berry-rag
berry-rag is an MCP server, listed under model apis. It reaches openai and playwright. It needs OPENAI_API_KEY to authenticate. Its repository has 0 GitHub stars; we last read it on 2026-10-22.
This software repository provides a local RAG system integrating Playwright MCP for web scraping and vector database storage for Claude.
Install
MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. berry-rag’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.
What it reaches, and what it needs
Maintenance
A complete local RAG (Retrieval-Augmented Generation) system that integrates Playwright MCP web scraping with vector database storage for Claude.
berry-rag compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| berry-rag (this page) | openai, playwright | OPENAI_API_KEY | 0 | 2025-06-23 | — |
| paperbanana | atlascloud, google, openai(1 shared) | ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY | 2,412 | 2026-09-17 | MIT |
| ms-365-mcp-server | ms365, openai(1 shared) | MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY | 1,068 | 2026-10-23 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| flama | anthropic, openai(1 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
| mcp-ragdocs | openai, qdrant(1 shared) | OPENAI_API_KEY, QDRANT_API_KEY | 265 | 2025-07-18 | MIT |
Ranked by services in common with berry-rag, then by stars. Figures are from each repository when we last read it.
Common questions about berry-rag
- What does berry-rag do?
- This software repository provides a local RAG system integrating Playwright MCP for web scraping and vector database storage for Claude.
- How do I install berry-rag?
- Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/berrydev-ai/berry-rag
- What does berry-rag connect to, and what does it need?
- It reaches openai and playwright. The credentials we found in its source are OPENAI_API_KEY.
- Is berry-rag official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 0 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2025-06-23.
- What licence does berry-rag use?
- The repository metadata we read does not state a licence, so check the repository before you rely on it.
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