Kapa Inspired RAG
Rank #53,391pulsemcp/ayanarshad02-kapa-rag
Multi-tenant documentation RAG system with hybrid retrieval, reranking, and an MCP server interface.
What you can do with Kapa Inspired RAG
Kapa Inspired RAG is a Model Context Protocol (MCP) server published by ayanarshad02. It ranks #53,391 of 151,203 active servers on MCP Toplist, and its repository has 8 GitHub stars. Kapa Inspired RAG is listed on PulseMCP; no version information is available from the registries that list it or from its repository. It was first listed on Jun 1, 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 Kapa Inspired RAG 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 Kapa Inspired RAG
No registry MCP Toplist tracks declares this server’s credentials or configuration, and it has no public endpoint to probe. Check the repository README before installing.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Kapa Inspired RAG 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.
What changed, and when this was checked
- First listed
- Jun 1, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- None — no registry declares requirements and there is no public endpoint to probe
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Aug 31, 2026
- PulseMCP ↗listed since Jun 1, 2026 · still listed
Do you maintain Kapa Inspired RAG? 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 97,812 of 151,203 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/pulsemcp%2Fayanarshad02-kapa-rag)<a href="https://mcptoplist.com/server/pulsemcp%2Fayanarshad02-kapa-rag"><img src="https://mcptoplist.com/badge/pulsemcp%2Fayanarshad02-kapa-rag.svg" alt="MCP Toplist: Top 50% of 151,203" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Kapa Inspired RAG?
- Kapa Inspired RAG is maintained by ayanarshad02, which publishes 1 MCP server tracked on MCP Toplist.
- Is Kapa Inspired RAG listed on the Official MCP Registry?
- Kapa Inspired RAG is not on the Official MCP Registry. It is listed on PulseMCP.
- How many versions does Kapa Inspired RAG have?
- Version information is unavailable for Kapa Inspired RAG: 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 Kapa Inspired RAG?
- The source code for Kapa Inspired RAG is hosted at github.com/ayanarshad02/kapa-inspired-rag-mcp.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.