BerryRAG
Rank #102,871glama/berrydev-ai/berry-rag
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.
What you can do with BerryRAG
BerryRAG is a Model Context Protocol (MCP) server published by berrydev-ai. It ranks #102,871 of 144,396 active servers on MCP Toplist. BerryRAG is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Jan 8, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What BerryRAG can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using BerryRAG
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect BerryRAG and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
No task-specific alternatives are catalogued for BerryRAGyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Jan 8, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 16, 2026
- Glama ↗listed since Apr 26, 2026 · still listed
Do you maintain BerryRAG? to correct or enrich this profile.
Version information unavailable
The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 41,525 of 144,396 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fberrydev-ai%2Fberry-rag)<a href="https://mcptoplist.com/server/glama%2Fberrydev-ai%2Fberry-rag"><img src="https://mcptoplist.com/badge/glama%2Fberrydev-ai%2Fberry-rag.svg" alt="MCP Toplist: #102,871 of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains BerryRAG?
- BerryRAG is maintained by berrydev-ai, which publishes 4 MCP servers (5 total versions) tracked on MCP Toplist.
- Is BerryRAG listed on the Official MCP Registry?
- BerryRAG is not on the Official MCP Registry. It is listed on Glama.
- How many versions does BerryRAG have?
- Version information is unavailable for BerryRAG: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for BerryRAG?
- The source code for BerryRAG is hosted at github.com/berrydev-ai/berry-rag.
Do you run this server?
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