Document Crawler & Search MCP Server by Ali Davoodi

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Document Crawler & Search

Provider

Ali Davoodi

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.

4.6k (148 this week)

Released On

Apr 13, 2025

Popularity Ranking

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

#1,693 (#820 this week)

Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs

GitHub Repo (30 stars)

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tolik-unicornrider

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Document Processing and YouTube Content Extraction

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Technical Documentation Search

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741

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Markdown Documentation Sidecar

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Exposes markdown documentation from NPM packages as accessible resources or tools, enabling direct access to package...

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Knowledge management system that builds a persistent semantic graph in markdown, locally.

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Provides AI assistants with access to documentation through a configurable server that converts HTML to Markdown and...

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24.7k

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Yuta Kobayashi

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

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community

Est Downloads (All Time)

296

Release Date

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287k

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Classification

community

Est Downloads (All Time)

Release Date

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ReviewWebsite

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Est Downloads (All Time)

422

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Est Downloads (All Time)

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Release Date

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Est Downloads (All Time)

Release Date

May 11, 2025

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Est Downloads (All Time)

831

Release Date

May 15, 2025

MkDocs Search

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community

Est Downloads (All Time)

511

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community

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1.2k

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May 26, 2025

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community

Est Downloads (All Time)

4.2k

Release Date

May 28, 2025

Kodit

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

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community

Est Downloads (All Time)

33.4k

Release Date

Jun 9, 2025

Read Website Fast

Just Every

Extracts web content and converts it to clean Markdown format using Mozilla Readability for intelligent article...

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community

Est Downloads (All Time)

9.5k

Release Date

Jun 12, 2025

Light Research

Code-Hex

Provides web content search and extraction through DuckDuckGo and GitHub Code Search APIs, converting web pages into...

Classification

community

Est Downloads (All Time)

Release Date

Jun 17, 2025

Jina AI Reader

jSwords91

Converts web pages into clean Markdown format using Jina AI's r.jina.ai service with automatic content caching, token...

Classification

community

Est Downloads (All Time)

148

Release Date

Jun 21, 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)

18.8k

Release Date

Jun 19, 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

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...

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community

Est Downloads (All Time)

445

Release Date

Jul 15, 2025

Document Automation

vedantparmar12

Automates codebase analysis and documentation generation for local directories or GitHub repositories, extracting...

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community

Est Downloads (All Time)

741

Release Date

Jul 13, 2025

GitBook

tcsenpai

Automatically scrapes and indexes GitBook documentation sites to provide searchable access to content with full-text...

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Est Downloads (All Time)

2.8k

Release Date

Jul 8, 2025

DocsScraper

Tane van Wifferen

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

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Est Downloads (All Time)

148

Release Date

Jul 26, 2025

Consistent DOCX

NextDoorLaoHuang-HF

Converts documents between DOCX and Markdown formats using local mammoth library for extraction and external API for...

Classification

community

Est Downloads (All Time)

113

Release Date

Jul 28, 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 RAG

Jason Guo

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

Classification

community

Est Downloads (All Time)

3.1k

Release Date

Jul 31, 2025

docs.rs

Yusuke Nakada

Integrates with crates.io and docs.rs to search Rust crates, retrieve README content, fetch documentation for...

Classification

community

Est Downloads (All Time)

678

Release Date

Aug 1, 2025

Atlas Vector Search Docs

Pat Wendorf

Provides semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings, enabling...

Classification

community

Est Downloads (All Time)

296

Release Date

Aug 1, 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)

148

Release Date

Aug 1, 2025

PDF Reader

Venelin Valkov

Extracts text from PDF files using Docling for document conversion, providing tools to list available PDFs and...

Classification

community

Est Downloads (All Time)

148

Release Date

Aug 4, 2025

Document Indexer

yairwein

Monitors local document folders and maintains a searchable vector index using LanceDB and sentence transformers,...

Classification

community

Est Downloads (All Time)

1.2k

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)

3.9k

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...

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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...

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community

Est Downloads (All Time)

148

Release Date

Aug 14, 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)

14.7k

Release Date

Aug 8, 2025

PDF2MD

Gavin Huang

Converts PDF files to Markdown format with incremental processing that resumes from existing page markers, supporting...

Classification

community

Est Downloads (All Time)

935

Release Date

Aug 20, 2025

Web Fetch

kazuph

Fetches and converts web pages to markdown format with automatic image extraction and proxy support for accessing...

Classification

community

Est Downloads (All Time)

2.2k

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

AnyDocs

funky1688

Transforms any documentation platform into a unified adapter supporting GitBook, Notion, Confluence, and generic...

Classification

community

Est Downloads (All Time)

—

Release Date

Aug 27, 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)

16.9k

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)

656

Release Date

Sep 15, 2025

Markdown Web Extractor

Vishwajeet Dabholkar

Extracts clean markdown content from web pages using headless Chrome browser, filtering out navigation and...

Classification

community

Est Downloads (All Time)

148

Release Date

Oct 6, 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)

992

Release Date

Oct 6, 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)

296

Release Date

Oct 7, 2025

Memex

jacquesbh

Manages a local knowledge base of technical guides and AI contexts using vector embeddings for semantic search,...

Classification

community

Est Downloads (All Time)

890

Release Date

Oct 12, 2025

Godot Documentation RAG

lvsedeqinglvse

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

Classification

community

Est Downloads (All Time)

741

Release Date

Oct 13, 2025

Local RAG

Shinsuke Kagawa

Local RAG for semantic document search without external API calls.

Classification

community

Est Downloads (All Time)

1.3k

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)

148

Release Date

Oct 22, 2025

Local Docs

Eugene Umputun

Provides seamless access to local markdown documentation from multiple sources with smart fuzzy search, file caching,...

Classification

community

Est Downloads (All Time)

1.3k

Release Date

Oct 24, 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)

10.7k

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)

593

Release Date

Oct 31, 2025

Cloudscape Design System Documentation

Praveen Chamarthi

Semantic search over AWS Cloudscape Design System documentation using vector embeddings and LanceDB to find relevant...

Classification

community

Est Downloads (All Time)

148

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)

148

Release Date

Nov 26, 2025

Cangje Docs

ystyle

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

Classification

community

Est Downloads (All Time)

296

Release Date

Nov 12, 2025

Docdex

bekirdag

Lightweight per-repository documentation indexer providing fast full-text search over local markdown and text files...

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community

Est Downloads (All Time)

741

Release Date

Nov 30, 2025

WaterCrawl

Web crawling and scraping with search capabilities

Classification

community

Est Downloads (All Time)

Release Date

Apr 21, 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)

1.8k

Release Date

Nov 8, 2025

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Florinel Chis

Provides intelligent search and retrieval capabilities for Magento 2 GraphQL API documentation by ingesting markdown...

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Est Downloads (All Time)

1.2k

Release Date

Nov 5, 2025

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Nitin Bansal

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

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community

Est Downloads (All Time)

148

Release Date

Dec 1, 2025

Libragen

Build searchable documentation libraries that ground AI assistants in accurate information

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community

Est Downloads (All Time)

296

Release Date

Dec 5, 2025

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Mihaela Mihaljevic Jakic

Local Apple documentation crawler with offline search across 263 frameworks

Classification

community

Est Downloads (All Time)

11k

Release Date

Dec 6, 2025