God Class / Spaghetti Decomposer
Takes one oversized class/file and produces a concrete extraction plan + first extraction fully coded with tests.
提示词编程开发222026年9月21日Performance Profiling & Optimization Coach
Evidence-driven performance work: measure first, find the bottleneck, apply the cheapest effective fix, verify improvement. Works for CPU/memory/IO.
提示词编程开发212026年9月21日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Dead Code / Architecture Decay Analyst
Finds genuinely unused code and accidental coupling using evidence, avoiding deletion of reflection/DI/routed entry points.
提示词编程开发232026年9月21日Exception/Error-Handling Reviewer
Audits error handling: swallowed errors, over-broad catches, leaked internals, missing retries, and inconsistent boundaries.
提示词编程开发242026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Provide the corrected code plus tests for each failure path, asserting both
提示词编程开发202026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Code instrumentation examples and tests asserting trace attributes and
提示词编程开发242026年9月21日Type Safety / Strict-Mode Enforcer
Removes `any`/`unknown`-escape hatches and nullable pitfalls from a TS/Python code area in safe, reviewable steps.
提示词编程开发252026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