Crawl4AI RAG MCP Server by Jason Guo

MCP Servers Chevron right icon

Crawl4AI RAG

Provider

Jason Guo

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.

3.1k

Released On

Jul 31, 2025

Popularity Ranking

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

#2,257 (#3,295 this week)

Combines web crawling with vector search to enable content extraction, semantic indexing, and retrieval-augmented generation over web-based documentation and code repositories.

GitHub Repo (21 stars)

Related Servers

Search1API

fatwang2

Execute web searches, news queries, and content extraction.

Classification

community

Est Downloads (All Time)

10.4k

Release Date

Nov 26, 2024

Tavily Search

RamXX

Search and retrieve AI-enhanced web results via Tavily.

Classification

community

Est Downloads (All Time)

26.7k

Release Date

Dec 1, 2024

FireCrawl

Mendable

Integration with FireCrawl to provide advanced web scraping capabilities for extracting structured data from complex...

Classification

official

Est Downloads (All Time)

820k

Release Date

Dec 6, 2024

Apify RAG Web Browser

Apify

Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in...

Classification

official

Est Downloads (All Time)

29.7k

Release Date

Dec 6, 2024

Pinecone Vector DB

sirmews

Leverage Pinecone vector databases for semantic search and RAG.

Classification

community

Est Downloads (All Time)

9.5k

Release Date

Dec 8, 2024

Qdrant Docs Rag

Hannes Rudolph

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

Classification

community

Est Downloads (All Time)

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)

19.6k

Release Date

Dec 13, 2024

Google Search

mixelpixx

Integrates with Google Custom Search API and web scraping tools to enable web searches, content extraction, and...

Classification

community

Est Downloads (All Time)

1.3k

Release Date

Dec 19, 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)

525

Release Date

Dec 20, 2024

Markdown Web Crawl

JMH

Python-based web crawler extracts website content into markdown files, enabling efficient content aggregation and...

Classification

community

Est Downloads (All Time)

597

Release Date

Jan 7, 2025

Fetch with Images

kazuph

Integrates web scraping and image processing capabilities to fetch, extract, and optimize web content.

Classification

community

Est Downloads (All Time)

49.9k

Release Date

Jan 8, 2025

Jina AI

Joe Blockchain

Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural...

Classification

community

Est Downloads (All Time)

10.2k

Release Date

Jan 8, 2025

Web Content Extractor

Brian W. Smith

Extracts and processes web content using TypeScript, Cheerio, and Turndown for tasks like scraping, summarization,...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Jan 8, 2025

Web Crawler

jitsmaster

Configurable web crawler that extracts structured content from websites while respecting robots.txt rules and...

Classification

community

Est Downloads (All Time)

149

Release Date

Jan 10, 2025

Doc Scraper (Jina.ai)

John George

Converts web documentation to clean markdown using Jina.ai's API, enabling easy transformation of online docs for...

Classification

community

Est Downloads (All Time)

1.2k

Release Date

Jan 21, 2025

JinaAI

Scott Spence

Extracts and processes web content for efficient parsing and analysis of online information

Classification

community

Est Downloads (All Time)

4.7k

Release Date

Jan 19, 2025

JinaAI Grounding

Scott Spence

Integrates JinaAI's content extraction and analysis capabilities for web scraping, documentation parsing, and text...

Classification

community

Est Downloads (All Time)

4.3k

Release Date

Jan 24, 2025

JinaAI Search

Scott Spence

Integrates JinaAI's search capabilities for web content discovery, information retrieval, and data extraction

Classification

community

Est Downloads (All Time)

4.3k

Release Date

Jan 24, 2025

Google Search

Fearghal Hayes

Integrates Google Search capabilities with web content extraction and screenshot functionality, enabling robust...

Classification

community

Est Downloads (All Time)

747

Release Date

Jan 26, 2025

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)

7.8k

Release Date

Jan 26, 2025

Firecrawl

Msparihar

Integrates with the Firecrawl API to enable web scraping and intelligent content searching for extracting structured...

