{"slug":"agentsope-agentsop-observability-setup","source_name":"agentsope/agentsop-observability-setup","name":"Agentsope/Agentsop Observability Setup","description":"Enhancement-overlay skill — the DECISION + WIRING layer for LM observability that the\nsingle-backend skills [[langsmith]], [[phoenix]], [[mlflow]] do NOT cover. Each of those\ninstalls one backend; none of them help you DECIDE which backend fits your stack/scale/budget,\nnor give you a one-line autolog that turns it on fast. Use when starting any LM project,\nbefore the first deploy, or the moment someone asks \"why did it do that?\" and there are no traces\nto answer with. The skill picks a backend b","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":168.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T14:00:35.373263+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":95.5,"without_pass_pct":50,"tokens_delta_pct":168.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-24T14:00:35.373263+00:00","run_id":"7c6a684e-bd93-4ffe-8637-e813cc305f1c","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":"6364ab19c2ed0d62980664e1a78d250370d42280a2abbee4bfef21e0d264b27d","raw_url":"https://app.decimal.ai/s/agentsope-agentsop-observability-setup/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/agentsope-agentsop-observability-setup"}