mirror of
https://github.com/affaan-m/everything-claude-code.git
synced 2026-03-30 13:43:26 +08:00
feat: add ai-regression-testing skill (#433)
Patterns for catching regressions introduced by AI coding agents. Covers sandbox/production parity testing, API response shape verification, and integration with bug-check workflows. Based on real-world experience where AI (Claude Code) introduced the same bug 4 times because the same model wrote and reviewed the code — only automated tests caught it. Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
385
skills/ai-regression-testing/SKILL.md
Normal file
385
skills/ai-regression-testing/SKILL.md
Normal file
@@ -0,0 +1,385 @@
|
||||
---
|
||||
name: ai-regression-testing
|
||||
description: Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots where the same model writes and reviews code.
|
||||
origin: ECC
|
||||
---
|
||||
|
||||
# AI Regression Testing
|
||||
|
||||
Testing patterns specifically designed for AI-assisted development, where the same model writes code and reviews it — creating systematic blind spots that only automated tests can catch.
|
||||
|
||||
## When to Activate
|
||||
|
||||
- AI agent (Claude Code, Cursor, Codex) has modified API routes or backend logic
|
||||
- A bug was found and fixed — need to prevent re-introduction
|
||||
- Project has a sandbox/mock mode that can be leveraged for DB-free testing
|
||||
- Running `/bug-check` or similar review commands after code changes
|
||||
- Multiple code paths exist (sandbox vs production, feature flags, etc.)
|
||||
|
||||
## The Core Problem
|
||||
|
||||
When an AI writes code and then reviews its own work, it carries the same assumptions into both steps. This creates a predictable failure pattern:
|
||||
|
||||
```
|
||||
AI writes fix → AI reviews fix → AI says "looks correct" → Bug still exists
|
||||
```
|
||||
|
||||
**Real-world example** (observed in production):
|
||||
|
||||
```
|
||||
Fix 1: Added notification_settings to API response
|
||||
→ Forgot to add it to the SELECT query
|
||||
→ AI reviewed and missed it (same blind spot)
|
||||
|
||||
Fix 2: Added it to SELECT query
|
||||
→ TypeScript build error (column not in generated types)
|
||||
→ AI reviewed Fix 1 but didn't catch the SELECT issue
|
||||
|
||||
Fix 3: Changed to SELECT *
|
||||
→ Fixed production path, forgot sandbox path
|
||||
→ AI reviewed and missed it AGAIN (4th occurrence)
|
||||
|
||||
Fix 4: Test caught it instantly on first run ✅
|
||||
```
|
||||
|
||||
The pattern: **sandbox/production path inconsistency** is the #1 AI-introduced regression.
|
||||
|
||||
## Sandbox-Mode API Testing
|
||||
|
||||
Most projects with AI-friendly architecture have a sandbox/mock mode. This is the key to fast, DB-free API testing.
