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  • CHUK MCP Solver

    IBM
    A
    license
    A
    quality
    C
    maintenance
    Provides constraint satisfaction and optimization capabilities to LLMs and AI agents for scheduling, resource allocation, routing, budget optimization, and configuration problems using Google OR-Tools CP-SAT solver.
    5
    5
    Apache 2.0

  • Bay Street MCP

    ziamalik
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that lets Claude (and any MCP client) cite actual Canadian financial-services regulations: OSFI, PIPEDA, FINTRAC, Quebec Law 25.
    1
    MIT

  • MongTap

    smallmindsco
    F
    license
    A
    quality
    D
    maintenance
    Enables LLMs to create, query, and manage MongoDB-compatible databases using natural language without actual data storage. Uses statistical modeling to generate realistic data on-the-fly from sample documents or descriptions.
    8
    4

  • Gemini Search MCP

    kidapu
    A
    license
    B
    quality
    D
    maintenance
    Enables AI-powered web searches using Google's Gemini 2.5 models with Google Search Grounding. Supports multiple Gemini models (Flash, Flash-Lite, Pro) with configurable thinking budget and web search capabilities.
    1
    10
    2
    MIT
  • TinyContext by TinySuiteHQ

    TinyContextofficial

    TinySuiteHQ
    A
    license
    -
    quality
    A
    maintenance
    TinyContext provides a local, token-efficient memory layer for AI agents. It enables saving and recalling memories via MCP tools, using hybrid BM25 and dense retrieval to return only context that fits the requested token budget.
    3
    MIT

  • LegalContext

    protomated
    A
    license
    -
    quality
    C
    maintenance
    Enables secure access to legal documents from Clio via Claude Desktop, with local processing and semantic search to ground AI responses in actual documents.
    7
    29
    Mozilla Public 2.0

  • Community Research MCP

    DocHatty
    A
    license
    -
    quality
    D
    maintenance
    Searches real developer solutions from Stack Overflow, Reddit, GitHub issues, and forums to find battle-tested fixes and workarounds for specific programming problems. Bypasses AI guessing by finding actual community discussions where developers have already solved your exact issue.
    2
    MIT

  • nesift-mcp

    scottgl9
    A
    license
    -
    quality
    B
    maintenance
    MCP server for local semantic search over web content, enabling AI agents to ingest, index, and query pages with hybrid retrieval and token budget control.
    4
    GPL 2.0

  • qwen-memory-agent

    rduffyuk
    A
    license
    -
    quality
    B
    maintenance
    MCP-native persistent-memory agent that remembers user preferences across sessions, forgets superseded facts, and recalls relevant memories within a tight token budget.
    MIT

  • cloudloop

    HammadAshiq
    F
    license
    -
    quality
    C
    maintenance
    Provides tools for document search, AWS cost estimation, checking latest AWS updates, and creating budget alerts, with a confirmation gate on the mutating tool.

  • Mock Interview RAG Server

    TheTangentLine
    F
    license
    -
    quality
    B
    maintenance
    A Dockerized MCP server that fetches your GitHub repositories, indexes them into a local vector database, and exposes semantic code search tools to LLM clients for tailored technical mock interviews grounded in your actual code.

  • cortex

    mrinmoyece
    A
    license
    -
    quality
    B
    maintenance
    An MCP-native agentic platform orchestrating planner/executor/critic agents over hybrid RAG with three-tier memory, budget enforcement, safety guardrails, and full observability. It exposes all capabilities as MCP tools, enabling natural-language control of document ingestion, retrieval-augmented generation, and multi-step AI workflows.
    MIT