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"Automating Testing and Debugging for LLMs in Production" matching MCP servers:

  • hugo-llms-mcp

    biccio
    A
    license
    -
    quality
    C
    maintenance
    A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files and exposes them as structured tools that AI assistants can query to understand your content.
    Last updated
    MIT

  • All-in-MCP

    isomoes
    A
    license
    C
    quality
    C
    maintenance
    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
    Last updated
    7
    2
    MIT

  • ifsc-in

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    Enables Indian bank branch IFSC code lookup via Razorpay's open API, allowing AI agents to retrieve branch details using IFSC codes.
    Last updated
    MIT

  • Realty In Au MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.
    Last updated
    13
    MIT

  • Realty In Ca1 MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.
    Last updated
    MIT

  • Couchbase MCP Server for LLMs

    Aniket310101
    A
    license
    -
    quality
    D
    maintenance
    A Model Context Protocol server that enables large language models to interact directly with Couchbase databases through natural language, supporting operations like querying buckets, performing CRUD operations, and executing N1QL queries.
    Last updated
    11
    7
    MIT

  • For Five Coffee MCP Server

    Kong
    F
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.
    Last updated
    4

  • RAG In A Box MCP Server

    DevNexsler
    F
    license
    -
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    Last updated
    4

  • MCPg - Production-grade

    devopam
    A
    license
    B
    quality
    A
    maintenance
    A production-grade Model Context Protocol server for PostgreSQL. Lets AI agents safely inspect, query, operate, and tune a Postgres database — over 100 tools spanning catalog introspection, query intelligence, natural-language SQL, structural diffs, hybrid search, graph queries, data movement, live ops, and more.
    Last updated
    100
    8
    MIT

  • Reuters Business and Financial

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.
    Last updated
    20
    MIT

  • MCP LLMS-TXT Documentation

    ankitrautela333
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that enables users to fetch and audit documentation from user-defined llms.txt index files. It provides tools to list documentation sources and retrieve content from specific URLs with built-in domain access controls for secure context retrieval.
    Last updated
    MIT