{"slug":"dongshuyan-task-clarifier","source_name":"dongshuyan/task-clarifier","name":"Dongshuyan/Task Clarifier","description":"Deep need-clarification skill. Activates only on explicit invocation: direct reference to $task-clarifier, or trigger phrases \"帮我理清需求\" / \"需求澄清\" / \"clarify\" / \"clarify my needs\" / \"help me clarify\". Once activated, keeps asking until all three goals are met: the user fully understands their own needs, the AI fully understands the user's needs, and the user confirms the AI's understanding is correct. Does not auto-activate; does not intervene in task execution unless explicitly invoked.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":77.3,"total_cases":22,"passed_cases":17,"tokens_delta_pct":59.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-18T01:52:02.388941+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":77.3,"without_pass_pct":31.8,"tokens_delta_pct":59.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-18T01:52:02.388941+00:00","run_id":"7c5ad5ff-15c6-499a-896c-27c9fe7c4909","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":"4dc1c973411624b7657c901ca2e7f63c85be76b9815a3444540d0c407bed11ae","raw_url":"https://app.decimal.ai/s/dongshuyan-task-clarifier/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/dongshuyan-task-clarifier"}