{"slug":"jeremylongshore-langchain-model-inference","source_name":"jeremylongshore/langchain-model-inference","name":"Jeremylongshore/Langchain Model Inference","description":"Invoke Claude, GPT-4o, and Gemini through LangChain 1.0 without tripping on\nthe content-block, token-accounting, and structured-output quirks that silently\nbreak production code. Use when initializing chat models, routing across providers,\niterating AIMessage content, or choosing a structured-output method.\nTrigger with \"langchain model inference\", \"ChatAnthropic\", \"ChatOpenAI\",\n\"with_structured_output\", \"AIMessage content blocks\", \"langchain routing\".","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":94.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-31T00:22:20.749381+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":95.5,"without_pass_pct":63.6,"tokens_delta_pct":94.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-31T00:22:20.749381+00:00","run_id":"1642728d-4ad5-43bf-9b01-cf17f872a741","latest_attempt":{"id":"1642728d-4ad5-43bf-9b01-cf17f872a741","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-08-31T00:22:20.749381+00:00","gate":null},"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,"total_uses":0,"total_users":0,"manifest_hash":"f31333b53c0aeb23a36ee683ba91ba3cab50b3588c55914860d4dbc12d3daee5","install_name":"jeremylongshore-langchain-model-inference","version_id":"9ff6b988-6199-4433-8848-7e06e638b3f5","body_sha256":"f31333b53c0aeb23a36ee683ba91ba3cab50b3588c55914860d4dbc12d3daee5","render_hash":"fdd5b47151cce0ce57d13759293a9263c226827ecd4201c8184b34be5f142999","raw_url":"https://app.decimal.ai/s/jeremylongshore-langchain-model-inference/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jeremylongshore-langchain-model-inference"}