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

  • Vector Search API

    Br0ski777
    A
    license
    Not graded
    quality
    D
    maintenance
    In-memory vector store with TF-IDF vectorization and cosine similarity search, paid per call via x402 micropayments.
    MIT

  • SEC Filings Vector Database

    nhochstetler
    -
    license
    Not graded
    quality
    C
    maintenance
    Turn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop.

  • Similarity Search MCP Server

    nexus-mcp-infra
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables stateless similarity search over pre-computed vector corpora using NMI and cosine fusion with entropy-calibrated weighting. Provides tools for ranking, scoring, outlier detection, and alpha calibration for AI agents.

  • AI Workstation Open Source

    zxhwolfe-dev
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables researching, verifying, comparing, and composing open-source AI projects with transparent evidence and uncertainty boundaries through read-only tools.
    2
    Apache 2.0

  • mcp-vector-search

    bobmatnyc
    F
    license
    Not graded
    quality
    D
    maintenance
    A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.
    56
  • 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

  • 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

  • Database Tools for Claude AI

    elber-code
    A
    license
    B
    quality
    D
    maintenance
    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    1
    0
    4
    MIT

  • Todo for AI MCP Server

    todo-for-ai
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    65
    Apache 2.0

  • open-search-mcp

    rockindahizzy
    A
    license
    Not graded
    quality
    D
    maintenance
    Web search, page fetching, and research from the terminal or any MCP client — no API key required.
    1
    MIT

  • source-coop-mcp

    yharby
    A
    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

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    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