RagCode MCP Server by doITmagic

MCP Servers Chevron right icon

RagCode

Provider

doITmagic

Classification

community

Est. Downloads

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.

282 (282 this week)

Released On

Nov 24, 2025

Popularity Ranking

Our estimate as to where this MCP server implementation ranks on the global leaderboard of usage.

#4,907 (#513 this week)

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

GitHub Repo (2 stars)

Related Servers

Qdrant Docs Rag

Hannes Rudolph

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

Classification

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

Est Downloads (All Time)

18.4k

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

Est Downloads (All Time)

516

Release Date

Dec 20, 2024

RAG Documentation

Rahul Retnan

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

Classification

community

Est Downloads (All Time)

7.2k

Release Date

Jan 26, 2025

Code Embeddings

David VC

A knowledge management tool for code repositories using vector embeddings.

Classification

community

Est Downloads (All Time)

2.8k

Release Date

Feb 17, 2025

RagRabbit

Marco D'Alia

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

Classification

community

Est Downloads (All Time)

485

Release Date

Feb 27, 2025

Docs RAG

kazuph

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

Classification

community

Est Downloads (All Time)

Release Date

Mar 9, 2025

RepoMix

Sho Yamada

Package codebases into AI-friendly single files with intelligent code structure preservation and token optimization.

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 13, 2025

RAG Documentation Search

Sander Kooger

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

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Mar 13, 2025

Repository to LLM Context

Criss Chan

Transform code repositories into LLM-friendly formats.

Classification

community

Est Downloads (All Time)

1.6k

Release Date

Mar 17, 2025

Qdrant Vector Database

Jimmy974

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

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 18, 2025

Local Code Search

Luoto Company

Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services,...

Classification

community

Est Downloads (All Time)

4.7k

Release Date

Mar 20, 2025

Codebase Insight

Tosin Akinosho

Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture...

Classification

community

Est Downloads (All Time)

4.4k

Release Date

Mar 20, 2025

Code Assistant

stippi

Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous...

Classification

community

Est Downloads (All Time)

16.5k

Release Date

Mar 20, 2025

RAGDocs (Vector Documentation Search)

Jumasheff

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

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 16, 2025

Files-DB

randomm

Provides a local vector database system for semantic code search with zero-configuration setup, real-time file...

Classification

community

Est Downloads (All Time)

848

Release Date

Mar 24, 2025

Code Context (Semantic Code Search)

Foad K

Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and...

Classification

community

Est Downloads (All Time)

2.5k

Release Date

Mar 25, 2025

SecretAgent

Tyler Kendrick

Parses local git repositories to generate tool descriptions, create Docker containers, and integrate CodeQL for...

Classification

community

Est Downloads (All Time)

—

Release Date

Jan 15, 2025

Qdrant Vector Database

ChangJun Park

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

Classification

community

Est Downloads (All Time)

141

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

Est Downloads (All Time)

7.4k

Release Date

Apr 4, 2025

CodeAlive

Provides a bridge to CodeAlive's platform for semantic code search, repository exploration, and context-aware chat...

Classification

official

Est Downloads (All Time)

10.5k

Release Date

Apr 28, 2025

Journal RAG

Estevao Mascarenhas

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

Classification

community

Est Downloads (All Time)

3.1k

Release Date

May 3, 2025

RAG Memory

ttommyth

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

Classification

community

Est Downloads (All Time)

1.3k

Release Date

May 25, 2025

RAG Context

notbnull

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

Classification

community

Est Downloads (All Time)

282

Release Date

Jun 5, 2025

Kodit

Helix.ML

Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid...

Classification

community

Est Downloads (All Time)

33.2k

Release Date

Jun 9, 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

Est Downloads (All Time)

2.8k

Release Date

Jun 12, 2025

Code Analysis

Johann-Peter Hartmann

Provides intelligent code analysis and semantic search for large codebases using TreeSitter parsing, PostgreSQL with...

Classification

community

Est Downloads (All Time)

706

Release Date

Jul 9, 2025

Code Audit (Ollama)

Warren Gates

Provides local code auditing using Ollama models to analyze security vulnerabilities, performance bottlenecks,...

