提示词库

五个首先尝试的提示词

• 在新存储库中定位

  give me an overview of this codebase: architecture, key directories, and how the pieces connect
  

• 找到某事发生的地方

  where do we validate uploaded file types?
  

• 找到并修复失败的测试

  the UserAuth test is failing, find out why and fix it
  

• 编写测试、运行它们、修复失败

  write tests for app/parsers/feed.py, run them, and fix any failures
  

• 在提交前审查你的更改

  review my uncommitted changes and flag anything that looks risky
  

• 解释不熟悉的代码

  explain what src/scheduler/queue.ts does and how data flows through it. write it up as an HTML page with a diagram, then open it in my browser
  

• 找到某事发生的地方

  where do we validate uploaded file types?
  

• 在删除前检查什么会破坏

  what would break if I deleted the retryWithBackoff helper?
  

• 追踪代码如何演变

  look through the commit history of internal/auth/session.go and summarize how it evolved and why
  

• 向代码库提出产品问题

  I am a PM. walk me through what happens when a user clicks Export to PDF, from the UI down to the result
  

• 在开始前确定更改的范围

  which files would I need to touch to add a dark mode toggle to settings?
  

• 通过采访起草规范

  I want to build per-workspace rate limits. interview me about implementation, UX, edge cases, and tradeoffs until we have covered everything, then write the spec to SPEC.md
  

• 将会议转变为工单

  read @meeting-notes.md and write up the action items, then create a Linear ticket for each with acceptance criteria
  

• 在触及代码前计划多文件更改

  plan how to refactor the payment module to support multiple currencies. list the files you would change, but don't edit anything yet
  

• 在构建前映射边界情况

  list the error states, empty states, and edge cases for the file
  

• 从屏幕截图实现并自检

  implement this design, then take a screenshot of the result, compare it to the original, and fix any differences
  

• 将模型转变为工作原型

  here is a mockup. build a working prototype I can click through, matching the layout and states shown
  

• 遵循现有模式

  look at how the GitHub webhook handler is implemented to understand the pattern, then build a Stripe webhook handler the same way
  

• 添加一个小的、定义明确的功能

  add a /health endpoint that returns the app version and uptime
  

• 端到端处理问题

  read issue #312, implement the fix, and run the tests
  

• 为未记录的代码生成文档

  find the public functions in src/auth/ without JSDoc comments and add them, matching the style already used in the file
  

• 在代码库中查找和更新副本

  find every place we say "Sign up free" or a close variant, show me each one in context, then update them all to "Start free trial". leave tests and the changelog alone
  

• 从过去的例子起草文档

  read the privacy impact assessments in legal/pia/ to learn the structure and voice, then draft a new one for the new analytics integration
  

• 从头开始构建一个小的内部工具

  create a drag-and-drop Kanban board with three columns using HTML, CSS, and vanilla JavaScript, then open it in my browser
  

• 编写测试、运行它们、修复失败

  write tests for app/parsers/feed.py, run them, and fix any failures
  

• 从测试驱动实现

  write tests for the password reset flow first, then implement it until they pass
  

• 从覆盖率报告填补空白

  read coverage/coverage-summary.json and add tests for the lowest-covered files until each is above 80%
  

• 在代码库中迁移模式

  migrate everything from the old logging API to the structured logger: identify every place that needs to change, then make the changes
  

• 将代码移植到另一种语言

  port this Python module to Rust, keeping the same public API and test behavior
  

• 针对可测量目标进行优化

  optimize the search query to bring p95 latency from 2s down to under 500ms
  

• 修复精确的视觉错误

  the login button extends 20px beyond the card border on mobile. fix it.
  

• 在提交前审查你的更改

  review my uncommitted changes and flag anything that looks risky before I commit
  

• 审查拉取请求

  review PR #247 and summarize what changed, then list any concerns
  

• 使用子代理运行安全审查

  use a subagent to review src/api/ for security issues and report what it finds
  

• 在应用前审查基础设施更改

  here is my Terraform plan output. what is this going to do, and is anything here going to cause problems?
  

• 在正式审查前捕获问题

  review launch-post.md for unsupported claims, missing attributions, and brand-guideline issues and list anything I should fix before it goes to legal
  

• 纠正错误的方法

  that is not right: the function signature needs to stay backward-compatible. try a different approach
  

• 缩小更改的范围

  that is too much. keep only the changes to the validation logic in src/forms/ and undo your other edits
  

• 将更正转变为规则

  you keep using default exports when this project uses named exports. add a rule to CLAUDE.md so this stops happening
  

• 找到并修复失败的测试

  the UserAuth test is failing, find out why and fix it
  

• 调查报告的错误

  users are seeing 500 errors on /api/settings. investigate and tell me what is going on
  

• 在根处修复构建错误

  here is a build error. fix the root cause and verify the build succeeds
  

• 调查生产事件

  the checkout endpoint started returning 500s an hour ago. check the logs, recent deploys, and config changes, then tell me the most likely cause
  

• 从控制台屏幕截图诊断

  here is a screenshot of the GCP Kubernetes dashboard. walk me through why this pod is failing and give me the exact commands to fix it
  

• 用纯英文查询日志

  show me all failed logins for the auth service over the past 24 hours. write the query, run it, and tell me what stands out
  

• 解决合并冲突

  resolve the merge conflicts in this branch and explain what you kept from each side
  

• 使用生成的消息提交

  commit these changes with a message that summarizes what I did
  

• 从工单打开拉取请求

  find the Linear ticket about the login timeout and open a PR that implements it
  

• 编写CI 工作流

  write a GitHub Actions workflow that runs the tests and deploys to staging on every push to main
  

• 从 git 历史起草发布说明

  compare v2.3.0 to v2.4.0 and draft release notes grouped by feature, fix, and breaking change
  

• 从性能数据生成变体

  read @ads-performance.csv, find the underperforming headlines, and generate 20 new variations that stay under 90 characters
  

• 分析数据文件

  read @reports/q1-signups.csv, summarize the key patterns, and write the results to an HTML page with charts, then open it in my browser
  

• 将重复任务转变为技能

  create a /ship skill for this project that runs the linter and tests, then drafts a commit message
  

• 为重复行为添加钩子

  write a hook that runs prettier after every edit to a .ts or .tsx file
  

• 使用 MCP 连接工具

  set up the Sentry MCP server so you can read my error reports directly
  

• 捕获下次要记住的内容

  summarize what we did this session and suggest what to add to CLAUDE.md
  

• 向代码库提出产品问题

  I am a PM. walk me through what happens when a user clicks Export to PDF, from the UI down to the result
  

• 在开始前确定更改的范围

  which files would I need to touch to add a dark mode toggle to settings?
  

• 为未记录的代码生成文档

  find the public functions in src/auth/ without JSDoc comments and add them, matching the style already used in the file
  

• 在代码库中查找和更新副本

  find every place we say "Sign up free" or a close variant, show me each one in context, then update them all to "Start free trial". leave tests and the changelog alone
  

• 从过去的例子起草文档

  read the privacy impact assessments in legal/pia/ to learn the structure and voice, then draft a new one for the new analytics integration
  

• 从头开始构建一个小的内部工具

  create a drag-and-drop Kanban board with three columns using HTML, CSS, and vanilla JavaScript, then open it in my browser
  

• 使用子代理运行安全审查

  use a subagent to review src/api/ for security issues and report what it finds
  

• 在应用前审查基础设施更改

  here is my Terraform plan output. what is this going to do, and is anything here going to cause problems?
  

• 调查生产事件

  the checkout endpoint started returning 500s an hour ago. check the logs, recent deploys, and config changes, then tell me the most likely cause