{"slug":"mims-harvard-tooluniverse-sdk","source_name":"mims-harvard/tooluniverse-sdk","name":"Mims Harvard/Tooluniverse SDK","description":"Build AI scientist systems with the ToolUniverse Python SDK for scientific research. Covers the 3 calling patterns (`tu.run` portable dict API, `tu.tools.X` function API, direct class instantiation), tool loading, batch execution, MCP server integration, and embedding-based tool search. Use for SDK programming, custom tool composition, benchmarking pipelines, and integrating ToolUniverse into research workflows.","version":1,"lift":{"pass_rate_delta_pts":63.64,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":41.9,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-06T16:18:01.688828+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":63.64,"with_pass_pct":100,"without_pass_pct":36.4,"tokens_delta_pct":41.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-06T16:18:01.688828+00:00","run_id":"d0676aa8-3464-46d8-85bc-b14dcf518225","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":"12b7a095e5c032776bd47bb178eeaff78a4248337bd6bcfd566e0afc8030a65a","raw_url":"https://app.decimal.ai/s/mims-harvard-tooluniverse-sdk/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/mims-harvard-tooluniverse-sdk"}