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"Agentic RAG: Understanding or Exploring Its Meaning and Applications" matching MCP servers:

  • agentic-rag-knowledge

    jayanthlocam
    A
    license
    -
    quality
    B
    maintenance
    Agentic RAG Knowledge Assistant is a secure, tenant-isolated MCP server built with FastAPI, PostgreSQL, and pgvector that enables document ingestion, semantic retrieval, and vector search over PDF, DOCX, and text files through authenticated MCP tools.
    MIT

  • bricks-and-context

    laraib-sidd
    A
    license
    -
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • local-rag-mcp

    Orax0001
    A
    license
    -
    quality
    C
    maintenance
    A privacy-preserving local RAG system integrated with MCP, enabling natural language queries over ingested documents and a SQLite database through vector search and local database tools.
    MIT

  • MCP RAG Server

    egara
    A
    license
    -
    quality
    B
    maintenance
    Connects to a PostgreSQL database (pgvector) to perform semantic retrieval via the search_documents tool, returning raw document snippets for LLM synthesis.
    1
    GPL 3.0

  • MCP Database Connector +

    keerthivanan
    A
    license
    -
    quality
    B
    maintenance
    Enables natural language queries to a company database through the Model Context Protocol, with read-only enforcement and agentic error recovery.
    MIT

  • Agentic AI System with MCP

    pratyush-usc-mba
    F
    license
    -
    quality
    D
    maintenance
    Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.

  • Codebase RAG MCP Server

    allentcm
    F
    license
    -
    quality
    D
    maintenance
    Enables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.
    16

  • MCP RAG Assistant

    1jelly7
    F
    license
    -
    quality
    C
    maintenance
    Enables RAG (Retrieval-Augmented Generation) with tools for vector search, document access, and OpenAI integration, plus MySQL storage and file system operations via MCP.

  • Astra MCP Server

    smatiolids
    A
    license
    -
    quality
    C
    maintenance
    Enables interaction with DataStax Astra DB through the Model Context Protocol. Provides database connectivity and operations for Astra DB instances via secure token-based authentication.
    1
    MIT

  • MCP AI Service Platform

    dkb12138ggg
    A
    license
    -
    quality
    D
    maintenance
    A powerful AI service platform that provides complete MCP tool calling capabilities and RAG knowledge base functionality, enabling users to connect to multiple MCP servers and perform intelligent document search.
    Apache 2.0

  • GLC MCP Platform

    glc-rag
    A
    license
    -
    quality
    C
    maintenance
    MCP server platform enabling agents to self-register and access geo MCP tools (read-only geo_entities) plus hello ping services via a public MCP endpoint.
    MIT

  • pizza-analytics

    ferrerj
    A
    license
    -
    quality
    C
    maintenance
    Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to perform real-time analytical queries.
    MIT

  • Databases MCP Server (Access

    Carltk
    A
    license
    -
    quality
    D
    maintenance
    Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.
    MIT