# BerryRAG

> Use this tool when you need to build searchable knowledge bases from web content, and integrate web scraping capabilities with a local vector database. BerryRAG solves problems of information retrieval and knowledge base construction by allowing users to index and query web data with multiple embedding providers. It takes in web content and outputs a searchable database with Claude-optimized context formatting, ideal for use cases requiring efficient information extraction and querying.

Canonical page: https://skillsregistry.net/skills/berrydev-ai-berry-rag  
JSON: https://api.skillsregistry.net/v1/skills/berrydev-ai-berry-rag

## Description

A local vector database RAG system that integrates with Playwright MCP for web scraping, enabling users to build searchable knowledge bases from web content with multiple embedding providers and Claude-optimized context formatting.

## Trust

- **Trust score (0–1):** 0.28
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

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

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/h5udlntni8)
- **Repository:** <https://github.com/berrydev-ai/berry-rag>

## 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": "berrydev-ai-berry-rag"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/berrydev-ai-berry-rag` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/berrydev-ai-berry-rag/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