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  • rag-mcp

    NextLevelManagementAdvisors
    A
    license
    A
    quality
    B
    maintenance
    Enables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.
    4
    AGPL 3.0

  • Agentic RAG MCP

    enached134-ctrl
    A
    license
    A
    quality
    A
    maintenance
    A multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.
    3
    1
    MIT

  • google-drive-rag-mcp

    asamiile
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    license
    A
    quality
    B
    maintenance
    A local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets, PDFs, and plain text with strict folder-scoping via service account authentication.
    4
    MIT

  • jlcpcb-search-mcp

    peterb154
    F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search JLCPCB's 450K+ electronic component catalog with real-time stock levels and pricing, supporting keyword search, filtering, and detailed component information.
    4
    5

  • brave-search-mcp

    dodou
    F
    license
    A
    quality
    D
    maintenance
    Enables Brave Search via MCP, deployed on Railway for seamless integration with AI agents.
    6

  • Semantic Search MCP

    bborbe
    A
    license
    A
    quality
    B
    maintenance
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    3
    2
    BSD 2-Clause "Simplified"

  • Autotask Search

    JM-Addington
    F
    license
    A
    quality
    D
    maintenance
    Enables LLMs to search and retrieve Autotask tickets, companies, and contacts using advanced semantic search and AI-powered reranking.
    11
    2

  • agy-search

    mrbruce516
    F
    license
    A
    quality
    C
    maintenance
    Wraps the local agy CLI into an MCP server to provide a web_search tool that enables Claude Code to perform real internet searches through Gemini/Google.
    1

  • docs-rag-mcp

    shrish346
    F
    license
    A
    quality
    C
    maintenance
    Searches local markdown files using TF-IDF retrieval and serves full documents as resources.
    1

  • selvin-search-mcp

    selvinchen97-lab
    F
    license
    A
    quality
    B
    maintenance
    A local web search MCP server supporting parallel, API, and model-based search modes, integrating Zhipu Web Search API and online models for real-time information retrieval.
    10

  • mcp-search-console

    apexradius
    A
    license
    A
    quality
    B
    maintenance
    Multi-account Google Search Console MCP server enabling AI assistants to query multiple GSC accounts by name in a single session, with support for OAuth and service accounts.
    17
    MIT

  • web-search-mcp

    bartdorlandt
    F
    license
    A
    quality
    B
    maintenance
    Provides a web search tool with citations by running Claude Code CLI in an isolated Docker container, enabling search even in environments without direct Anthropic web search support.
    1

  • MCP Server for Splunk

    deslicer
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    52
    27
    Apache 2.0