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"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • Open and Async MCP Server by open-and-async

    Open and Async MCP Serverofficial

    open-and-async
    A
    license
    A
    quality
    A
    maintenance
    Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage sync vs async tasks. It also offers reference tools for the Open and Async book's principles and coaching prompts.
    11
    122
    45
    Inno Setup

  • Open Search MCP

    flyanima
    A
    license
    C
    quality
    D
    maintenance
    A comprehensive Model Context Protocol server providing 33 specialized research and search tools for Claude Desktop, enabling powerful search capabilities across academic, technical, and general domains.
    40
    3
    MIT

  • xlsx-for-ai

    senoff
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    quality
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    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    597
    5
    MIT

  • blueocean-vector

    thammarongg
    A
    license
    B
    quality
    B
    maintenance
    A shared, persistent MCP memory server for coding agents that enables storing and retrieving project decisions and context across different tools like Claude Code, Codex, and Cursor using semantic vector search.
    8
    MIT

  • bc-source-mcp

    glachana
    A
    license
    A
    quality
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    maintenance
    Exposes structured Microsoft Dynamics 365 Business Central source code (versions 23-29, 47 localizations) to AI agents via MCP, enabling fast lookups, searches, and code analysis.
    14
    14
    MIT

  • source-coop-mcp

    yharby
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    license
    A
    quality
    C
    maintenance
    Enables AI agents to discover and access 800TB+ of public geospatial data from Source Cooperative, with tools for listing organizations, products, files, and fuzzy search.
    6
    2
    MIT

  • source-rag-mcp

    hanhy06
    F
    license
    B
    quality
    B
    maintenance
    MCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and lightweight RAG.
    11

  • mesen-for-ai

    paulomanrique
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    license
    C
    quality
    B
    maintenance
    MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.
    22
    GPL 3.0

  • mcp-database

    AimanFadillah
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL/MariaDB MCP server for running SELECT queries safely, with automatic read-only enforcement and query limits.
    3
    16
    MIT

  • AI Patent Search

    smythmyke
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    license
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    quality
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    maintenance
    MCP server for the AI Patent Search Generator — 11 tools for patent intelligence: dossier (claims, citations, family, classifications, examiner stats), prosecution (USPTO file wrappers), oa_analyze (AI Office Action analysis), search/query (Google Patents multi-strategy), similar, citations, family, examiner, cpc, balance. Install: npx -y patent-search-mcp-server
    11
    54
    2
    MIT