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"Coding in Python and R" matching MCP servers:

  • SpecShield MCP Server

    specshield26
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    license
    A
    quality
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    maintenance
    A read-only API change deploy gate for AI coding agents that analyzes OpenAPI specs to determine if changes are safe to deploy. It provides tools for comparing specs, explaining breaking changes, and generating migration guides.
    5
    34
    MIT

  • mcp-public-apis

    josephsenior
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that gives AI coding agents real-time access to the public-apis dataset, enabling search, live probing, and code snippet generation for 1,500+ free public APIs.
    7
    37
    4
    MIT
  • Specmatic MCP Server by specmatic

    Specmatic MCP Serverofficial

    specmatic
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    license
    A
    quality
    D
    maintenance
    Exposes Specmatic's API contract testing, resiliency testing, and mocking capabilities to AI coding agents via natural language, enabling automated validation and simulation of API behaviors.
    3
    12
    12
    MIT

  • wiremock-mcp

    Erivelto47
    A
    license
    A
    quality
    B
    maintenance
    A lightweight MCP server that lets coding agents manage a local or remote WireMock instance through the WireMock Admin API, providing tools for creating, updating, deleting, and inspecting mock mappings and request journal entries.
    12
    MIT

  • MCP YAML API

    molavec
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.
    7
    44
    7
    MIT
  • eToro MCP Server by shlomico-tr

    eToro MCP Serverofficial

    shlomico-tr
    F
    license
    B
    quality
    D
    maintenance
    Provides Model Context Protocol tools for interacting with eToro's public API endpoints, allowing users to fetch portfolios, look up instrument details, and search for instruments while handling CORS restrictions.
    3
    6

  • MCP-Insomnia

    anggasct
    A
    license
    B
    quality
    A
    maintenance
    Enables AI agents to create, manage, and execute API collections, requests, and environments in Insomnia-compatible formats. It supports direct synchronization with the local Insomnia app database and importing from OpenAPI, Postman, and cURL.
    29
    807
    24
    MIT

  • Hubble MCP Server

    ascentkorea
    F
    license
    B
    quality
    C
    maintenance
    A Python-based Model Context Protocol server that integrates with Claude Desktop, allowing users to connect to Hubble API services by configuring the server with their Hubble API key.
    7

  • goodday-mcp

    cdmx-in
    A
    license
    B
    quality
    D
    maintenance
    Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to seamlessly integrate with the Goodday project management platform via its API v2. It enables querying of projects, tasks, and users—without altering any data—making it ideal for secure context-aware applications
    21
    2
    MIT

  • MCP OpenAPI Server

    ReAPI-com
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that loads multiple OpenAPI specifications and exposes them to LLM-powered IDE integrations, enabling AI to understand and work with your APIs directly in development tools like Cursor.
    7
    60
    89
    MIT

  • Violett MCP Server

    luis0794
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that provides tools for fetching and posting HTTP data, with built-in prompts for URL summarization and API analysis.
    2

  • 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

  • Lodestar MCP Server

    kanlanc
    F
    license
    C
    quality
    D
    maintenance
    This is an MCP server that facilitates building tools for interacting with various APIs and workflows, supporting Python-based development with potential for customizable prompts and user configurations.
    1