MCP Prompt Optimizer
Rank #26,972glama/Bubobot-Team/mcp-prompt-optimizer
This MCP server provides research-backed prompt optimization tools and professional domain templates designed to improve AI performance through strategies like Tree of Thoughts and Medprompt. It enables users to analyze, auto-optimize, and refine prompts using advanced reasoning patterns and safety-critical alignment techniques.
What you can do with MCP Prompt Optimizer
MCP Prompt Optimizer is a Model Context Protocol (MCP) server published by Bubobot-Team. It ranks #26,972 of 150,963 active servers on MCP Toplist, and its repository has 25 GitHub stars. MCP Prompt Optimizer 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 19, 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 MCP Prompt Optimizer 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 MCP Prompt Optimizer
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 22, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect MCP Prompt Optimizer 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
- Jan 19, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 22, 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 22, 2026
- Glama ↗listed since Apr 26, 2026 · still listed
Do you maintain MCP Prompt Optimizer? 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 123,991 of 150,963 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%2FBubobot-Team%2Fmcp-prompt-optimizer)<a href="https://mcptoplist.com/server/glama%2FBubobot-Team%2Fmcp-prompt-optimizer"><img src="https://mcptoplist.com/badge/glama%2FBubobot-Team%2Fmcp-prompt-optimizer.svg" alt="MCP Toplist: Top 25% of 150,963" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains MCP Prompt Optimizer?
- MCP Prompt Optimizer is maintained by Bubobot-Team, which publishes 1 MCP server tracked on MCP Toplist.
- Is MCP Prompt Optimizer listed on the Official MCP Registry?
- MCP Prompt Optimizer is not on the Official MCP Registry. It is listed on Glama.
- How many versions does MCP Prompt Optimizer have?
- Version information is unavailable for MCP Prompt Optimizer: 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 MCP Prompt Optimizer?
- The source code for MCP Prompt Optimizer is hosted at github.com/Bubobot-Team/mcp-prompt-optimizer.
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.