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"A search for symbols, quotes, and parentheses" matching MCP servers:

  • symbols-mcp by symbo-ls

    symbols-mcpofficial

    symbo-ls
    A
    license
    A
    quality
    D
    maintenance
    MCP server for the Symbols.app platform, enabling AI coding assistants to search docs, generate components, audit code, manage projects, and deploy via the smbls stack.
    28
    7,820
    1
    Creative Commons Attribution Non Commercial 4.0 International

  • mcp-for-docs

    shayonpal
    A
    license
    B
    quality
    F
    maintenance
    Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.
    3
    GPL 3.0
  • doc-search by SodaShikenn

    doc-searchofficial

    SodaShikenn
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
    MIT

  • search-papers

    Saidiibrahim
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation extraction, and bibliography export.
    45
    Apache 2.0

  • llmstxt-doc-search

    praveenc
    A
    license
    A
    quality
    A
    maintenance
    Live, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime.
    7
    37
    MIT

  • Smart Search MCP

    adminhuan
    A
    license
    A
    quality
    C
    maintenance
    Provides 14 enhanced intelligent search tools for both international platforms (GitHub, StackOverflow, NPM, etc.) and Chinese platforms (CSDN, Juejin, WeChat docs, etc.). Each tool includes smart URL generation, search tips, and related suggestions for comprehensive technical research.
    14
    55
    14
    MIT

  • MCP Server for OSCAL

    awslabs
    A
    license
    A
    quality
    C
    maintenance
    Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.
    40
    51
    Apache 2.0

  • MCP Codebase Symbols Server

    klimadev
    A
    license
    A
    quality
    D
    maintenance
    Analyzes codebases and extracts all symbols (functions, classes, methods, interfaces, etc.) from 10+ programming languages into LLM-optimized markdown format. Enables AI assistants to understand entire project structures efficiently without processing full source code.
    2
    11
    MIT

  • Documentation Search MCP

    gemini2026
    A
    license
    C
    quality
    C
    maintenance
    A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.
    23
    8
    MIT

  • Google AI Search MCP

    shariqriazz
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.
    65
    6
    MIT

  • Doc-Mind-Search

    fangkai00
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides MCP tools to count, list, and read local documents in formats like PDF, DOCX, Excel, HTML, and TXT, enabling natural language-driven document statistics and content inspection via qwen_agent.
    1
    MIT

  • OpenAPI Search MCP Server

    Sheepion
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to load, parse, and query OpenAPI/Swagger documentation from URLs with intelligent search across endpoints, schemas, and authentication methods. Provides 10 specialized tools for comprehensive API exploration including path details, operation lookups, and multi-criteria search capabilities.
    4