用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/thiagofernandes1987-create/APEX --skill bug-hunter命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
Token-aware reasoning workflow with real tools: picks an operating mode to control cost, runs a structured pipeline (decompose → validate → verify → snapshot), and gives Claude Program-of-Thought, RK4/Euler, a code gate, and a safe skill router. Use when: multi-step or high-stakes tasks, real math, precise computation, audits, or the user mentions APEX, PoT, pipeline, or scientific mode.
**v00.33.0**: Ingested from antigravity-awesome-skills community repo
run multiple local CLI agents in parallel (separate tmux sessions)
基于 SOC 职业分类
正在显示 SKILL.md
| name | bug-hunter |
| description | "Use — " |
Systematically hunt down and fix bugs using proven debugging techniques. No guessing—follow the evidence.
First, make it happen consistently:
1. Get exact steps to reproduce
2. Try to reproduce locally
3. Note what triggers it
4. Document the error message/behavior
5. Check if it happens every time or randomly
If you can't reproduce it, gather more info:
Collect all available information:
Check logs:
# Application logs
tail -f logs/app.log
# System logs
journalctl -u myapp -f
# Browser console
# Open DevTools → Console tab
Check error messages:
Check state:
Based on evidence, guess what's wrong:
"The login times out because the session cookie
expires before the auth check completes"
"The form fails because email validation regex
doesn't handle plus signs"
"The API returns 500 because the database query
has a syntax error with special characters"
Prove or disprove your guess:
Add logging:
console.log('Before API call:', userData);
const response = await api.login(userData);
console.log('After API call:', response);
Use debugger:
debugger; // Execution pauses here
const result = processData(input);
Isolate the problem:
// Comment out code to narrow down
// const result = complexFunction();
const result = { mock: 'data' }; // Use mock data
Trace back to the actual problem:
Common root causes:
Example trace:
Symptom: "Cannot read property 'name' of undefined"
↓
Where: user.profile.name
↓
Why: user.profile is undefined
↓
Why: API didn't return profile
↓
Why: User ID was null
↓
Root cause: Login didn't set user ID in session
Fix the root cause, not the symptom:
Bad fix (symptom):
// Just hide the error
const name = user?.profile?.name || 'Unknown';
Good fix (root cause):
// Ensure user ID is set on login
const login = async (credentials) => {
const user = await authenticate(credentials);
if (user) {
session.userId = user.id; // Fix: Set user ID
return user;
}
throw new Error('Invalid credentials');
};
Verify it actually works:
1. Reproduce the original bug
2. Apply the fix
3. Try to reproduce again (should fail)
4. Test edge cases
5. Test related functionality
6. Run existing tests
Add a test so it doesn't come back:
test('login sets user ID in session', async () => {
const user = await login({ email: 'test@example.com', password: 'pass' });
expect(session.userId).toBe(user.id);
expect(session.userId).not.toBeNull();
});
Cut the problem space in half repeatedly:
// Does the bug happen before or after this line?
console.log('CHECKPOINT 1');
// ... code ...
console.log('CHECKPOINT 2');
// ... code ...
console.log('CHECKPOINT 3');
Explain the code line by line out loud. Often you'll spot the issue while explaining.
Strategic console.logs:
console.log('Input:', input);
console.log('After transform:', transformed);
console.log('Before save:', data);
console.log('Result:', result);
Compare working vs broken:
Use git to find when it broke:
git bisect start
git bisect bad # Current commit is broken
git bisect good abc123 # This old commit worked
# Git will check out commits for you to test
// Bug
const name = user.profile.name;
// Fix
const name = user?.profile?.name || 'Unknown';
// Better fix
if (!user || !user.profile) {
throw new Error('User profile required');
}
const name = user.profile.name;
// Bug
let data = null;
fetchData().then(result => data = result);
console.log(data); // null - not loaded yet
// Fix
const data = await fetchData();
console.log(data); // correct value
// Bug
for (let i = 0; i <= array.length; i++) {
console.log(array[i]); // undefined on last iteration
}
// Fix
for (let i = 0; i < array.length; i++) {
console.log(array[i]);
}
// Bug
if (count == 0) { // true for "", [], null
// Fix
if (count === 0) { // only true for 0
// Bug
const result = asyncFunction(); // Returns Promise
console.log(result.data); // undefined
// Fix
const result = await asyncFunction();
console.log(result.data); // correct value
Console: View logs and errors
Sources: Set breakpoints, step through code
Network: Check API calls and responses
Application: View cookies, storage, cache
Performance: Find slow operations
// Built-in debugger
node --inspect app.js
// Then open chrome://inspect in Chrome
// .vscode/launch.json
{
"type": "node",
"request": "launch",
"name": "Debug App",
"program": "${workspaceFolder}/app.js"
}
After fixing, document it:
## Bug: Login timeout after 30 seconds
**Symptom:** Users get logged out immediately after login
**Root Cause:** Session cookie expires before auth check completes
**Fix:** Increased session timeout from 30s to 3600s in config
**Files Changed:**
- config/session.js (line 12)
**Testing:** Verified login persists for 1 hour
**Prevention:** Added test for session persistence
@systematic-debugging - Advanced debugging@test-driven-development - Testing@codebase-audit-pre-push - Code reviewUse —