Debug Backend

debug-backend

Stop. Do not edit any file yet. Work through these 5 steps in order.

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Step 1 — Locate the layer

Run these greps to find where the bug lives. Check one layer at a time.

# Is it a routing problem? (wrong status code, missing auth, bad request parsing)
grep -n "HTTPException\|status_code\|Depends(" app/routers/.py

# Is it a service logic problem? (wrong calculation, wrong state transition)
grep -n "def \|raise \|return " app/services/.py

# Is it a repository problem? (wrong query, missing user_id scope, transaction issue)
grep -n "SELECT\|filter\|where\|FOR UPDATE" app/repositories/.py

# Is it a provider problem? (timeout, wrong response shape, missing error handling)
grep -n "httpx\|raise\|return\|except" app/providers/.py

Decision: fix only in the layer where the bug lives. Never fix a service bug in the router.

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Step 2 — Check the 3 most common AI antipatterns

These cause 80% of production bugs in AI-coded backends. Grep for each:

# Antipattern 1: SQLAlchemy Session leaked into services
grep -rn "AsyncSession\|Session\|from sqlalchemy" app/services/

# Antipattern 2: Provider returning raw dict instead of domain type
grep -rn "return {" app/providers/

# Antipattern 3: Business logic in router (calculation, state change, external call)
grep -c "await.*service\|await.*repo\|if.*balance\|FOR UPDATE" app/routers/*.py

| Result | Root cause | Principle | |--------|-----------|-----------| | Session in services | Hexagonal boundary broken | B1 | | return {} from provider | Missing ACL | B3 | | Logic in router | Layer violation | A3 / code-standards | | No user_id filter in query | Multi-tenancy gap | security-rules |

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Step 3 — Write a reproducing test first

Before changing any production code, write a failing test that captures the exact bug.

# Template: place in tests/unit/ or tests/integration/
async def test_():
    # Arrange: minimal setup that triggers the bug
    repo = FakeCreditsRepo()
    repo.seed_balance("user-1", Decimal("5.00"))
    service = CreditsUserService(repo=repo)

    # Act: call the exact code path that fails
    with pytest.raises(ValueError, match="Insufficient balance"):
        await service.charge("user-1", Decimal("10.00"), idempotency_key="idem-1")

    # Assert: prove the invariant that was violated
    assert await repo.get_balance("user-1") == Decimal("5.00")  # not negative

Run it: pytest tests/unit/test_.py::test_ -v It must be RED before you fix anything.

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Step 4 — Fix in the correct layer

Minimum change. No opportunistic refactoring. No unrelated cleanup.

Router bug   → fix only app/routers/
Service bug  → fix only app/services/
Repo bug     → fix only app/repositories/
Provider bug → fix only app/providers/

After fixing: run the reproducing test. It must turn GREEN.

pytest tests/unit/test_.py::test_ -v
# Expected: PASSED

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Step 5 — Run architecture lint

bash scripts/lint-architecture.sh

Must exit 0. If a check fails, the fix introduced a new architecture violation — revert and fix properly.

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Common error → root cause table

| Error | Where to look first | Likely cause | |-------|-------------------|--------------| | 422 Unprocessable Entity | Router — Pydantic schema | Wrong field type or missing required field | | 500 Internal Server Error | Service — exception not caught | Provider returned unexpected shape (dict not JobResult) | | KeyError: 'url' | Provider — ACL missing | Provider response changed, parser not updated | | InsufficientFunds on correct balance | Repo — concurrent hold | Two requests raced, no FOR UPDATE lock | | 401 on authenticated route | Router — Depends(get_current_user_id) missing | Auth dependency not wired | | Test passes, prod fails | Repo — fake vs real diverged | FakeCreditsRepo doesn't match CreditsRepoProtocol | | Logs silent on error | Service — bare except: | Exception swallowed, add logger.exception(...) |

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Verification

The skill was applied correctly when:

• [ ] A failing test exists that reproduces the bug
• [ ] Fix touches exactly one layer
• [ ] bash scripts/lint-architecture.sh exits 0
• [ ] No unrelated files were modified
• [ ] The reproducing test is now green

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: yerdaulet-damir
• Source: yerdaulet-damir/vibe-coding-rules
• License: MIT
• Homepage: https://vibecodex-omega.vercel.app

Install and usage instructions live in the source repository linked above.