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Python pytest coverage analysis, gap identification, and TDD workflow for achieving 90%+ coverage
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Supabase test harness patterns including local Supabase setup, test user creation via Auth Admin API, RLS testing, migration testing (db_reset), seed sequences, rate limiting, and environment detection. Use when setting up Supabase testing infrastructure, creating test users, troubleshooting Supabase test failures, or implementing RLS validation. Triggers on: supabase test setup, test user creation, supabase local testing, RLS testing, migration testing, supabase test harness, auth test helpers.
Supabase operational knowledge for migrations, RLS optimization, MCP tool benchmarks, and ADR-003 compliance. Use when validating database migrations, optimizing Row-Level Security policies, checking MCP tool performance, or ensuring Supabase operational standards. Triggers on: migration validation, RLS patterns, Supabase benchmarks, ADR-003, database state tracking, schema governance.
LLM-native structured communication format. Teaches OCTAVE syntax rules, canonical forms, and warning prevention for zero-error .oct.md authoring.
Advanced semantic vocabulary, holographic contracts, and structural patterns for OCTAVE. REQUIRES octave-literacy. Extends literacy with mythology, archetype annotation, v6 contracts, and anti-pattern rules.
Workflow for transforming prose into semantic OCTAVE structures. Covers tier selection, transformation phases, loss accounting, and decision rules. REQUIRES octave-literacy.
Strategic oversight mode for the Holistic Orchestrator. Episodic State Machine pattern with ho-liaison advisory (via pal_clink), run_debate escalation, and oa-router delegation. REPLACES holistic-orchestration when loaded.
| name | test-coverage |
| description | Python pytest coverage analysis, gap identification, and TDD workflow for achieving 90%+ coverage |
| allowed-tools | ["Read","Bash","Grep","Edit"] |
| triggers | ["coverage analysis","pytest coverage","test gaps","90% coverage","uncovered lines","coverage report","improve coverage","test coverage gaps","missing coverage"] |
===TEST_COVERAGE=== META: TYPE::SKILL VERSION::"1.0" STATUS::ACTIVE PURPOSE::"Python pytest coverage analysis, gap identification, and TDD workflow for achieving 90%+ coverage" DOMAIN::ATHENA[quality]⊕ARTEMIS[precision_targeting]
§1::WHEN_TO_USE TRIGGERS::[ "Analyzing coverage reports and identifying gaps", "Planning tests to achieve 90%+ coverage targets", "Understanding uncovered line categories", "Applying TDD discipline to fill gaps systematically" ] COMPLEMENTARY::[test-infrastructure,test-ci-pipeline,testing]
§2::ANALYSIS_PROTOCOL STEP_1::RUN_COVERAGE[ COMMAND::"pytest --cov=src/{module} --cov-report=term-missing", OUTPUT::[Stmts::total,Miss::uncovered,Cover::percentage,Missing::line_numbers] ] STEP_2::CATEGORIZE_GAPS[ A::VALIDATION_PATHS[HIGH::security_critical,"raise ValueError('...')"], B::EDGE_CASES[MEDIUM::behavioral,"if not items: return None"], C::ERROR_HANDLERS[MEDIUM::defensive,"except OSError: logger.warning(...)"], D::INFRASTRUCTURE[LOW::diminishing_returns,"logger.debug(...)"] ] STEP_3::PRIORITIZE[ORDER::A→B→C→D,"Security first, then behavioral, then defensive, then optional"]
§3::TEST_PATTERNS VALIDATION_PATH::[ PATTERN::"Test invalid inputs raise appropriate exceptions", TEMPLATE::"def test_{fn}rejects{case}(): with pytest.raises({Error}): {fn}({invalid})" ] EDGE_CASE::[ PATTERN::"Test boundary conditions and None/empty handling", TEMPLATE::"def test_{fn}handles{edge}(): assert {fn}({input}) == {expected}", COMMON::[None,empty_string,empty_list,zero,negative,max_value] ] ERROR_HANDLER::[ PATTERN::"Mock dependencies to trigger exception paths", TEMPLATE::"with patch.object({T}, '{m}', side_effect={E}): assert {fn}(...) == {fallback}" ]
§4::TARGETS THRESHOLDS::[ 90%::MINIMUM[quality_gate], 95%::RECOMMENDED[comprehensive], 100%::ASPIRATIONAL[critical_paths_only] ] CRITICAL_PATHS::[security_validation,auth,data_transformation,public_api] ACCEPTABLE_GAPS::[platform_specific,debug_logging,rare_defensive_handlers,third_party_errors]
§5::TDD_DISCIPLINE RED_GREEN_REFACTOR::[ RED::"Write failing test that exercises uncovered line", GREEN::"Verify test passes (line already implemented)", REFACTOR::"Improve test clarity" ] COVERAGE_ADAPTATION::[ DIFFERENCE::"Code exists, tests retroactive", APPROACH::"Write test FIRST, verify covers target line", VERIFICATION::"Run --cov before/after" ] GIT_EVIDENCE::"test({module}): improve coverage from X% to Y%"
§6::COMMANDS BASIC::"pytest --cov=src/{module}" TERM_MISSING::"pytest --cov=src/{module} --cov-report=term-missing" HTML::"pytest --cov=src/{module} --cov-report=html" FAIL_UNDER::"pytest --cov=src/{module} --cov-fail-under=90" SPECIFIC::"pytest tests/unit/{path}/test_{file}.py --cov=src/{path}/{file}" BRANCH::"pytest --cov=src/{module} --cov-branch"
§7::COMMON_PATTERNS RECOGNITION::[ EARLY_RETURN::"if not x: return None"→test_with_falsy, EXCEPTION_RAISE::"raise ValueError(...)"→test_invalid_expect_raises, EXCEPT_BLOCK::"except {E}: logger.warning(...)"→mock_to_raise, FALLBACK_PATH::"else: return default"→test_else_condition, LOOP_CONTINUE::"if not cond: continue"→include_failing_item, OS_ERROR::"except OSError: pass"→mock_file_op_to_raise ]
§8::ANTI_PATTERNS COVERAGE_THEATER::[ SYMPTOM::"Tests exercise code but don't assert behavior", EXAMPLE::"def test_fn(): fn() # no assertions", REMEDY::"Every test must have meaningful assertions" ] OVER_MOCKING::[ SYMPTOM::"Mock so much tests prove nothing", EXAMPLE::"Mock all deps, assert mock called", REMEDY::"Mock only external boundaries" ] CHASING_100::[ SYMPTOM::"Excessive effort for marginal gains", EXAMPLE::"Complex mocks to hit debug log", REMEDY::"Accept 95% with documented gaps" ]
§9::WORKFLOW STEPS::[ 1::"Run pytest --cov with term-missing", 2::"Identify highest-priority gaps (A→B→C→D)", 3::"Write targeted tests per category", 4::"Verify improvement after each batch", 5::"Commit: test({module}): improve coverage", 6::"Document remaining acceptable gaps" ]
===END===