Classification

community

Est Downloads (All Time)

298

Release Date

Feb 8, 2025

Google Custom Search

WeiDwonder

Integrates with Google Custom Search Engine to enable automated web crawling, content extraction, and search result...

Classification

community

Est Downloads (All Time)

18.4k

Release Date

Feb 8, 2025

Tavily

kshern

Integrates with the Tavily API to enable advanced search and content extraction operations, facilitating web research...

Classification

community

Est Downloads (All Time)

7.4k

Release Date

Feb 24, 2025

Firecrawl

Cody De Arkland

Integrates with the Firecrawl API to enable website crawling, content translation, and structured data extraction for...

Classification

community

Est Downloads (All Time)

149

Release Date

Feb 26, 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)

508

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

Est Downloads (All Time)

12.5k

Release Date

Feb 28, 2025

WebSearch Tools

m4s1t4

Integrates with web search APIs and crawling tools to enable internet-wide information retrieval, content extraction,...

Classification

community

Est Downloads (All Time)

149

Release Date

Mar 4, 2025

Crawlab

Crawlab Team

Integrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through...

Classification

official

Est Downloads (All Time)

896

Release Date

Mar 4, 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)

2.2k

Release Date

Mar 9, 2025

OpenAI WebSearch

Conecho

Enables AI assistants to search the web in real-time through OpenAI's websearch functionality, retrieving up-to-date...

Classification

community

Est Downloads (All Time)

19.3k

Release Date

Mar 12, 2025

Raccoon AI (LAM API)

Raccoon AI

Enables web browsing, data extraction, and task automation through Raccoon's LAM API, allowing users to search...

Classification

official

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

ReadThis (Documentation Retriever)

psikosen

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

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 14, 2025

Technical Documentation Search

Maitreya M

Provides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries...

Classification

community

Est Downloads (All Time)

149

Release Date

Mar 16, 2025

Azure AI Search

Farzad

Integrates with Azure AI Search to enable keyword, vector, and hybrid search capabilities for retrieving information...

Classification

community

Est Downloads (All Time)

7.9k

Release Date

Mar 17, 2025

Web Crawler

orange-fruit01

Enables web crawling capabilities for extracting website content in markdown format, containerized with Docker for...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 17, 2025

Web Research

PhialsBasement

Enables AI web browsing through Google search, webpage extraction, and screenshot capture tools with session...

Classification

community

Est Downloads (All Time)

Release Date

Mar 18, 2025

Crawl4AI (Web Scraping & Crawling)

Ritvij Kumar Sharma

Integrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval,...

Classification

community

Est Downloads (All Time)

3.9k

Release Date

Mar 6, 2025

OpenAI Agents

Eric Wang

Exposes OpenAI's agent capabilities for web search, file search, and computer actions through specialized agents and...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Mar 18, 2025

FireCrawl

Mendable

Enables web scraping, crawling, and data extraction through the FireCrawl API with configurable parameters for...

Classification

official

Est Downloads (All Time)

—

Release Date

Mar 18, 2025

Search1API

fatwang2

Integrates with Search1API to enable web searches, website crawling, and content extraction with configurable...

Classification

community

Est Downloads (All Time)

149

Release Date

Mar 19, 2025

Jina AI Web Search

GARCHENG

Integrates with Jina AI's web search and content fetching APIs, enabling web searches and URL content extraction for...

Classification

community

Est Downloads (All Time)

747

Release Date

Mar 12, 2025

Shared Knowledge RAG

Junichi Kato

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

Classification

community

Est Downloads (All Time)

597

Release Date

Mar 20, 2025

Scrapling Fetch

cyberchitta

Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels...

Classification

community

Est Downloads (All Time)

7.8k

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

Est Downloads (All Time)

3.7k

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

Est Downloads (All Time)

1.2k

Release Date

Feb 22, 2025

Scrappey

pim97

Bridges AI models with Scrappey's web automation platform, enabling browser session management, HTTP requests, and...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 21, 2025

Research Multi-API Search

riii111

Combines multiple search APIs (Brave Search, Tavily Search, and Wikipedia) to intelligently route queries based on...

