Security-First Code Audit
OWASP-oriented security review for a module or whole PR. Produces exploit scenarios and fixes ordered by severity (CVSS-like).
提示词网络安全252026年9月21日Refactoring Planner (Safe, Incremental)
Before changing tangled code: identifies seams, sequences refactor steps that keep tests green at every commit, and prevents "rewrite everything" disasters.
提示词编程开发222026年9月21日"Explain This Code" Tutor (Socratic)
Explains unfamiliar code at chosen depth using the Socratic method — great for learning code you must maintain.
提示词编程开发232026年9月21日Staff-Engineer Pull Request Review
A rigorous, prioritized PR review that distinguishes blockers from nits and checks correctness, security, concurrency, and maintainability — like a senior reviewer.
提示词编程开发242026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Code instrumentation examples and tests asserting trace attributes and
提示词编程开发242026年9月21日Code Comment / Documentation Improver
Turns bad comments into maintainable docs: explains WHY, keeps docs near code, and generates API docs from real signatures — no marketing fluff.
提示词编程开发232026年9月21日Remove/replace comments that restate code; convert every surviving comment into
提示词编程开发222026年9月21日Do not invent behavior: where the code contradicts the comment, quote both and
提示词编程开发222026年9月21日Glossary of domain terms as used in the code, and where the authoritative
提示词编程开发202026年9月21日End with: likely bug risks in this exact code, an interview-style hard question
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Pair-Programmer for an Unfamiliar Codebase
Onboarding/exploration prompt: builds an accurate mental model of unknown code, tracing one request end to end before changing anything.
提示词游戏设计212026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Dependency analysis: inbound/outbound couplings (sync calls, shared DB joins,
提示词编程开发232026年9月21日Draw an ASCII diagram of components and data flow; mark module boundaries and
提示词编程开发252026年9月21日Root-Cause Analysis (5 Whys / Blameless Postmortem)
Runs a blameless postmortem for an incident: timeline, root causes, contributing factors, and durable system fixes — not human blame.
提示词编程开发212026年9月21日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