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Agentic RAG: Understanding or Exploring Its Meaning and Applications

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  • Why this server?

    This server provides AgentQL's data extraction capabilities enabling AI agents to get structured data from unstructured web sources. Useful for building Agentic RAG pipelines.

    AgentQL MCP Server

    tinyfish-io
    Verified
    A
    security
    A
    license
    A
    quality
    A server that provides AgentQL's data extraction capabilities enabling AI agents to get structured data from unstructured web
    1
    183
    28
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    This server offers a comprehensive set of tools, including web resources and file systems interaction, which can be used for RAG pipelines and by agents.

    MCP Toolkit

    zxfgds
    -
    security
    F
    license
    -
    quality
    A comprehensive Model Context Protocol server implementation that enables AI assistants to interact with file systems, databases, GitHub repositories, web resources, and system tools while maintaining security and control.
    16
    TypeScript

  • Why this server?

    This server allows AI assistants to search and access documentation or codebases, enabling users to chat with code or docs by simply pointing to a git repository or folder. This is useful for building RAG pipelines for codebases.

    Docs MCP Server

    buger
    -
    security
    -
    license
    -
    quality
    A flexible Model Context Protocol server that makes documentation or codebases searchable by AI assistants, allowing users to chat with code or docs by simply pointing to a git repository or folder.
    2
    JavaScript

  • Why this server?

    Provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering. Useful for RAG.

    Chroma MCP Server
    official

    chroma-core
    Verified
    -
    security
    A
    license
    -
    quality
    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
    71
    Python
    Apache 2.0

  • Why this server?

    A modular dynamic API server based on the MCP protocol that provides rich tool capabilities for AI assistants while also reducing prompt token consumption.

    Dynamic API Server (MCP)

    1049861657
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    security
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    license
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    quality
    A modular dynamic API server based on the MCP protocol that provides rich tool capabilities for AI assistants while significantly reducing prompt token consumption.
    TypeScript

  • Why this server?

    This server helps large language models index, search, and analyze code repositories with minimal setup - useful in Agentic RAG.

    code-index-mcp

    johnhuang316
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup
    4
    Python
    • Apple
    • Linux

  • Why this server?

    A personal knowledge management system that transforms daily notes into organized, searchable knowledge using the Model Context Protocol - this is useful in Agentic RAG implementations.

    MCP Notes

    markacianfrani
    Verified
    A
    security
    F
    license
    A
    quality
    A personal knowledge management system that transforms daily notes into organized, searchable knowledge using the Model Context Protocol.
    9
    JavaScript

  • Why this server?

    Enhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.

    GPT Researcher MCP Server

    assafelovic
    -
    security
    A
    license
    -
    quality
    Enhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.
    65
    Python
    MIT License
    • Apple

  • Why this server?

    A server that enables LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and execute JavaScript in a real browser environment. It can be used to extract data from web pages.

    Playwright MCP Server

    pvinis
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and execute JavaScript in a real browser environment.
    29
    10
    1
    TypeScript
    MIT License

  • Why this server?

    MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of FHIR-based digital health solutions. The agentic part can be used to extract useful structured knowledge.

    MCP Server for Google Cloud Healthcare API

    Kartha-AI
    Verified
    A
    security
    A
    license
    A
    quality
    MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of FHIR-based digital health solutions, from smarter clinical workflows for Health Systems to Pre-Auth frameworks for Payers!
    15
    2
    JavaScript
    MIT License
    • Apple