Classification

community

Est Downloads (All Time)

556

Release Date

Jul 11, 2025

Crawl4AI RAG

Jason Guo

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

Classification

community

Est Downloads (All Time)

Release Date

Jul 31, 2025

XRAY Code Intelligence

Srijan Shukla

Progressive code intelligence and navigation capabilities for AI assistants through structural code analysis using...

Classification

community

Est Downloads (All Time)

5.5k

Release Date

Aug 6, 2025

KBDB

Luxter77

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

Classification

community

Est Downloads (All Time)

424

Release Date

Aug 15, 2025

Sourcerer

Stephen Mwangi

Indexes codebases using Tree-sitter parsing and vector embeddings to enable semantic code search through natural...

Classification

community

Est Downloads (All Time)

14k

Release Date

Aug 8, 2025

RepoMapper

pdavis68

Generates intelligent repository maps and code navigation by analyzing source code definitions, references, and...

Classification

community

Est Downloads (All Time)

9.3k

Release Date

Aug 20, 2025

Claude Context

Zilliz

Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural...

Classification

community

Est Downloads (All Time)

18.1k

Release Date

Aug 20, 2025

Claude Context Local

Farhan Ali Raza

Provides local semantic code search using EmbeddingGemma embeddings and FAISS vector indexing with intelligent AST...

Classification

community

Est Downloads (All Time)

18.1k

Release Date

Sep 7, 2025

CodeGraph

Jakedismo

Provides high-performance code intelligence and semantic search capabilities through RocksDB graph storage, FAISS...

Classification

community

Est Downloads (All Time)

3.8k

Release Date

Sep 12, 2025

Codebase RAG

allentcm

Provides semantic codebase search and file retrieval using CocoIndex embeddings and PostgreSQL with pgvector for...

Classification

community

Est Downloads (All Time)

1.3k

Release Date

Sep 9, 2025

Code Graph RAG

er77

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

Classification

community

Est Downloads (All Time)

3.9k

Release Date

Sep 15, 2025

DeepContext (Semantic Code Search)

Wildcard AI, Inc

Symbol-aware semantic search for large codebases

Classification

official

Est Downloads (All Time)

3.1k

Release Date

Sep 19, 2025

Semantic Context

Damian Pramparo

Provides semantic code search across large codebases using ChromaDB vector storage and configurable embeddings,...

Classification

community

Est Downloads (All Time)

424

Release Date

Sep 18, 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

Est Downloads (All Time)

282

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

Est Downloads (All Time)

901

Release Date

Oct 6, 2025

Local RAG

Shinsuke Kagawa

Local RAG for semantic document search without external API calls.

Classification

community

Est Downloads (All Time)

811

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

Est Downloads (All Time)

141

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

Est Downloads (All Time)

10.6k

Release Date

Oct 28, 2025

RiMCP Hybrid

Hur Lu

Combine lexical and semantic search for RimWorld modding code with hybrid RAG system using Lucene and embeddings

Classification

community

Est Downloads (All Time)

3.7k

Release Date

Nov 23, 2025

Code Sage

faxioman

Provides high-performance semantic code search combining BM25 keyword search with vector embeddings and RRF...

Classification

community

Est Downloads (All Time)

424

Release Date

Nov 17, 2025

MiniMax Coding Plan

MiniMax AI

Provides web search and image understanding capabilities optimized for code development workflows

Classification

official

Est Downloads (All Time)

565

Release Date

Nov 21, 2025

Ace Codebase Indexer

yeuxuan

Codebase indexing and semantic search with file traversal, gitignore support, and real-time monitoring

Classification

community

Est Downloads (All Time)

38.2k

Release Date

Nov 10, 2025

Greb

Intelligent code search for AI coding assistants

Classification

official

Est Downloads (All Time)

—

Release Date

Nov 20, 2025

MiniRAG

Stefan Witwicki

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

Classification

community

Est Downloads (All Time)

141

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

Est Downloads (All Time)

1.7k

Release Date

Nov 8, 2025

Snippets

Nitin Bansal

Stores and searches code snippets using semantic similarity combined with keyword matching, providing automatic...

Classification

community

Est Downloads (All Time)

141

Release Date

Dec 1, 2025