Classification

community

Est Downloads (All Time)

Release Date

Mar 14, 2025

Web Content Explorer

wolfyy970

Fetches and explores web content with recursive link-following capabilities, using a dual-strategy approach with...

Classification

community

Est Downloads (All Time)

Release Date

Mar 22, 2025

AgentQL

Tiny Fish

Extracts structured data from web pages based on natural language descriptions, converting website content into JSON...

Classification

official

Est Downloads (All Time)

8.3k

Release Date

Mar 15, 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

Tavily

Bridges AI systems with Tavily's web search and content extraction APIs, enabling real-time searches with...

Classification

official

Est Downloads (All Time)

—

Release Date

Mar 24, 2025

Development Automation Server

Alexander Smirnov

Provides a development automation server with modular architecture for fetching web content, accessing documentation,...

Classification

community

Est Downloads (All Time)

Release Date

Feb 25, 2025

Web Content Pick

kilicmu

Extracts structured content from web pages using customizable selectors for crawling, parsing, and analyzing HTML...

Classification

community

Est Downloads (All Time)

5.7k

Release Date

Mar 5, 2025

DeepResearch

Ameer Alns

Provides a stateful web research system that iteratively explores topics using Firecrawl for searches and GPT-4 for...

Classification

community

Est Downloads (All Time)

3.4k

Release Date

Mar 5, 2025

WebSearch (Google)

Manh La

Provides real-time web search capabilities via a dedicated crawler service with configurable result limits, language...

Classification

community

Est Downloads (All Time)

7.5k

Release Date

Mar 25, 2025

Open Docs (Technical Documentation Search)

askme765cs

Crawls and indexes technical documentation sites with multi-language support using jieba-wasm and Lunr.js for...

Classification

community

Est Downloads (All Time)

Release Date

Mar 25, 2025

Docs Scraper

felores

Scrapes web-based documentation through multiple crawling strategies like sitemap traversal and menu navigation,...

Classification

community

Est Downloads (All Time)

298

Release Date

Mar 25, 2025

RSS Crawler

mshk

Fetches, parses, and stores RSS feeds in a SQLite database, enabling seamless news and article retrieval for language...

Classification

community

Est Downloads (All Time)

2.5k

Release Date

Mar 17, 2025

One Search

zac ma

Provides a unified search and web scraping platform that integrates multiple search providers like SearxNG and...

Classification

community

Est Downloads (All Time)

9.4k

Release Date

Mar 18, 2025

Documentation Crawler

Jason Ruan

Documentation crawler service that fetches and serves technical documentation from specified sources, enabling access...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 28, 2025

Search Intent AI

gh-captainChaozi

Detects search intent for SEO-related workflows.

Classification

community

Est Downloads (All Time)

4.5k

Release Date

Mar 31, 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)

7.8k

Release Date

Apr 4, 2025

Dumpling AI

Provides a bridge to Dumpling AI's data extraction API for performing web searches, scraping content, extracting...

Classification

official

Est Downloads (All Time)

5.1k

Release Date

Mar 26, 2025

ArcKnowledge (Custom RAG)

SEANLON

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

Classification

community

Est Downloads (All Time)

298

Release Date

Apr 9, 2025

Brave Deep Research

suthio

Combines Brave Search with web scraping to provide deep research capabilities by extracting full content from pages...

Classification

community

Est Downloads (All Time)

1.7k

Release Date

Mar 10, 2025

Document Crawler & Search

Ali Davoodi

Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities...

Classification

community

Est Downloads (All Time)

4.6k

Release Date

Apr 13, 2025

AI Cursor Scraping Assistant

The Web Scraping Club

Streamlines web scraper development for e-commerce sites by analyzing website structure, detecting anti-bot...

