{"slug":"snailsploit-offensive-fuzzing","source_name":"snailsploit/offensive-fuzzing","name":"Snailsploit/Offensive Fuzzing","description":"Practical offensive fuzzing methodology covering target identification, fuzzer selection (AFL++, libFuzzer, Honggfuzz, Boofuzz, syzkaller), harness writing, corpus curation, mutation strategies, coverage measurement, and crash triage. Use when setting up or running fuzz campaigns against any target: file parsers, network protocols, kernel drivers, EDR engines, embedded firmware, or language runtimes.","version":1,"lift":{"pass_rate_delta_pts":4.35,"pass_rate_pct":87,"total_cases":23,"passed_cases":20,"tokens_delta_pct":208.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-12T16:38:35.110182+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.35,"with_pass_pct":87,"without_pass_pct":82.6,"tokens_delta_pct":208.8,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-12T16:38:35.110182+00:00","run_id":"a9042a9b-7529-4888-8a77-6a2855499781","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"a95a0b4e24095fc489065d8d80f4af55a74cde0e20f15f7b0f801b0e68f5e564","raw_url":"https://app.decimal.ai/s/snailsploit-offensive-fuzzing/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/snailsploit-offensive-fuzzing"}