Skip to main content
Glama
72,260 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Using GitLab Semantic Search for Code Implementation" matching MCP servers:

  • 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

  • search-papers

    Saidiibrahim
    A
    license
    -
    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

  • Quantum Code Validator

    Qyusu
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that provides static validation and documentation lookup for quantum computing libraries, currently supporting PennyLane. It allows users to verify quantum code syntax and method usage against official library documentation to ensure correct implementation.
    MIT

  • 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

  • claude-code-docs

    jpsweeney97
    F
    license
    A
    quality
    B
    maintenance
    Searches Claude Code documentation via BM25 indexing, returning ranked snippets with category filtering. Enables fast, local search over official docs without full-document scans.
    4

  • 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

  • vibe-code-mcp

    arielaizn
    A
    license
    A
    quality
    C
    maintenance
    Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.
    9
    MIT

  • Semantic API

    peter-j-thompson
    A
    license
    B
    quality
    D
    maintenance
    Natural language API discovery MCP server. Search 700+ API capabilities across 163 current providers, get, exact endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
    3
    1
    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
    -
    quality
    C
    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.
    8
    6
    MIT