batch-bug-shepherd
FeaturedUse this skill to drive a batch of suspected bugs in microsoft/apm from raw issue list to mergeable PR queue. Fan out one triage subagent per issue (LEGIT / UNCLEAR / FIXED-AT-HEAD), gate every legit bug against PRINCIPLES.md via an apm-ceo strategic-alignment pass, cross-reference legit issues against open PRs, then open a fix PR (TDD + mutation-break gate) for greenfield bugs. Drive every PR -- community in-flight and own fix alike -- to mergeable by composing the shepherd-driver skill: one driver per PR runs the review panel, folds non-blocking recommendations, pushes (preserving author), and watches CI to green. Re-probe mergeability and resolve conflicts via shepherd-driver. Maintain a plan.md ground-truth table as canonical state. Activate when the maintainer asks to triage issues, sweep the bug queue, shepherd bug-flagged issues, run a weekly community sweep, or drive in-flight community PRs to merge -- even if "shepherd" or "batch" is not named.
Install
Quality Score: 91/100
Skill Content
Details
- Author
- microsoft
- Repository
- microsoft/apm
- Created
- 10 months ago
- Last Updated
- 2 days ago
- Language
- Python
- License
- MIT
Similar Skills
Semantically similar based on skill content — not just same category
shepherd-driver
Use only as the composed drive-to-merge stage of an APM batch orchestrator (batch-bug-shepherd, apm-issue-autopilot) that has already selected ONE open pull request in microsoft/apm. Do NOT use for user-facing requests to triage issues, sweep a queue, or open PRs -- the parent orchestrator owns those. Spawn one shepherd-driver subagent per PR: it classifies copilot-pull-request-reviewer[bot] inline review, runs the apm-review-panel, folds (by default) every recommendation inside the PR's stated scope, pushes to the head branch or a superseding PR that preserves authorship via commit trailers, watches CI to green, and iterates under fixed caps until ready-to-merge, advisory-with-deferred, superseded, or blocked. Also provides the cross-PR conflict-resolution and mergeability-gate phase. This is NOT a standalone entrypoint.
apm-issue-autopilot
Use this skill to drive any open microsoft/apm issue (bug, feature, docs, refactor, perf) from raw intake to a mergeable PR with triage as the central, paramount gate. Run the apm-triage-panel rubric per issue first, then present ONE consolidated triage review for the whole batch and escalate to the maintainer BY DEFAULT on any doubt (needs-design, decline, duplicate, defer, auto-handle, breaking- change, auth/security/governance surface, low arbiter confidence, unbounded scope, or a missing brief); only auto-implement clear, bounded, high-confidence accepts the maintainer approved. Then drive each accepted PR to mergeability batch-bug- shepherd style via the shepherd-driver loop: fold copilot + panel follow-ups by default, watch CI green, iterate under a bounded cap. Invoke MANUALLY, in-session, on an issue list or queue -- never by label or event. Activate when the maintainer asks to auto-tackle the issue queue, clear the backlog to PRs, or run issues to merge -- even if "autopilot" is not named.
autonomous-pr-driver
Autonomously drive a pull request to merge-ready — opening or attaching to it, then resolving automated code review (triage findings, fix the valid, reject the invalid, push, loop) and pinging a human to merge. Knows when to STOP: at diminishing returns (niche/trivial/contradictory findings, severity trending down, or review budget accruing) it declares the PR good-to-merge on substance and pauses rather than auto-looping to chase a bot to zero comments — resuming only if the user insists or a genuinely important finding appears. Use when asked to 'drive / ship / land this PR', 'get the PR green', 'resolve the PR review comments', 'address the CodeRabbit / Cursor / Bugbot / Codex findings', 'fix the code review and push', 'stop over-fixing / merge it', or to loop on PR reviews until checks pass.