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

  • search-docs

    otolab
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.
    9
    2
    1
    MIT

  • US Government Open Data MCP

    lzinga
    A
    license
    A
    quality
    A
    maintenance
    MCP server + TypeScript SDK for 36 U.S. government data APIs — 188 tools. Treasury, FRED, Congress, FDA, CDC, FEC, lobbying, and more. Works with VS Code Copilot, Claude Desktop, Cursor.
    100
    108
    108
    MIT

  • mcp-server-db

    Nam088
    A
    license
    A
    quality
    B
    maintenance
    A universal MCP server enabling AI assistants to query and manage six database engines (Postgres, Redis, Elasticsearch, MySQL, MongoDB, LDAP) through 113+ tools with read-only safety and fault tolerance.
    100
    41
    82
    MIT

  • Gitlab MCP Server

    jmrplens
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    A
    quality
    A
    maintenance
    Model Context Protocol (MCP) server for GitLab — exposes 1006 GitLab REST & GraphQL API operations as MCP tools (42 meta-tools / 57 enterprise), 24 resources, 38 prompts, and 17 completion types for AI assistants. Written in Go, single static binary, stdio and HTTP transport.
    2
    31
    MIT
  • FoundRole MCP by foundrole

    FoundRole MCPofficial

    foundrole
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search live jobs, view full details, save and track applications in a Kanban board, set follow-up reminders, and subscribe to job alerts—no account needed for searching.
    20
    254
    MIT

  • perplexity-web-mcp

    quequiere
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    3
    34
    8
    MIT

  • material-web-mcp

    shanthropic
    A
    license
    A
    quality
    C
    maintenance
    Provides programmatic access to Material Web documentation and components for AI agents, enabling documentation search, template generation, and HTML validation.
    7
    16
    1
    MIT
  • PatternFly MCP Server by patternfly

    PatternFly MCP Serverofficial

    patternfly
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    license
    A
    quality
    A
    maintenance
    Provides access to PatternFly React documentation, development rules, and component schemas through MCP tools, enabling AI assistants to help developers build applications with PatternFly components following best practices.
    2
    864
    3
    MIT

  • INDUSS Research Intelligence

    viraj43
    F
    license
    A
    quality
    B
    maintenance
    Provides an institutional research backend for AI assistants, with 15 tools for company, financial, funding, competitor, industry, and news intelligence, plus Markdown/PDF report generation, featuring deterministic source routing, extraction, validation, and citation generation.
    15

  • MCP-IQWiki

    BrainDAO
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that allows AI assistants and applications to access IQ.wiki data, enabling retrieval of specific wikis, user-created wikis, user-edited wikis, and detailed wiki activities.
    5
    22
    2
    MIT

  • MCP-ODOS

    BrainDAO
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI assistants and applications to interact with decentralized exchanges (DEXs), allowing users to get quotes for token swaps and execute swap transactions.
    3
    20
    1
    MIT