Classification

community

Est Downloads (All Time)

6.4k

Release Date

Apr 13, 2025

Documentation Search

Satadru Chanda

Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex,...

Classification

community

Est Downloads (All Time)

448

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

Est Downloads (All Time)

—

Release Date

Apr 14, 2025

Web Search and Semantic Similarity

DeepSpring AI

Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content...

Classification

community

Est Downloads (All Time)

298

Release Date

Apr 17, 2025

Browser Scraping & Search

Raghu6798

Enables web scraping, internet searching, and local file interactions through Playwright, Firecrawl, and Tavily...

Classification

community

Est Downloads (All Time)

298

Release Date

Apr 20, 2025

Browser Use

Pietro Zullo

Enables AI to automate web browsing tasks through a unified interface that accepts natural language instructions for...

Classification

community

Est Downloads (All Time)

5.2k

Release Date

Apr 21, 2025

Crawl4ai Web Crawler

Ken Ye

Provides a bridge to the Crawl4ai web crawling service, enabling extraction of website content with configurable...

Classification

community

Est Downloads (All Time)

597

Release Date

Apr 21, 2025

Cloudflare AutoRAG

Cloudflare

Create fully-managed RAG pipelines to power your AI applications with accurate and up-to-date information.

Classification

official

Est Downloads (All Time)

34.7k

Release Date

May 1, 2025

WebforAI Text Extractor

Yuta Kobayashi

Extracts and processes web page content into clean, readable markdown format for research and information gathering

Classification

community

Est Downloads (All Time)

298

Release Date

May 3, 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)

3.3k

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

Est Downloads (All Time)

290k

Release Date

May 4, 2025

Crawl4AI

Bjorn Melin

Provides web scraping and crawling capabilities for extracting content from single pages, conducting multi-page...

Classification

community

Est Downloads (All Time)

—

Release Date

May 5, 2025

Deep Research (Tavily)

Pink Pixel

Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to aggregate information from...

Classification

community

Est Downloads (All Time)

2.6k

Release Date

May 11, 2025

DocuMCP (RAG Documentation Server)

Yannick

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

Classification

community

Est Downloads (All Time)

272

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

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

Est Downloads (All Time)

1.5k

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

Est Downloads (All Time)

1.2k

Release Date

May 26, 2025

Better Fetch

flutterninja9

Fetches and processes web content with nested URL crawling capabilities. Transform any documentation site or web...

Classification

community

Est Downloads (All Time)

4.2k

Release Date

May 28, 2025

Lspace

Robin Spottiswoode

Transforms Git repositories into searchable knowledge bases through automated document processing, timeline tracking,...

Classification

community

Est Downloads (All Time)

1.2k

Release Date

May 31, 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)

298

Release Date

Jun 5, 2025

Web Scraper

navin4078

Provides web scraping capabilities through specialized tools for extracting text, links, images, tables, headlines,...

Classification

community

Est Downloads (All Time)

747

Release Date

Jun 7, 2025

CodeRAG

Jonathan Crabtree

Parses TypeScript, JavaScript, Java, and Python codebases into a Neo4J graph database to extract code entities,...

Classification

community

Est Downloads (All Time)

1.2k

Release Date

Jun 8, 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)

33.6k

Release Date

Jun 9, 2025

Web Crawler Data Bridge

Ben Caulfield

Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.

Classification

community

Est Downloads (All Time)

18.9k

Release Date

Jun 19, 2025

OpenAI SDK Knowledge

Kazuhiro Sera

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

Classification

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

Est Downloads (All Time)

—

Release Date

Jul 8, 2025

Archive Agent

Dr.-Ing. Paul Wilhelm

Semantic file tracker with OCR capabilities that indexes documents using vector search and natural language...

Classification

community

Est Downloads (All Time)

8.8k

Release Date

Jul 9, 2025

RAG Anything

Jesse Merhi

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

Classification

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

Est Downloads (All Time)

896

Release Date

Jul 16, 2025

CodeDox

Chris Scott

Crawls documentation websites and extracts code snippets using tree-sitter parsing, automatically categorizing and...

