PR Blocker Summarizer

SkillAI & models

Lets your agent summarize open pull requests into a standup digest that puts blocked items first.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the PR Blocker Summarizer skill

About this capability

Summarizes open pull requests into a blockers-first standup digest. Activates when the user asks to summarize open PRs, find blocked pull requests, generate a PR standup, or triage review backlog from a PR export.

What this skill tells your AI

The instructions your AI receives, as published by francyjglisboa/agent-skill-creator in references/examples/pr-blocker-summarizer/SKILL.md and read by ahel’s review.

Turn a JSON export of open pull requests into a blockers-first digest: which PRs are blocked (failing checks, requested changes, or stale), which are ready to merge, and a one-line count an agent can post to standup.

A bundled example skill — small but real, used to demonstrate the creator's validation, pipeline, and eval-rollout machinery.

Activation

Activates on "summarize open PRs", "what's blocking my PRs", "PR standup", "review backlog". Do not activate on general git/GitHub questions unrelated to triaging a set of PRs.

Input

A JSON array of PRs, each with title, state (open), checks (passing/failing), review (approved/changes_requested/pending), and age_days. Missing fields are treated conservatively (counted as not-blocked only when clearly ready).

Run

python3 scripts/run_pipeline.py --input prs.json --output digest.json

Output JSON shape:

{
  "total": 7,
  "blocked": [{"title": "...", "reasons": ["failing checks"]}],
  "ready": ["..."],
  "summary": "7 open · 3 blocked · 2 ready to merge"
}

Gotchas

  • blocked + ready does not equal total. A PR is ready only when checks is explicitly passing and review is explicitly approved. A PR with no blockers but a missing checks field lands in neither list and vanishes from both counts. Never narrate the summary line as if the two numbers account for every PR — say "N blocked, M ready" and leave the remainder unclaimed.
  • state is read from the input but never filtered on. A closed or merged PR left in the export is counted in total and classified like any open one. Filter the export before running if it may contain non-open PRs.
  • review: pending counts as blocked ("awaiting review"). A PR opened five minutes ago is reported as a blocker. This is intentional for standup triage, but it inflates the blocked count on teams that open PRs early.
  • A non-numeric age_days silently skips the stale check rather than erroring. An export with "age_days": "unknown" will never flag anything stale, and the digest gives no sign that the check did not run.

Anti-goals

  • Does not call the GitHub API; it works on an exported PR list.
  • Does not merge or comment on PRs; it only summarizes.

Signals

GitHub stars
2k
Forks
262
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
pr-blocker-summarizer
Source
github.com/francyjglisboa/agent-skill-creator