RAG Documentation

Provider

Rahul Retnan

Classification

Community classification icon community

Est. Downloads

Info icon
This is our estimate of how many downloads occurred of this server across the MCP ecosystem (not specific to any single platform). We use a mix of publicly available data, social signals, and more to feed an algorithm that drives this estimation.
7.6k

Released On

Jan 26, 2025

Popularity Ranking

Info icon
Our estimate as to where this MCP server implementation ranks on the global leaderboard of usage.
#1,080 (#5,134 this week)

Integrates Qdrant vector search with documentation retrieval to enable context-aware responses and semantic querying for enhanced knowledge access.

Related Servers

Minima (Local RAG)

dmayboroda

Search and retrieve context from local files for RAG.

Classification

Community icon

community

Est Downloads (All Time)

162k

Release Date

Nov 2, 2024

Qdrant

Qdrant

Store and retrieve vector-based memories for AI systems.

Classification

Official repository icon

official

Est Downloads (All Time)

138k

Release Date

Dec 2, 2024

Pinecone Vector DB

sirmews

Leverage Pinecone vector databases for semantic search and RAG.

Classification

Community icon

community

Est Downloads (All Time)

9.4k

Release Date

Dec 8, 2024

Qdrant Docs Rag

Hannes Rudolph

Real-time documentation context through vector-based search and retrieval via Qdrant.

Classification

Community icon

community

Est Downloads (All Time)

1.9k

Release Date

Dec 13, 2024

RAG Docs

qpd-v

Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access...

Classification

Community icon

community

Est Downloads (All Time)

19.1k

Release Date

Dec 13, 2024

QDrant RagDocs

Helton Teixeira

Integrates Retrieval-Augmented Generation using Qdrant vector database and embeddings to enable semantic search and...

Classification

Community icon

community

Est Downloads (All Time)

522

Release Date

Dec 20, 2024

PDF Search

stano

Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.

Classification

Community icon

community

Est Downloads (All Time)

438

Release Date

Dec 31, 2024

ChromaDB

privetin

Integrates ChromaDB vector database capabilities for efficient semantic document search, storage, and retrieval in...

Classification

Community icon

community

Est Downloads (All Time)

6.1k

Release Date

Dec 25, 2024

Qdrant Knowledge Graph

delorenj

Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying...

Classification

Community icon

community

Est Downloads (All Time)

1.8k

Release Date

Jan 30, 2025

Knowledge Base Retrieval

Jean Ibarz

Integrates with knowledge bases to enable efficient content retrieval and vectorization for question answering and...

Classification

Community icon

community

Est Downloads (All Time)

4.8k

Release Date

Feb 9, 2025

RagRabbit

Marco D'Alia

Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering...

Classification

Community icon

community

Est Downloads (All Time)

496

Release Date

Feb 27, 2025

Ragie

Ragie Corp

Integrates with Ragie's knowledge base retrieval system to enable efficient querying and information extraction from...

Classification

Official repository icon

official

Est Downloads (All Time)

12.3k

Release Date

Feb 28, 2025

Docs RAG

kazuph

Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript,...

Classification

Community icon

community

Est Downloads (All Time)

2.2k

Release Date

Mar 9, 2025

RAG Documentation Search

Sander Kooger

Provides semantic document search and retrieval through vector embeddings, enabling context-aware responses backed by...

Classification

Community icon

community

Est Downloads (All Time)

1.5k

Release Date

Mar 13, 2025

ReadThis (Documentation Retriever)

psikosen

Provides AI agents with direct access to up-to-date library documentation by retrieving content from specified URLs...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

Mar 14, 2025

Qdrant Vector Database

Jimmy974

Integrates with Qdrant vector database to provide semantic search capabilities for storing and retrieving information...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

Mar 18, 2025

Shared Knowledge RAG

Junichi Kato

Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and...

Classification

Community icon

community

Est Downloads (All Time)

584

Release Date

Mar 20, 2025

Inkeep RAG

Inkeep

Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation...

Classification

Official repository icon

official

Est Downloads (All Time)

3.5k

Release Date

Mar 13, 2025

OpenWebUI RAG

Welkon

Bridges Claude with OpenWebUI's API for document-based RAG capabilities, enabling file uploads and context-enhanced...

Classification

Community icon

community

Est Downloads (All Time)

1.2k

Release Date

Feb 22, 2025

Prem AI

Sayantan Das

Provides direct access to Prem AI's chat completions and RAG capabilities through tools for chat interactions,...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

Mar 22, 2025

Better Qdrant

wrediam

Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embedding services,...