|
||||
|
||||
### Setup (Vitest + Next.js App Router)
|
||||
|
||||
```typescript
|
||||
// vitest.config.ts
|
||||
import { defineConfig } from "vitest/config";
|
||||
import path from "path";
|
||||
|
||||
export default defineConfig({
|
||||
test: {
|
||||
environment: "node",
|
||||
globals: true,
|
||||
include: ["__tests__/**/*.test.ts"],
|
||||
setupFiles: ["__tests__/setup.ts"],
|
||||
},
|
||||
resolve: {
|
||||
alias: {
|
||||
"@": path.resolve(__dirname, "."),
|
||||
},
|
||||
},
|
||||
});
|
||||
```
|
||||
|
||||
```typescript
|
||||
// __tests__/setup.ts
|
||||
// Force sandbox mode — no database needed
|
||||
process.env.SANDBOX_MODE = "true";
|
||||
process.env.NEXT_PUBLIC_SUPABASE_URL = "";
|
||||
process.env.NEXT_PUBLIC_SUPABASE_ANON_KEY = "";
|
||||
```
|
||||
|
||||
### Test Helper for Next.js API Routes
|
||||
|
||||
```typescript
|
||||
// __tests__/helpers.ts
|
||||
import { NextRequest } from "next/server";
|
||||
|
||||
export function createTestRequest(
|
||||
url: string,
|
||||
options?: {
|
||||
method?: string;
|
||||
body?: Record<string, unknown>;
|
||||
headers?: Record<string, string>;
|
||||
sandboxUserId?: string;
|
||||
},
|
||||
): NextRequest {
|
||||
const { method = "GET", body, headers = {}, sandboxUserId } = options || {};
|
||||
const fullUrl = url.startsWith("http") ? url : `http://localhost:3000${url}`;
|
||||
const reqHeaders: Record<string, string> = { ...headers };
|
||||
|
||||
if (sandboxUserId) {
|
||||
reqHeaders["x-sandbox-user-id"] = sandboxUserId;
|
||||
}
|
||||
|
||||
const init: { method: string; headers: Record<string, string>; body?: string } = {
|
||||
method,
|
||||
headers: reqHeaders,
|
||||
};
|
||||
|
||||
if (body) {
|
||||
init.body = JSON.stringify(body);
|
||||
reqHeaders["content-type"] = "application/json";
|
||||
}
|
||||
|
||||
return new NextRequest(fullUrl, init);
|
||||
}
|
||||
|
||||
export async function parseResponse(response: Response) {
|
||||
const json = await response.json();
|
||||
return { status: response.status, json };
|
||||
}
|
||||
```
|
||||
|
||||
### Writing Regression Tests
|
||||
|
||||
The key principle: **write tests for bugs that were found, not for code that works**.
|
||||
|
||||
```typescript
|
||||
// __tests__/api/user/profile.test.ts
|
||||
import { describe, it, expect } from "vitest";
|
||||
import { createTestRequest, parseResponse } from "../../helpers";
|
||||
import { GET, PATCH } from "@/app/api/user/profile/route";
|
||||
|
||||
// Define the contract — what fields MUST be in the response
|
||||
const REQUIRED_FIELDS = [
|
||||
"id",
|
||||
"email",
|
||||
"full_name",
|
||||
"phone",
|
||||
"role",
|
||||
"created_at",
|
||||
"avatar_url",
|
||||
"notification_settings", // ← Added after bug found it missing
|
||||
];
|
||||
|
||||
describe("GET /api/user/profile", () => {
|
||||
it("returns all required fields", async () => {
|
||||
const req = createTestRequest("/api/user/profile");
|
||||
const res = await GET(req);
|
||||
const { status, json } = await parseResponse(res);
|
||||
|
||||
expect(status).toBe(200);
|
||||
for (const field of REQUIRED_FIELDS) {
|
||||
expect(json.data).toHaveProperty(field);
|
||||
}
|
||||
});
|
||||
|
||||
// Regression test — this exact bug was introduced by AI 4 times
|
||||
it("notification_settings is not undefined (BUG-R1 regression)", async () => {
|
||||
const req = createTestRequest("/api/user/profile");
|
||||
const res = await GET(req);
|
||||
const { json } = await parseResponse(res);
|
||||
|
||||
expect("notification_settings" in json.data).toBe(true);
|
||||
const ns = json.data.notification_settings;
|
||||
expect(ns === null || typeof ns === "object").toBe(true);
|
||||
});
|
||||
});
|
||||
```
|
||||
|
||||
### Testing Sandbox/Production Parity
|
||||
|
||||
The most common AI regression: fixing production path but forgetting sandbox path (or vice versa).
