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"Exploring RAG through defined workspaces" matching MCP servers:

  • 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
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    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

  • 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

  • oxidize-pdf

    bzsanti
    A
    license
    A
    quality
    A
    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.
    12
    4
    MIT

  • google-workspace-unlimited

    dipseth
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    license
    A
    quality
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    maintenance
    This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.
    7
    25
    Apache 2.0

  • mysql-mcp

    qxduddes
    F
    license
    A
    quality
    A
    maintenance
    Security-hardened, read-only MySQL MCP server that enables safe, read-only access to MySQL databases for running SELECT queries, exploring schemas, and sampling data via MCP clients.
    9

  • anki-mcp

    chadlis
    A
    license
    A
    quality
    B
    maintenance
    Enables reading and writing to your local Anki collection through AnkiConnect, allowing creation, update, and search of notes and decks from MCP clients like Claude Desktop.
    11
    MIT

  • minirag-mcp

    sfrangulov
    A
    license
    A
    quality
    A
    maintenance
    Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI, keeping data on-device.
    11
    2
    MIT

  • query-executor

    Nitesh-Nandan
    F
    license
    A
    quality
    C
    maintenance
    Enables AI agents to read and optionally write to PostgreSQL databases through a multi-project setup with schema inspection, query execution, and performance analysis tools.
    5

  • analytics-mcp-server

    kshitiz305
    A
    license
    A
    quality
    C
    maintenance
    Enables safe exploration and analysis of SQLite databases through guarded read-only queries, schema inspection, aggregations, and CSV imports.
    5
    MIT

  • rev-eng-cursor-regex-mcp

    blas0
    A
    license
    A
    quality
    C
    maintenance
    Enables fast literal and regex search over local workspaces using a sparse n-gram index for candidate pruning, with deterministic verification against file contents.
    8
    1
    MIT

  • OVS MCP

    ncleton-petitmaker
    A
    license
    A
    quality
    B
    maintenance
    Enables searching Official Vegan Shop products and managing your shopping cart through natural language, with secure local login.
    5
    MIT

  • Shortcuts MCP

    foxtrottwist
    A
    license
    A
    quality
    C
    maintenance
    Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, discovery, and management through AppleScript and CLI integration.
    3
    11
    MIT