Classification

Community icon

community

Est Downloads (All Time)

1.1k

Release Date

Mar 22, 2025

Qdrant Retrieve

Gergely Szerovay

Enables semantic search across multiple document collections using Qdrant vector database integration, allowing...

Classification

Community icon

community

Est Downloads (All Time)

190

Release Date

Mar 23, 2025

RAGDocs (Vector Documentation Search)

Jumasheff

Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

Mar 16, 2025

Qdrant with OpenAI Embeddings

Aman Singh

Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual...

Classification

Community icon

community

Est Downloads (All Time)

1k

Release Date

Mar 24, 2025

Qdrant Vector Database

ChangJun Park

Provides a vector database for storing and retrieving code snippets through semantic search using Docker containers...

Classification

Community icon

community

Est Downloads (All Time)

146

Release Date

Apr 1, 2025

GraphRAG

Riley Lemm

Combines Neo4j graph database and Qdrant vector database for powerful document search with semantic relevance and...

Classification

Community icon

community

Est Downloads (All Time)

7.6k

Release Date

Apr 4, 2025

ArcKnowledge (Custom RAG)

SEANLON

Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image...

Classification

Community icon

community

Est Downloads (All Time)

292

Release Date

Apr 9, 2025

RDF Explorer

Emeka Azuka Okoye

Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and...

Classification

Community icon

community

Est Downloads (All Time)

6.1k

Release Date

Apr 13, 2025

GroundX RAG

PRIXYY

Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge...

Classification

Community icon

community

Est Downloads (All Time)

146

Release Date

Apr 13, 2025

PDF RAG Search

Kevin Thomas

Enables AI to search and extract information from PDF documents through semantic search with FAISS vector indexing...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

Apr 14, 2025

Journal RAG

Estevao Mascarenhas

Enables semantic search through personal markdown journal entries using vector database technology for effortless...

Classification

Community icon

community

Est Downloads (All Time)

3.2k

Release Date

May 3, 2025

Crawl4AI RAG

Cole Medin

Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and...

Classification

Community icon

community

Est Downloads (All Time)

283k

Release Date

May 4, 2025

DocuMCP (RAG Documentation Server)

Yannick

RAG-enabled documentation server that integrates with vector databases to provide semantic search capabilities for...

Classification

Community icon

community

Est Downloads (All Time)

270

Release Date

May 19, 2025

Cloudflare AutoRAG

noops888

Enables AI systems to interact with Cloudflare's AutoRAG system for efficient document retrieval and contextual...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

May 23, 2025

RAG Memory

ttommyth

Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for...

Classification

Community icon

community

Est Downloads (All Time)

1.4k

Release Date

May 25, 2025

Multi-Document RAG

Anurag Bombarde

Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient...

Classification

Community icon

community

Est Downloads (All Time)

1.2k

Release Date

May 26, 2025

RAG Context

notbnull

Provides persistent memory and context management using local vector storage and SQLite database, enabling semantic...

Classification

Community icon

community

Est Downloads (All Time)

292

Release Date

Jun 5, 2025

Rust Local RAG

Mehmet Koray Sariteke

Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with...

Classification

Community icon

community

Est Downloads (All Time)

2.9k

Release Date

Jun 12, 2025

OpenAI SDK Knowledge

Kazuhiro Sera

Provides expert-level OpenAI API assistance through intelligent RAG capabilities with vector search, multi-language...

Classification

Community icon

community

Est Downloads (All Time)

1.9k

Release Date

Jul 6, 2025

OpenAI SDK Knowledge

Kazuhiro Sera

Provides expert-level OpenAI API guidance through a RAG-powered knowledge base that automatically collects and...

Classification

Community icon

community

Est Downloads (All Time)

Release Date

Jul 8, 2025

RAG Anything

Jesse Merhi

Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content...

Classification

Community icon

community

Est Downloads (All Time)

1.8k

Release Date

Jul 11, 2025

RAG-DuckDB

niksh06

Provides document processing and retrieval-augmented generation capabilities using DuckDB as the vector database...

Classification

Community icon

community

Est Downloads (All Time)

876

Release Date

Jul 16, 2025

Crawl4AI

Cole Medin

Provides advanced web crawling and RAG capabilities through Crawl4AI with semantic search, knowledge graph...

Classification

Community icon

community

Est Downloads (All Time)

438

Release Date

Jul 15, 2025

Contextual AI

Contextual AI

Bridges AI interfaces with Contextual AI's specialized agents to provide RAG capabilities, enabling query processing,...