Classification

community

Est Downloads (All Time)

3.6k

Release Date

Jul 15, 2025

Crawl4AI

Cole Medin

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

Classification

community

Est Downloads (All Time)

448

Release Date

Jul 15, 2025

Content Core

Luis Novo

Extracts content from diverse media sources including URLs, documents, videos, audio files, and images using...

Classification

community

Est Downloads (All Time)

40.8k

Release Date

Jul 25, 2025

DocsScraper

Tane van Wifferen

Connects to the DocsScraper web API to provide semantic search across technical documentation and API references with...

Classification

community

Est Downloads (All Time)

149

Release Date

Jul 26, 2025

Contextual AI

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

Classification

official

Est Visitors (All Time)

22.2k

Release Date

Jul 31, 2025

Crawl4AI

omgwtfwow

Integrates with Crawl4AI to provide web crawling, content extraction, screenshot capture, PDF generation, and batch...

Classification

community

Est Downloads (All Time)

1.3k

Release Date

Jul 31, 2025

Crawl4AI

Nexus Digital Automations

Integrates Crawl4AI's async web crawler to extract webpage content in HTML or markdown formats, capture screenshots,...

Classification

community

Est Downloads (All Time)

149

Release Date

Aug 1, 2025

Business Analytics RAG

ANSH-RIYAL

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

Classification

community

Est Downloads (All Time)

448

Release Date

Aug 2, 2025

Tavily

James Kanyiri

Integrates with Tavily's web intelligence platform to provide real-time web search, URL content extraction,...

Classification

community

Est Downloads (All Time)

149

Release Date

Aug 10, 2025

Daniel LightRAG

Daniel Simpkins

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

Classification

community

Est Downloads (All Time)

2.4k

Release Date

Aug 8, 2025

Jina Web Search

hypersniper05

Provides web crawling and search capabilities through Jina AI's API with URL content extraction and semantic web...

Classification

community

Est Downloads (All Time)

448

Release Date

Aug 9, 2025

Search Scrape (SearXNG)

DevsHero

Combines SearXNG federated search with Rust-native content extraction to provide privacy-focused web search and...

Classification

community

Est Downloads (All Time)

Release Date

Aug 10, 2025

Apple Documentation AI

Noesis Reality LLC

Crawls and indexes Apple's technical documentation to provide natural language search across Swift, Objective-C, and...

Classification

community

Est Downloads (All Time)

—

Release Date

Aug 11, 2025

Spider Web Scraper

Bosegluon2

Provides web scraping capabilities using Puppeteer and Cheerio to search Bing, extract webpage content, and convert...

Classification

community

Est Downloads (All Time)

149

Release Date

Aug 14, 2025

Exa AI

Anush D'Souza

Integrates with Exa AI's search engine to provide real-time web searching, company research, LinkedIn profile...

Classification

community

Est Downloads (All Time)

149

Release Date

Aug 15, 2025

KBDB

Luxter77

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

Classification

community

Est Downloads (All Time)

448

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)

14.8k

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)

9.9k

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)

20k

Release Date

Aug 20, 2025

Firecrawl

Supercorp

Integrates with Firecrawl API to provide web scraping and search capabilities, enabling extraction of markdown...

Classification

community

Est Downloads (All Time)

Release Date

Aug 21, 2025

Multi-Agent Research Sandbox

sjtu-sai-agents

Multi-layered sandbox that combines Google search, web content parsing, and ArXiv paper processing with configurable...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Aug 23, 2025

Tavily

MertAtesmen

Integrates with Tavily API to provide web search, content extraction, website crawling, and URL mapping capabilities...

Classification

community

Est Downloads (All Time)

—

Release Date

Aug 20, 2025

Flexible GraphRAG

stevereiner

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

Classification

community

Est Downloads (All Time)

11.4k

Release Date

Aug 5, 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)

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

Est Downloads (All Time)

17k

Release Date

Jul 21, 2025

AnyCrawl

AnyCrawl Team

Integrates with the AnyCrawl API to provide web scraping and crawling capabilities with configurable depth limits,...

