Memory Leak / Resource Leak Hunter
Diagnoses leaks (heap growth, fds, connections) methodically with tool-specific steps for the runtime.
提示词编程开发242026年9月21日Concurrency Bug / Race Condition Investigator
Finds and fixes race conditions, deadlocks, and ordering bugs by constructing interleavings, with deterministic tests.
提示词编程开发242026年9月21日Flaky Test Eliminator
Diagnoses flaky tests by category (async timing, order dependence, shared state, date/randomness) and gives deterministic fixes.
提示词编程开发252026年9月21日Dependency Upgrade / Breaking-Change Migrator
Safely upgrades libraries/frameworks across major versions with a diff of breaking changes, codemods, and verification.
提示词编程开发272026年9月21日Find anti-patterns with line refs: catch-all swallowing errors, catch+log-only
提示词编程开发232026年9月21日Design the error boundary: domain exceptions mapped to transport codes,
提示词编程开发222026年9月21日Logging, Metrics & Observability Designer
Adds useful telemetry (structured logs, traces, RED/USE metrics) without cardinality explosions or PII leaks.
提示词编程开发222026年9月21日Critical user journeys → one trace per journey; define spans, attributes, and
提示词编程开发252026年9月21日Metrics: RED (rate/errors/duration) per endpoint/dependency, USE for resources,
提示词编程开发232026年9月21日Logs: structured (JSON) schema with ts/level/trace_id/span_id/user_hash/
提示词编程开发242026年9月21日Alerts: SLO-based burn-rate alerts (multi-window), symptoms over causes,
提示词编程开发212026年9月21日Inventory unsafety: any/as casts, non-null assertions, @ts-ignore, untyped
提示词编程开发222026年9月21日Rank by risk (external boundary types first). For each: model the real shape
提示词网络安全232026年9月21日For JSON/API responses, generate types from the OpenAPI/JSON schema instead of
提示词编程开发252026年9月21日Submit in small commits: enable stricter rule per directory, fix violations,
提示词编程开发222026年9月21日Architecture in one page: entry points (server bootstrap, routes, CLI), request
提示词网站开发252026年9月21日Conventions: how errors, config, auth, logging, tests, migrations, and feature
提示词编程开发252026年9月21日"Where would I change X?" map for 5 common changes (add endpoint, add field,
提示词编程开发242026年9月21日Confusing/dead-looking areas and questions to ask the team — label your
提示词编程开发242026年9月21日Test-Coverage Gap Analyzer
Identifies untested critical paths (not line coverage) and writes the highest-value missing tests first.
提示词编程开发202026年9月21日