference resolution and path parameter matching to help AI models interact with API interfaces.
    1
    16
    MIT

  • json-to-model

    Ramzanelayodath
    F
    license
    C
    quality
    C
    maintenance
    MCP server that fetches API responses and generates ready-to-use model/POJO classes in your configured language, with built-in login/refresh token handling.
    3

  • 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.
    353
    1
    MIT

  • Conduit

    nfishel48
    A
    license
    Not graded
    quality
    D
    maintenance
    A bridge that exposes any GraphQL API as tools consumable by Large Language Models via the Model Context Protocol (MCP), automatically discovering and translating API capabilities with zero maintenance required.
    204
    2
    GPL 3.0

  • OpenAPI MCP Server

    ivo-toby
    A
    license
    Not graded
    quality
    A
    maintenance
    A server that enables Large Language Models to discover and interact with REST APIs defined by OpenAPI specifications through the Model Context Protocol.
    4,812
    286
    MIT

  • 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

  • OpenAPI to Model Context

    gujord
    A
    license
    Not graded
    quality
    D
    maintenance
    A proxy server that bridges AI agents and external APIs by dynamically translating OpenAPI specifications into standardized MCP tools, enabling seamless interaction without custom integration code.
    69
    MIT

  • MCP Server

    Node-In-Layers
    A
    license
    Not graded
    quality
    D
    maintenance
    A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.
    22
    ISC
  • cod-api MCP Server by cod-api

    cod-api MCP Serverofficial

    cod-api
    F
    license
    Not graded
    quality
    D
    maintenance
    Exposes REST API endpoints defined in an OpenAPI Specification as MCP tools, allowing AI models to call them via the ModelContext Protocol.

  • swagger-mcp-tool

    sdlbp
    A
    license
    Not graded
    quality
    D
    maintenance
    A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.
    113
    3
    MIT

  • graphql-mcp

    simoncrypta
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that exposes GraphQL operations as typed tools for AI models, with schema exploration, validation, execution, hot reload, OAuth, prompts, MCP Apps widgets, and OpenTelemetry support.
    19
    MIT

  • API Documentation MCP Server

    JaxNext
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that fetches detailed API documentation from a local platform using a document ID. It enables language models to retrieve specific endpoint specifications to assist with tasks like code generation and API integration.
    123
    ISC