{"slug":"sentenz-python-fuzz-testing","source_name":"sentenz/python-fuzz-testing","name":"Sentenz/Python Fuzz Testing","description":"Create and review Python property-based tests with Hypothesis and coverage-guided fuzz targets with Atheris. Use for generated inputs, invariants, parser robustness, malformed data, shrinking failures, seed corpora, crash reproduction, or fuzz regression tests.","version":2,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":343,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-11-06T07:28:37.537634+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":100,"without_pass_pct":81.8,"tokens_delta_pct":343,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-11-06T07:28:37.537634+00:00","run_id":"3112d0f7-74d3-4f3b-ba1c-d98b2dfe07e1","latest_attempt":{"id":"3112d0f7-74d3-4f3b-ba1c-d98b2dfe07e1","runner_model":"gemini-3.6-flash","overall_verdict":"pass","completed_at":"2026-11-06T07:28:37.537634+00:00","gate":null},"version_number":2,"is_latest_version":true,"gate":null},{"model":"gemini-3.8-flash","headline":false,"delta_pts":null,"with_pass_pct":null,"without_pass_pct":null,"tokens_delta_pct":81,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-10-28T11:17:54.157570+00:00","run_id":"5b24e014-0d35-4ff1-9362-fe146c452705","latest_attempt":{"id":"5b24e014-0d35-4ff1-9362-fe146c452705","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-10-28T11:17:54.157570+00:00","gate":"not_comparable"},"version_number":1,"is_latest_version":false,"gate":"not_comparable"}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":null,"content_status":"clean","indexable":true},"license":"Apache-2.0","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"a23887fbaa130e57209cadd6b11ac36d2d4d48be93f10b3014af2fc67fda7a9c","install_name":"sentenz-python-fuzz-testing","version_id":"dce79ecc-4872-472e-8454-4f83538f7b9f","body_sha256":"a23887fbaa130e57209cadd6b11ac36d2d4d48be93f10b3014af2fc67fda7a9c","render_hash":"9d1e48c2ee495efcc703318e1f593f6433f16a481b81ca1e313c2ebcf8c4d485","raw_url":"https://app.decimal.ai/s/sentenz-python-fuzz-testing/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/sentenz-python-fuzz-testing"}