{"task":"Use Quant Notes","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Quant Notes","agent":"codex","best_skill":{"slug":"goldmansachs-gs-quant","name":"Gs Quant","description":"Python toolkit for quantitative finance","category":"finance","url":"https://www.openagentskill.com/skills/goldmansachs-gs-quant","api_url":"https://www.openagentskill.com/api/agent/skills/goldmansachs-gs-quant","audit_url":"https://www.openagentskill.com/skills/goldmansachs-gs-quant/audit","repository":"https://github.com/goldmansachs/gs-quant"},"install":{"command":"npx skills add goldmansachs/gs-quant","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Gs Quant\" agent skill from https://github.com/goldmansachs/gs-quant. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. 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manually verified"},{"status":"pass","label":"OpenAgentSkill usage","detail":"18 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":[],"evidence":{"stars":"11K GitHub stars","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/RyanCodrai/turbovec","install":"npx skills add RyanCodrai/turbovec","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add RyanCodrai/turbovec","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","5d since push"]},"agentCompatibility":["Python","Quant","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":89,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for RAG and knowledge","role":"Primary pick","best_for":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"next_steps":["Install it in a sandbox agent and run one RAG and knowledge task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add RyanCodrai/turbovec","value":"Install the \"Turbovec\" agent skill from https://github.com/RyanCodrai/turbovec. 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metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add trycua/cua"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/trycua/cua"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"OpenAgentSkill usage","detail":"3 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":[],"evidence":{"stars":"18K GitHub stars","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/trycua/cua","install":"npx skills add trycua/cua","documentation":"Strong README/SKILL.md context"},"installReadiness":{"ready":true,"command":"npx skills add trycua/cua","policy":"agent_install_candidate","label":"Agent install 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Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","90/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","90/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Local desktop","role":"Primary pick","best_for":["Local desktop workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"next_steps":["Install it in a sandbox agent and run one Local desktop task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add trycua/cua","value":"Install the \"Cua\" agent skill from https://github.com/trycua/cua. 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Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).","kind":"agent-prompt","steps":["Review Cua trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add trycua/cua","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Cua\" agent skill from https://github.com/trycua/cua. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Cua\" as a Claude Code skill from https://github.com/trycua/cua. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Cua\" from https://github.com/trycua/cua into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Open-source infrastructure for Computer-Use Agents. 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knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"urls":{"web":"https://www.openagentskill.com/skills/trycua-cua","api":"https://www.openagentskill.com/api/agent/skills/trycua-cua","install_api":"https://www.openagentskill.com/api/skills/trycua-cua/install","audit":"https://www.openagentskill.com/skills/trycua-cua/audit","badge":"https://www.openagentskill.com/api/badge/trycua-cua?metric=audit","repository":"https://github.com/trycua/cua"}},{"rank":5,"match_score":199.7,"skill":{"slug":"web-infra-dev-midscene","name":"Midscene","description":"AI-powered, vision-driven UI automation for every platform.","category":"automation","repository":"https://github.com/web-infra-dev/midscene","github_repo":"web-infra-dev/midscene"},"recommendation_reasons":["Matches task terms: use","Strong GitHub adoption: 13,695 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is 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detected from available metadata"]}},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":85,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: AI-powered, vision-driven UI automation for every platform.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Midscene\" as a Claude Code skill from https://github.com/web-infra-dev/midscene. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: AI-powered, vision-driven UI automation for every platform.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Midscene\" from https://github.com/web-infra-dev/midscene into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: AI-powered, vision-driven UI automation for every platform.