Classification

Official repository icon

official

Est Visitors (All Time)

19.7k

Release Date

Jul 31, 2025

Crawl4AI RAG

Jason Guo

Combines web crawling with vector search to enable content extraction, semantic indexing, and retrieval-augmented...

Classification

Community icon

community

Est Downloads (All Time)

3.1k

Release Date

Jul 31, 2025

Business Analytics RAG

ANSH-RIYAL

Combines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval...

Classification

Community icon

community

Est Downloads (All Time)

438

Release Date

Aug 2, 2025

Daniel LightRAG

Daniel Simpkins

Connects to local LightRAG instances via HTTP API for document management, knowledge graph operations, hybrid...

Classification

Community icon

community

Est Downloads (All Time)

2.3k

Release Date

Aug 8, 2025

KBDB

Luxter77

PostgreSQL-backed RAG server that provides semantic search across document embeddings using pgvector, supporting...

Classification

Community icon

community

Est Downloads (All Time)

438

Release Date

Aug 15, 2025

Flexible GraphRAG

stevereiner

Provides semantic document search and knowledge graph capabilities through the Flexible GraphRAG system, integrating...

Classification

Community icon

community

Est Downloads (All Time)

11.1k

Release Date

Aug 5, 2025

Code Graph RAG

er77

Provides advanced code graph analysis through specialized agents for parsing, indexing, querying, and semantic search...

Classification

Community icon

community

Est Downloads (All Time)

4k

Release Date

Sep 15, 2025

Apple Developer Documentation (RAG)

BingoWon

Provides semantic search and retrieval for Apple Developer Documentation using vector similarity search, keyword...

Classification

Community icon

community

Est Downloads (All Time)

16.5k

Release Date

Jul 21, 2025

Oil & Gas RAG

kukuhtw

Provides oil and gas industry data access through MySQL storage with drilling events, production data, purchase...

Classification

Community icon

community

Est Downloads (All Time)

1.2k

Release Date

Sep 22, 2025

Repository GraphRAG

yumeiriowl

Uses LightRAG and Tree-sitter to build a repository knowledge graph from code and docs, for Q&A and implementation...

Classification

Community icon

community

Est Downloads (All Time)

292

Release Date

Sep 30, 2025

Qdrant

mhalder

Provides semantic search capabilities using a local Qdrant vector database and OpenAI embeddings for building private...

Classification

Community icon

community

Est Downloads (All Time)

974

Release Date

Oct 6, 2025

Godot Documentation RAG

lvsedeqinglvse

Processes Godot game engine documentation by converting RST files to Markdown, chunking text, generating embeddings,...

Classification

Community icon

community

Est Downloads (All Time)

730

Release Date

Oct 13, 2025

Local RAG

Shinsuke Kagawa

Local RAG for semantic document search without external API calls.

Classification

Community icon

community

Est Downloads (All Time)

1.1k

Release Date

Nov 2, 2025

RAG Document Search

NSANTRA

Provides document embedding, semantic search, and citation generation using ChromaDB vector storage with PDF...

Classification

Community icon

community

Est Downloads (All Time)

146

Release Date

Oct 22, 2025

RAG

kalicyh

Provides cloud-based document management and semantic search using OpenAI embeddings with in-memory vector storage,...

Classification

Community icon

community

Est Downloads (All Time)

10.7k

Release Date

Oct 28, 2025

RagCode

doITmagic

Privacy-first semantic code search using local Ollama and Qdrant vector storage for multi-language repository...

Classification

Community icon

community

Est Downloads (All Time)

292

Release Date

Nov 24, 2025

MiniRAG

Stefan Witwicki

Provides efficient retrieval-augmented generation through naive vector database querying and smart graph-based...

Classification

Community icon

community

Est Downloads (All Time)

146

Release Date

Nov 29, 2025

Codebase Index

ngotaico

Indexes codebases using Qdrant vector storage and Google Gemini embeddings to provide semantic search capabilities...

Classification

Community icon

community

Est Downloads (All Time)

1.8k

Release Date

Nov 8, 2025

Twig RAG Agents

Twig

Production grade RAG agents for enterprise knowledge management and document retrieval.

Classification

Official repository icon

official

Est Downloads (All Time)

Release Date

Nov 4, 2025

Neo4j GraphRAG

Jean-Marc Guerin

Combines vector similarity search, fulltext search, and search-augmented Cypher queries with automatic data...

Classification

Community icon

community

Est Downloads (All Time)

146

Release Date

Dec 2, 2025