|
||||
|
||||
```typescript
|
||||
// Test that sandbox responses match the expected contract
|
||||
describe("GET /api/user/messages (conversation list)", () => {
|
||||
it("includes partner_name in sandbox mode", async () => {
|
||||
const req = createTestRequest("/api/user/messages", {
|
||||
sandboxUserId: "user-001",
|
||||
});
|
||||
const res = await GET(req);
|
||||
const { json } = await parseResponse(res);
|
||||
|
||||
// This caught a bug where partner_name was added
|
||||
// to production path but not sandbox path
|
||||
if (json.data.length > 0) {
|
||||
for (const conv of json.data) {
|
||||
expect("partner_name" in conv).toBe(true);
|
||||
}
|
||||
}
|
||||
});
|
||||
});
|
||||
```
|
||||
|
||||
## Integrating Tests into Bug-Check Workflow
|
||||
|
||||
### Custom Command Definition
|
||||
|
||||
```markdown
|
||||
<!-- .claude/commands/bug-check.md -->
|
||||
# Bug Check
|
||||
|
||||
## Step 1: Automated Tests (mandatory, cannot skip)
|
||||
|
||||
Run these commands FIRST before any code review:
|
||||
|
||||
npm run test # Vitest test suite
|
||||
npm run build # TypeScript type check + build
|
||||
|
||||
- If tests fail → report as highest priority bug
|
||||
- If build fails → report type errors as highest priority
|
||||
- Only proceed to Step 2 if both pass
|
||||
|
||||
## Step 2: Code Review (AI review)
|
||||
|
||||
1. Sandbox / production path consistency
|
||||
2. API response shape matches frontend expectations
|
||||
3. SELECT clause completeness
|
||||
4. Error handling with rollback
|
||||
5. Optimistic update race conditions
|
||||
|
||||
## Step 3: For each bug fixed, propose a regression test
|
||||
```
|
||||
|
||||
### The Workflow
|
||||
|
||||
```
|
||||
User: "バグチェックして" (or "/bug-check")
|
||||
│
|
||||
├─ Step 1: npm run test
|
||||
│ ├─ FAIL → Bug found mechanically (no AI judgment needed)
|
||||
│ └─ PASS → Continue
|
||||
│
|
||||
├─ Step 2: npm run build
|
||||
│ ├─ FAIL → Type error found mechanically
|
||||
│ └─ PASS → Continue
|
||||
│
|
||||
├─ Step 3: AI code review (with known blind spots in mind)
|
||||
│ └─ Findings reported
|
||||
│
|
||||
└─ Step 4: For each fix, write a regression test
|
||||
└─ Next bug-check catches if fix breaks
|
||||
```
|
||||
|
||||
## Common AI Regression Patterns
|
||||
|
||||
### Pattern 1: Sandbox/Production Path Mismatch
|
||||
|
||||
**Frequency**: Most common (observed in 3 out of 4 regressions)
|
||||
|
||||
```typescript
|
||||
// ❌ AI adds field to production path only
|
||||
if (isSandboxMode()) {
|
||||
return { data: { id, email, name } }; // Missing new field
|
||||
}
|
||||
// Production path
|
||||
return { data: { id, email, name, notification_settings } };
|
||||
|
||||
// ✅ Both paths must return the same shape
|
||||
if (isSandboxMode()) {
|
||||
return { data: { id, email, name, notification_settings: null } };
|
||||
}
|
||||
return { data: { id, email, name, notification_settings } };
|
||||
```
|
||||
|
||||
**Test to catch it**:
|
||||
|
||||
```typescript
|
||||
it("sandbox and production return same fields", async () => {
|
||||
// In test env, sandbox mode is forced ON
|
||||
const res = await GET(createTestRequest("/api/user/profile"));
|
||||
const { json } = await parseResponse(res);
|
||||
|
||||
for (const field of REQUIRED_FIELDS) {
|
||||
expect(json.data).toHaveProperty(field);
|
||||
}
|
||||
});
|
||||
```
|
||||
|
||||
### Pattern 2: SELECT Clause Omission
|
||||
|
||||
**Frequency**: Common with Supabase/Prisma when adding new columns
|
||||
|
||||
```typescript
|
||||
// ❌ New column added to response but not to SELECT
|
||||
const { data } = await supabase
|
||||
.from("users")
|
||||
.select("id, email, name") // notification_settings not here
|
||||
.single();
|
||||
|
||||
return { data: { ...data, notification_settings: data.notification_settings } };
|
||||
// → notification_settings is always undefined
|
||||
|
||||
// ✅ Use SELECT * or explicitly include new columns
|
||||
const { data } = await supabase
|
||||
.from("users")
|
||||
.select("*")
|
||||
.single();
|
||||
```
|
||||
|
||||
### Pattern 3: Error State Leakage
|
||||
|
||||
**Frequency**: Moderate — when adding error handling to existing components
|
||||
|
||||
```typescript
|
||||
// ❌ Error state set but old data not cleared
|
||||
catch (err) {
|
||||
setError("Failed to load");
|
||||
// reservations still shows data from previous tab!
