Assess one already-selected GitHub issue, pull request, or manual request before any factory workflow is admitted. Classify the real intent, preserve evidence and uncertainty, recommend the minimum workflow, and stop for human confirmation. Use when a source…
Reduce code size, PR additions, duplication, ceremony, or maintenance surface while preserving behavior and regression protection. Use whenever the user asks to simplify, deduplicate, delete unnecessary code or tests, reduce LOC, shrink a diff below a line…
Test whether behavioral coverage can reject realistic wrong implementations. Use when tests are green but may be weak, after fixing a bug, and whenever code implements or changes a protocol, parser, serializer, state machine, lifecycle, event translation,…
Gate a diff before pushing or requesting review: deterministic checks first, then focused lenses selected by what the diff changes. Use before opening or updating a PR, when asked to pre-review a change, or after an external review round to harvest each…
Survey an unfamiliar or shared issue backlog, qualify a small set of worthwhile contributor-side candidates, compare them in an evidence-backed matrix, recommend one, let the user make the final selection, and seed the canonical Issue Contract. Use for…
Pressure a system's failure paths. Use to audit or verify timeouts, cancellation, cleanup, retries, idempotency, partial writes, recovery, leaks, bounded queues or caches, overload, backpressure, dependency failure, malformed upstream data, cross-platform…
Snapshot the reference graph of a GitHub PR or issue and trace every linked PR, cross-referenced issue, and mention across repos. Use before working an issue/PR to see its whole graph first (the review-full-pr-issue-graph rule); to find orphan, superseded,…
Orchestrate Shaping to decide whether a fix or contributor PR is the right thing to build. Use before implementation when a defect has multiple solution shapes, changes a contract or persistent state, follows a prior review finding, or requires adopting,…