mcp-confidence
Rank #39,630glama/shaxzodbek-uzb/mcp-confidence
Enables LLM agents to route responses as accept, verify, or ask-a-human based on token logprobs, and provides an MCP server for delegating generation to local models with confidence bands.
What you can do with mcp-confidence
mcp-confidence is a Model Context Protocol (MCP) server published by shaxzodbek-uzb. It ranks #39,630 of 144,396 active servers on MCP Toplist. mcp-confidence is listed on Glama, with 1 release tag tracked from its GitHub repository. It was first listed on Jun 20, 2026 and most recently updated on Aug 16, 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-confidence 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-confidence
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
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 mcp-confidence 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 mcp-confidenceyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Jun 20, 2026
- Latest release tag
- Aug 16, 2026
- Version history
- 1 release tag tracked (below)
- 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 Jun 20, 2026 · still listed
Do you maintain mcp-confidence? to correct or enrich this profile.
GitHub releases (1)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.2.0 | Aug 16, 2026 |
Ranks ahead of 104,766 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%2Fshaxzodbek-uzb%2Fmcp-confidence)<a href="https://mcptoplist.com/server/glama%2Fshaxzodbek-uzb%2Fmcp-confidence"><img src="https://mcptoplist.com/badge/glama%2Fshaxzodbek-uzb%2Fmcp-confidence.svg" alt="MCP Toplist: Top 50% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains mcp-confidence?
- mcp-confidence is maintained by shaxzodbek-uzb, which publishes 3 MCP servers (6 total versions) tracked on MCP Toplist.
- Is mcp-confidence listed on the Official MCP Registry?
- mcp-confidence is not on the Official MCP Registry. It is listed on Glama.
- How many versions does mcp-confidence have?
- No registry surfaces explicit version metadata for mcp-confidence; MCP Toplist tracks 1 release tag from its GitHub repository, most recently published on Aug 16, 2026.
- Where can I find the source code for mcp-confidence?
- The source code for mcp-confidence is hosted at github.com/shaxzodbek-uzb/mcp-confidence.
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.