{"slug":"agentsope-agentsop-reranker-stage","source_name":"agentsope/agentsop-reranker-stage","name":"Agentsope/Agentsop Reranker Stage","description":"Enhancement-overlay SOP for the reranker stage of a RAG pipeline — the \"retrieve wide, rerank narrow\" discipline. Activate when a calling agent owns a retrieval pipeline whose answers have plateaued: top-k contains the right document but it is buried below noise, or the context window is under pressure from too many marginal chunks. Encodes the one non- negotiable insight — a cheap bi-encoder retrieves *wide* for recall, then a more expensive cross-encoder (which reads query + document *together","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":179.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T14:18:48.790247+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":90.9,"without_pass_pct":72.7,"tokens_delta_pct":179.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-24T14:18:48.790247+00:00","run_id":"e67e5e0b-f334-4fcf-a5c6-3e5db0b5377f","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":"101017b42eb5d18d48633d805e84d972c12aaab5b728a1604ea3e95610633da5","raw_url":"https://app.decimal.ai/s/agentsope-agentsop-reranker-stage/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/agentsope-agentsop-reranker-stage"}