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  • mcp-rag-service

    Gurmeher23
    F
    license
    Not graded
    quality
    C
    maintenance
    A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations, packaged for Docker/Kubernetes.

  • MailFathom

    Krzysztof318
    A
    license
    A
    quality
    A
    maintenance
    A brain for your mail: MailFathom turns IMAP mailboxes into a self-hosted, AI-native service.
    20
    14
    Apache 2.0

  • Prior — Knowledge Exchange for

    cg3inc
    A
    license
    A
    quality
    C
    maintenance
    Stop paying for your agent to rediscover what other agents already figured out. Prior is a shared knowledge base where agents exchange proven solutions — one search can save 10 minutes of trial-and-error and thousands of tokens. Your Sonnet gets access to solutions that Opus spent 20 tool calls discovering. Search is free with feedback, and contributing earns credits.
    5
    124
    3
    Functional Source , Version 1.1, ALv2 Future

  • exa-mcp-server-for-operit

    x15907982411
    A
    license
    A
    quality
    A
    maintenance
    An Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.
    2
    31,113
    MIT
  • groundlens by groundlens-dev

    groundlensofficial

    groundlens-dev
    A
    license
    A
    quality
    A
    maintenance
    Groundlens is a proofreader for what your model writes. It marks the words your sources don't back — and shows you what each one should have said.
    1
    7
    Apache 2.0

  • ai-r

    pro-target
    A
    license
    A
    quality
    B
    maintenance
    Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across multiple agents (Claude, Codex, OpenCode, Antigravity, Pi) via MCP, CLI, and Python SDK.
    18
    3
    MIT

  • Buttondown MCP Server

    The-Focus-AI
    A
    license
    A
    quality
    D
    maintenance
    Enables AI and LLM systems to interact with the Buttondown newsletter service, supporting email drafting, scheduling, analytics retrieval, and list management through a Model Context Protocol interface.
    4
    1
    MIT

  • claimbase

    4-R-C-4-N-4
    A
    license
    A
    quality
    B
    maintenance
    Provides a compiled knowledge substrate, extracting atomic claims from an append-only capture log and querying a bitemporal claim graph over MCP. Read-only by default, with opt-in writes for trusted sources.
    4
    MIT

  • turbocontext

    e-x-h-i-b-i-t
    A
    license
    A
    quality
    C
    maintenance
    Enables AI coding agents to intelligently index and search codebases with sub-20ms retrieval, 8x memory compression, and cross-encoder reranking via MCP stdio.
    5
    MIT

  • field-agent-mcp

    YihengLi-1
    A
    license
    A
    quality
    C
    maintenance
    MCP server for a production-shaped service-business agent, enabling grounded knowledge search, intake collection, and human escalation with deterministic safety boundaries.
    3
    MIT

  • MCP Server for ArangoDB

    ravenwits
    A
    license
    A
    quality
    A
    maintenance
    A TypeScript-based server to interact with ArangoDB using the Model Context Protocol, enabling database operations and integration with tools like Claude and VSCode extensions for streamlined data management.
    7
    39
    47
    MIT

  • MCP Compass

    liuyoshio
    A
    license
    B
    quality
    D
    maintenance
    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    1
    106
    245
    MIT

  • Glean MCP Server

    gleanwork
    A
    license
    B
    quality
    F
    maintenance
    A Model Context Protocol server that provides AI assistants with access to Glean's enterprise knowledge features, including content search, people directory, and AI chat capabilities.
    3
    16
    61
    MIT

  • mcp-for-azure-devops-boards

    danielealbano
    A
    license
    B
    quality
    A
    maintenance
    MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.
    24
    6
    MIT

  • Perplexity Tool for Claude

    letsbuildagent
    A
    license
    C
    quality
    F
    maintenance
    A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
    1
    6
    MIT
  • Glean Remote MCP Server by gleanwork

    Glean Remote MCP Serverofficial

    gleanwork
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants and developer tools to securely access and interact with an organization's enterprise knowledge, documents, and people through natural language while respecting existing access permissions.
    164
    MIT