# Crawl4AI RAG MCP Server

> Use this tool when you need to scrape websites and retrieve specific information, leveraging advanced web crawling and retrieval strategies to enhance AI agent knowledge. It solves problems related to data acquisition, information retrieval, and knowledge graph construction, providing inputs such as website URLs and outputs like structured data and relevant information. Ideal for use cases where AI agents require up-to-date, relevant, and accurate data from the web to inform their decision-making or coding assistance capabilities.

Canonical page: https://skillsregistry.net/skills/chillbruhhh-crawl4ai-mcp  
JSON: https://api.skillsregistry.net/v1/skills/chillbruhhh-crawl4ai-mcp

## Description

Provides AI agents and coding assistants with advanced web crawling and RAG capabilities, allowing them to scrape websites and leverage that knowledge through various retrieval strategies.

## Trust

- **Trust score (0–1):** 0.52
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** browser-automation
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/v6q87mzmb6)
- **Repository:** <https://github.com/Chillbruhhh/crawl4ai-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "chillbruhhh-crawl4ai-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/chillbruhhh-crawl4ai-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/chillbruhhh-crawl4ai-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt