{"slug":"ax-llm-ax-java-agent-observability","source_name":"ax-llm/ax-java-agent-observability","name":"Ax LLM/Ax Java Agent Observability","description":"Use when writing Java code with `dev.axllm:ax` for agent tracing, centralized and multi-tenant usage accounting, action logs, runtime diagnostics, replay, and production debugging.","version":1,"lift":{"pass_rate_delta_pts":68.18,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":-11.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-10T07:29:04.748186+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":68.18,"with_pass_pct":95.5,"without_pass_pct":27.3,"tokens_delta_pct":-11.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-10T07:29:04.748186+00:00","run_id":"6eac3bc5-c7aa-4d77-b68b-a9c88704f0a8","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":"Apache-2.0","install_count":0,"manifest_hash":"724b222f5c6c69d5c7dde9037d405896408b1798de3e30e4deb4174eb6fafb09","raw_url":"https://app.decimal.ai/s/ax-llm-ax-java-agent-observability/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/ax-llm-ax-java-agent-observability"}