|
||||
}
|
||||
|
||||
// ✅ Clear related state on error
|
||||
catch (err) {
|
||||
setReservations([]); // Clear stale data
|
||||
setError("Failed to load");
|
||||
}
|
||||
```
|
||||
|
||||
### Pattern 4: Optimistic Update Without Proper Rollback
|
||||
|
||||
```typescript
|
||||
// ❌ No rollback on failure
|
||||
const handleRemove = async (id: string) => {
|
||||
setItems(prev => prev.filter(i => i.id !== id));
|
||||
await fetch(`/api/items/${id}`, { method: "DELETE" });
|
||||
// If API fails, item is gone from UI but still in DB
|
||||
};
|
||||
|
||||
// ✅ Capture previous state and rollback on failure
|
||||
const handleRemove = async (id: string) => {
|
||||
const prevItems = [...items];
|
||||
setItems(prev => prev.filter(i => i.id !== id));
|
||||
try {
|
||||
const res = await fetch(`/api/items/${id}`, { method: "DELETE" });
|
||||
if (!res.ok) throw new Error("API error");
|
||||
} catch {
|
||||
setItems(prevItems); // Rollback
|
||||
alert("削除に失敗しました");
|
||||
}
|
||||
};
|
||||
```
|
||||
|
||||
## Strategy: Test Where Bugs Were Found
|
||||
|
||||
Don't aim for 100% coverage. Instead:
|
||||
|
||||
```
|
||||
Bug found in /api/user/profile → Write test for profile API
|
||||
Bug found in /api/user/messages → Write test for messages API
|
||||
Bug found in /api/user/favorites → Write test for favorites API
|
||||
No bug in /api/user/notifications → Don't write test (yet)
|
||||
```
|
||||
|
||||
**Why this works with AI development:**
|
||||
|
||||
1. AI tends to make the **same category of mistake** repeatedly
|
||||
2. Bugs cluster in complex areas (auth, multi-path logic, state management)
|
||||
3. Once tested, that exact regression **cannot happen again**
|
||||
4. Test count grows organically with bug fixes — no wasted effort
|
||||
|
||||
## Quick Reference
|
||||
|
||||
| AI Regression Pattern | Test Strategy | Priority |
|
||||
|---|---|---|
|
||||
| Sandbox/production mismatch | Assert same response shape in sandbox mode | 🔴 High |
|
||||
| SELECT clause omission | Assert all required fields in response | 🔴 High |
|
||||
| Error state leakage | Assert state cleanup on error | 🟡 Medium |
|
||||
| Missing rollback | Assert state restored on API failure | 🟡 Medium |
|
||||
| Type cast masking null | Assert field is not undefined | 🟡 Medium |
|
||||
|
||||
## DO / DON'T
|
||||
|
||||
**DO:**
|
||||
- Write tests immediately after finding a bug (before fixing it if possible)
|
||||
- Test the API response shape, not the implementation
|
||||
- Run tests as the first step of every bug-check
|
||||
- Keep tests fast (< 1 second total with sandbox mode)
|
||||
- Name tests after the bug they prevent (e.g., "BUG-R1 regression")
|
||||
|
||||
**DON'T:**
|
||||
- Write tests for code that has never had a bug
|
||||
- Trust AI self-review as a substitute for automated tests
|
||||
- Skip sandbox path testing because "it's just mock data"
|
||||
- Write integration tests when unit tests suffice
|
||||
- Aim for coverage percentage — aim for regression prevention
|
||||
Reference in New Issue
Block a user