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/web-infra-dev-midscene","api":"https://www.openagentskill.com/api/agent/skills/web-infra-dev-midscene","install_api":"https://www.openagentskill.com/api/skills/web-infra-dev-midscene/install","audit":"https://www.openagentskill.com/skills/web-infra-dev-midscene/audit","badge":"https://www.openagentskill.com/api/badge/web-infra-dev-midscene?metric=audit","repository":"https://github.com/web-infra-dev/midscene"}}],"blocked_candidates":[],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","selected_skill":{"slug":"goldmansachs-gs-quant","name":"Gs Quant","url":"https://www.openagentskill.com/skills/goldmansachs-gs-quant","repository":"https://github.com/goldmansachs/gs-quant"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add goldmansachs/gs-quant","value":"Install the \"Gs Quant\" agent skill from https://github.com/goldmansachs/gs-quant. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Python toolkit for quantitative finance","api":"https://www.openagentskill.com/api/skills/goldmansachs-gs-quant/install"},"copy_paste_prompt":"Task: Use Quant Notes\nUse Gs Quant from https://www.openagentskill.com/skills/goldmansachs-gs-quant.\nReview the audit first: https://www.openagentskill.com/skills/goldmansachs-gs-quant/audit\nInstall handoff: https://www.openagentskill.com/api/skills/goldmansachs-gs-quant/install\nInstall command: npx skills add goldmansachs/gs-quant\nIf audit or policy warnings look unsafe for this workspace, use one of the alternatives instead.","api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Quant%20Notes&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/goldmansachs-gs-quant"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/goldmansachs-gs-quant/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/goldmansachs-gs-quant/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 89/100 Safe to install with normal review","Audit score: 97/100 Safe to try","Trust score: 95/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"vnpy-vnpy","name":"Vnpy","reason":"Matches task terms: use, quant","url":"https://www.openagentskill.com/skills/vnpy-vnpy","install_api":"https://www.openagentskill.com/api/skills/vnpy-vnpy/install"},{"slug":"ryancodrai-turbovec","name":"Turbovec","reason":"Matches task terms: use, quant","url":"https://www.openagentskill.com/skills/ryancodrai-turbovec","install_api":"https://www.openagentskill.com/api/skills/ryancodrai-turbovec/install"},{"slug":"trycua-cua","name":"Cua","reason":"Matches task terms: use","url":"https://www.openagentskill.com/skills/trycua-cua","install_api":"https://www.openagentskill.com/api/skills/trycua-cua/install"}],"expected_agent_output":{"selected_skill":"slug and name","install_command":"command or agent prompt used","risk_summary":"audit, trust, and policy notes","next_step":"what the agent will do after install"}},"policy_decision":{"status":"approved_for_agent_install","summary":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_decision":{"input_task":"Use Quant Notes","recommended_skill":{"slug":"goldmansachs-gs-quant","name":"Gs Quant","url":"https://www.openagentskill.com/skills/goldmansachs-gs-quant","audit_url":"https://www.openagentskill.com/skills/goldmansachs-gs-quant/audit","repository":"https://github.com/goldmansachs/gs-quant","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"vnpy-vnpy","name":"Vnpy","url":"https://www.openagentskill.com/skills/vnpy-vnpy","install_command":"npx skills add vnpy/vnpy","why_consider":"Matches task terms: use, quant","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"81/100 Review before install","trust":"95/100 Production candidate","notes":["Documentation summary is thin"]}},{"slug":"ryancodrai-turbovec","name":"Turbovec","url":"https://www.openagentskill.com/skills/ryancodrai-turbovec","install_command":"npx skills add RyanCodrai/turbovec","why_consider":"Matches task terms: use, quant","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 Production candidate","notes":[]}},{"slug":"trycua-cua","name":"Cua","url":"https://www.openagentskill.com/skills/trycua-cua","install_command":"npx skills add trycua/cua","why_consider":"Matches task terms: use","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}}],"install_command":"npx skills add goldmansachs/gs-quant","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, quant","Strong GitHub adoption: 10,622 stars","Quality score 71/100","Install handoff is available","Repository freshness signal is available","Primary pick for Finance and quant"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_next_steps":["Read the audit URL before installing.","Install in a sandbox or low-risk workspace first.","Use install command: npx skills add goldmansachs/gs-quant","After installation, run one narrow task and report output, warnings, and files touched."]},"benchmark":{"endpoint":"https://www.openagentskill.com/api/agent/evals","note":"Use the evals endpoint to regression-test recommendation quality before changing ranking logic."},"meta":{"endpoint":"/api/agent/resolve","api_version":"2.0","generated_at":"2026-06-16T13:34:50.485Z","total_skills_searched":735,"total_candidates":15,"candidate_pool":{"sort":"quality","size":735,"note":"Resolver searches the highest-quality candidate pool for low-latency agent use. Browse /skills for the full public index."},"contract":{"best_skill":"recommendation.best_skill","install":"recommendation.install","why":"recommendation.why_recommended","risk":"recommendation.risk","alternatives":"recommendation.alternatives"}}}