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"Chat with RAG (Retrieval-Augmented Generation)" matching MCP servers:

  • Agentic RAG MCP

    enached134-ctrl
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    quality
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    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.
    Last updated
    3
    1
    MIT

  • rag-mcp

    NextLevelManagementAdvisors
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    quality
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    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.
    Last updated
    4
    AGPL 3.0

  • google-drive-rag-mcp

    asamiile
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    quality
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    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.
    Last updated
    4
    MIT
  • Beever Atlas by Beever-AI

    Beever Atlasofficial

    Beever-AI
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    quality
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    maintenance
    Turns team chat (Slack, Discord, MS Teams, Mattermost) into a living knowledge base - a typed knowledge graph plus auto-generated wiki - exposed to AI agents through a 28-tool MCP server with semantic search, expert finding, and decision tracing.
    Last updated
    28
    433
    Apache 2.0

  • toolkit-mcp-server

    cyanheads
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    quality
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    maintenance
    A Model Context Protocol server that provides LLM Agents with a comprehensive toolset for IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.
    Last updated
    5
    137
    18
    Apache 2.0

  • oxidize-pdf

    bzsanti
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    quality
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    maintenance
    Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder pages; manage form fields and annotations; encrypt documents. Runs locally via uvx oxidize-mcp.
    Last updated
    12
    4
    MIT

  • codebase-bridge-mcp

    EDMMY
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    license
    A
    quality
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    maintenance
    A read-only MCP server that lets a Claude chat explore your local repository and answer questions about it, returning synthesized answers with file:line references.
    Last updated
    3
    1
    MIT

  • mnemostack

    udjin-labs
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    license
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    quality
    B
    maintenance
    Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend.
    Last updated
    5
    6
    Apache 2.0

  • uniprot-mcp

    fzlzjerry
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    quality
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    maintenance
    MCP server that exposes the UniProt REST API to LLM clients, enabling search and retrieval of protein data via tools like search_uniprotkb, get_entry, and map_ids.
    Last updated
    7
    MIT

  • mcp-pandas

    devantage
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    license
    A
    quality
    B
    maintenance
    Enables data analysis on CSV/Excel files using pandas. Supports profiling, column interpretation, sandboxed code execution, and interactive chart generation.
    Last updated
    4
    MIT

  • mcp-server-peecai

    thein-art
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    license
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    quality
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    maintenance
    Track how your brand appears in AI-generated answers across ChatGPT, Perplexity, and other AI models. Analyze visibility, sentiment, citations, and domain rankings with 31 tools — including analytics reports, chat inspection, query analysis, and full CRUD for brands, prompts, tags, and topics.
    Last updated
    17
    82
    2
    MIT