Classification

official

Est Downloads (All Time)

661

Release Date

Sep 15, 2025

Grok Vision OCR

7etsuo

Integrates xAI's Grok vision model with Tesseract OCR to provide image analysis and text extraction from URLs or...

Classification

community

Est Downloads (All Time)

896

Release Date

Sep 16, 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)

298

Release Date

Sep 30, 2025

Dumpling AI

Integrates with Dumpling AI's platform to provide web scraping, search, document conversion, multimedia processing,...

Classification

official

Est Downloads (All Time)

—

Release Date

Sep 28, 2025

Documentation Search (Groq + Serper)

AIwithhassan

Combines web search through Serper API with Groq's language models to intelligently extract and structure clean,...

Classification

community

Est Downloads (All Time)

298

Release Date

Oct 7, 2025

Parallel Search

Parallel Web Systems

Highly accurate web search built for AI

Classification

official

Est Visitors (All Time)

18.6k

Release Date

Oct 10, 2025

Local RAG

Shinsuke Kagawa

Local RAG for semantic document search without external API calls.

Classification

community

Est Downloads (All Time)

1.4k

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)

149

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)

11.6k

Release Date

Oct 28, 2025

Scraper

cotdp

Extracts content from websites through four core tools for HTML scraping, markdown conversion, text extraction, and...

Classification

community

Est Downloads (All Time)

597

Release Date

Oct 31, 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)

4.3k

Release Date

Nov 23, 2025

WebClone

Ruslan Magana

Website cloning engine with intelligent crawling, asset downloading, PDF generation, authentication support, and...

Classification

community

Est Downloads (All Time)

149

Release Date

Nov 25, 2025

Jina Supabase RAG

Marty Martin

Crawls and indexes documentation websites using Jina AI Reader API and Crawl4AI for intelligent content extraction,...

Classification

community

Est Downloads (All Time)

149

Release Date

Nov 26, 2025

RagCode

doITmagic

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

Classification

community

Est Downloads (All Time)

298

Release Date

Nov 24, 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)

448

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)

747

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)

43.2k

Release Date

Nov 10, 2025

Cangje Docs

ystyle

Document scanning and search capabilities for indexing and querying large documentation repositories

Classification

community

Est Downloads (All Time)

298

Release Date

Nov 12, 2025

WebSearch

Undici77

Parallel web search across multiple search engines, social media platforms, and web archives with concurrent...

Classification

community

Est Downloads (All Time)

597

Release Date

Nov 16, 2025

MiniRAG

Stefan Witwicki

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

Classification

community

Est Downloads (All Time)

149

Release Date

Nov 29, 2025

WaterCrawl

Web crawling and scraping with search capabilities

Classification

community

Est Downloads (All Time)

Release Date

Apr 21, 2025

Ace Codebase Indexer

Leon2012

Automatically indexes and searches codebases using natural language queries, splitting project files into chunks and...

Classification

community

Est Downloads (All Time)

Release Date

Nov 30, 2025

Multi-Agent Deep Researcher

anubhav-77-dev

Orchestrates three specialized agents (web searcher, research analyst, and technical writer) using CrewAI to automate...

Classification

community

Est Downloads (All Time)

149

Release Date

Nov 8, 2025

Twig RAG Agents

Twig

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

Classification

official

Est Visitors (All Time)

598

Release Date

Nov 4, 2025

Crew Risk

DeeppathAI

Evaluates websites for crawling compliance and safety by analyzing robots.txt files, detecting anti-crawling...

Classification

community

Est Downloads (All Time)

448

Release Date

Nov 3, 2025

Neo4j GraphRAG

Jean-Marc Guerin

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

Classification

community

Est Downloads (All Time)

149

Release Date

Dec 2, 2025