tuningfork
Rank #6,206glama/hhuang91/tuningfork
Exposes an agent skill debugging lab over MCP, letting an agent record model calls at the proxy, find the step where successful and failed runs diverge, fork and resample that step, and A/B test skill wording edits with confidence intervals and significance tests. It also enables live breakpoints, workspace snapshots, end-to-end restart of a recorded run, and token-level analysis of which token decided a step.
What you can do with tuningfork
tuningfork is a Model Context Protocol (MCP) server published by hhuang91. It ranks #6,206 of 152,040 active servers on MCP Toplist, and its repository has 1 GitHub stars. tuningfork is listed on Glama, with 6 release tags tracked from its GitHub repository. It was first listed on Oct 7, 2026 and most recently updated on Oct 24, 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 tuningfork 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 tuningfork
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 25, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect tuningfork 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
- Oct 7, 2026
- Latest release tag
- Oct 24, 2026
- Version history
- 6 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 25, 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 25, 2026
- Glama ↗listed since Oct 7, 2026 · still listed
Do you maintain tuningfork? to correct or enrich this profile.
GitHub releases (6)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.6.0 | Oct 24, 2026 |
| v0.5.0 | Oct 23, 2026 |
| v0.4.0 | Oct 21, 2026 |
| v0.3.0 | Oct 19, 2026 |
| v0.2.3 | Oct 19, 2026 |
| v0.2.2 | Oct 18, 2026 |
Ranks ahead of 145,834 of 152,040 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%2Fhhuang91%2Ftuningfork)<a href="https://mcptoplist.com/server/glama%2Fhhuang91%2Ftuningfork"><img src="https://mcptoplist.com/badge/glama%2Fhhuang91%2Ftuningfork.svg" alt="MCP Toplist: Top 5% of 152,040" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains tuningfork?
- tuningfork is maintained by hhuang91, which publishes 1 MCP server (6 total versions) tracked on MCP Toplist.
- Is tuningfork listed on the Official MCP Registry?
- tuningfork is not on the Official MCP Registry. It is listed on Glama.
- How many versions does tuningfork have?
- No registry surfaces explicit version metadata for tuningfork; MCP Toplist tracks 6 release tags from its GitHub repository, most recently published on Oct 24, 2026.
- Where can I find the source code for tuningfork?
- The source code for tuningfork is hosted at github.com/hhuang91/tuningfork.
Do you run this server?
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