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Get Started Free →Trace codepaths in diffs, map against tests, auto-generate missing coverage — use before shipping PRs
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | 79% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 233% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 136% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 36% | 0% |
Trace every codepath in a diff, map each path against existing tests, visualize coverage gaps, and auto-generate tests for uncovered paths.
Core principle: Trace codepaths in changed files -> Map against existing tests -> Score coverage quality -> Generate tests for gaps -> Report before/after counts.
These hard limits prevent runaway analysis:
Determine the diff scope. Use the most relevant source:
bash# PR diff git diff --name-only main...HEAD # Staged changes git diff --name-only --cached # Last commit git diff --name-only HEAD~1..HEAD
Filter to source code files only (exclude configs, docs, generated files).
For each changed file, you MUST trace:
if/else, switch/case, ternary, and pattern match. Each branch is a separate codepath.catch, throw, error return, validation failure, and early return with error. WHY: Error paths are the most common source of untested bugs.Produce a structured inventory:
markdown## Codepath Inventory: [filename] | # | Path Description | Type | Risk | |---|-----------------|------|------| | 1 | validateUser() happy path | conditional | low | | 2 | validateUser() missing email | error | medium | | 3 | validateUser() invalid format | error | medium | | 4 | processOrder() empty cart guard | guard | high | | 5 | processOrder() payment timeout | error | high | | 6 | processOrder() success | conditional | low |
Type categories: conditional, error, guard, loop-boundary, integration, async
Risk assessment: high = user-facing failure or data loss, medium = degraded behavior, low = cosmetic or logging
For each file in the diff, search the test directory for related tests:
bash# Find test files that reference the changed file or its exports # Search by filename pattern find tests/ -name "*[changed_file_stem]*" -type f # Search by import/require of the changed module grep -rl "import.*from.*[module_name]" tests/ grep -rl "require.*[module_name]" tests/ # Search by function name references grep -rl "[function_name]" tests/
For each codepath, assess existing test coverage with this rubric:
| Rating | Meaning | Criteria | |--------|---------|----------| | ★★★ | Behavior + edge cases tested | Tests assert behavior AND cover boundary conditions, error cases, and edge inputs | | ★★ | Happy path tested | Tests cover the success path but miss error branches or edge cases | | ★ | Smoke test only | Test exists but only checks the function runs without error (no meaningful assertions) | | ☆ | No test found | No test references this codepath at all |
Map each codepath to its test coverage:
markdown## Coverage Map: [filename] | # | Codepath | Test File | Rating | Notes | |---|----------|-----------|--------|-------| | 1 | validateUser() happy path | test-user.sh:42 | ★★★ | Asserts valid + invalid inputs | | 2 | validateUser() missing email | test-user.sh:58 | ★★ | Tests missing, not malformed | | 3 | validateUser() invalid format | -- | ☆ | No test for format validation | | 4 | processOrder() empty cart guard | -- | ☆ | Guard clause untested | | 5 | processOrder() payment timeout | test-orders.sh:30 | ★ | Checks no crash, no assertions | | 6 | processOrder() success | test-orders.sh:15 | ★★★ | Full integration test |
After completing the map, produce an ASCII coverage summary. This is the primary output artifact.
COVERAGE: 5/12 paths tested (42%)
Code paths: 3/5 (60%)
User flows: 2/7 (29%)
GAPS: 7 paths need testsBreak down by category:
BY TYPE:
conditional: 3/4 tested (75%) ████████░░
error: 1/5 tested (20%) ██░░░░░░░░
guard: 0/2 tested (0%) ░░░░░░░░░░
integration: 1/1 tested (100%) ██████████
BY RISK:
high: 1/3 tested (33%) ███░░░░░░░
medium: 2/5 tested (40%) ████░░░░░░
low: 2/4 tested (50%) █████░░░░░Use full block for covered and light shade for uncovered. 10-character bar. Always show exact fractions and percentages.
Before generating any tests, you MUST detect the project's testing patterns:
markdown**Detected Test Conventions:** - Framework: [jest/vitest/pytest/bash/go test/etc.] - Location: [tests/ | __tests__/ | src/**/*.test.* | etc.] - Naming: [test-*.sh | *.test.ts | *_test.go | etc.] - Style: [BDD describe/it | xUnit | TAP | custom] - Helpers: [test-utils.ts | conftest.py | helpers/ | etc.] - Assertion library: [built-in | chai | assert | etc.]
For each no-test and smoke-only codepath, generate a test that:
For each generated test, show:
markdown### Generated: test for [codepath description] **Covers:** Codepath #N from [filename] **Raises coverage:** from no-test to full coverage [test code block]
After generating all tests, show the coverage change:
BEFORE: 5/12 paths tested (42%)
AFTER: 11/12 paths tested (92%)
New tests generated: 6
Remaining gaps: 1 (manual review needed)Coverage audit runs as a complement to code review. When invoked during deliver phase:
If coverage audit finds gaps in new code, recommend the user adopt TDD for the next iteration. Coverage audit fixes existing gaps; TDD prevents future ones.
After generating tests, use skill-verification-gate to run the test suite and confirm the new tests pass.
| Action | Why It Is Wrong | |--------|-----------------| | Count lines instead of paths | Line coverage misses branch coverage entirely | | Generate tests without checking conventions | Tests that do not match project style will be rejected | | Test implementation details | Brittle tests that break on refactoring | | Skip error paths | Error paths are where most bugs live | | Exceed the 30-path cap | Analysis becomes unfocused and slow | | Generate more than 20 tests | Diminishing returns; focus on highest impact | | Spend more than 2 min on one path | Mark as needs-manual-review and move on |
1. TRACE -> Identify all codepaths in the diff (max 30)
2. MAP -> Find existing tests for each path
3. SCORE -> Rate coverage quality (no-test / smoke / happy-path / full)
4. DIAGRAM -> ASCII coverage visualization
5. GENERATE -> Auto-create tests for gaps (max 20)
6. REPORT -> Before/after test countsOther measured skills in the registry, with their headline benchmark lift.