Find worthwhile work
SkillDev toolsLets your agent find and verify worthwhile GitHub issues in the FastMCP backlog and suggest concrete picks with PR links.
Available today. Use it from your connected AI after setup.
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Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Find worthwhile work skill
About this capability
Find worthwhile FastMCP issues to work on in a backlog or release window, verify promising candidates, and present concrete picks with existing PR links.
What this skill tells your AI
The instructions your AI receives, as published by prefecthq/fastmcp in .agents/skills/triage/SKILL.md and read by ahel’s review.
Read AGENTS.md and CONTRIBUTING.md. Honor the requested scope. For "since the last patch," identify the release timestamp, then look for open issues created or substantively updated afterward. Use a bounded inventory internally; report truncation if it affects coverage.
Pick work with concrete user impact, a supported contract being violated, and a tractable causal fix. Do not rank solely by recency, comment count, or how small a proposed patch looks. Automated dashboard churn is not itself useful work.
For promising candidates:
- Read the report, comments, maintainer decisions, and prior bot investigation.
- Search related issues and PRs in all states, including gate-closed contributions. Closure alone says nothing about a fix's merit.
- Trace the relevant code and git history. Distinguish fixed on main, released on the affected line, and merely proposed.
- Verify the claimed contract and enough evidence to explain the cause. A proposed solution is a lead, not a diagnosis. Consider compatibility before calling a fix straightforward.
Lead with the strongest pick as soon as evidence supports it: link, what breaks, why it matters, where the cause is, and the next action. Include a few alternatives when useful. Do not turn selection into an exhaustive audit or a full review of every linked PR. Save continuation notes only when needed.
When the user chooses implementation, use fix-issue. For an assignment decision on an external contribution, use review-issue. Triage alone does not authorize public mutations or implementation.
Signals
- GitHub stars
- 28k
- Forks
- 2k
- Last commit
- Sep 2026
- Hacker News mentions
- 20
Advanced
- Catalog kind
- skill
- Gateway key
triage-prefecthq- Source
- github.com/prefecthq/fastmcp