{"eval":{"version":"openagentskill-skill-eval-v1","slug":"simons-quant","name":"Simons Quant","generated_at":"2026-08-10T22:22:07.273Z","task_input":"Evaluate Simons Quant before installing it in an AI agent workflow","status":"review","score":82,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["Finance and quant workflows","Claude Code teams","teams that value GitHub adoption signals","Retrieve market data","Compare financial signals","Generate investor-ready analysis","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","skills.sh","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Simons Quant\" agent skill from https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-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: Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"simons-quant\",\"task\":\"Install Simons Quant\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Simons Quant\" as a Claude Code skill from https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant. 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: Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"simons-quant\",\"task\":\"Install Simons Quant\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Simons Quant\" from https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant 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: Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"simons-quant\",\"task\":\"Install Simons Quant\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}]},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"811 GitHub stars","repoActivity":"811 stars, 0 forks","lastPushed":"27d since push","license":"MIT","repository":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant","install":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":86,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":74,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["Financial research output is not financial advice; require human review before any live investment decision"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Simons Quant before installing it in an AI agent workflow","Finance","Finance and quant workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx -y skills add xuboyuebobb/investorskills --skill simons-quant"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx -y skills add xuboyuebobb/investorskills --skill simons-quant"]},{"id":"trust_score","label":"Trust score","status":"warn","score":80,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","811 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":86,"required_for_auto_install":true,"detail":"Needs review","evidence":["Financial research output is not financial advice; require human review before any live investment decision"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":74,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","Financial research output is not financial advice; require human review before any live investment decision"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"27d since push","evidence":["27d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":100,"required_for_auto_install":true,"detail":"no high-risk permission surface in public metadata","evidence":["Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["anthropic-earnings-analysis","anthropic-portfolio-monitoring","anthropic-three-statement-model","himself65-company-valuation"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","Financial research output is not financial advice; require human review before any live investment decision","Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","No OpenAgentSkill engagement data yet","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata"],"alternatives":[{"slug":"anthropic-earnings-analysis","name":"Equity Research Earnings Analysis","url":"https://www.openagentskill.com/skills/anthropic-earnings-analysis","stars":34158,"install_command":"npx -y skills add anthropics/financial-services --skill earnings-analysis","trust_score":84,"audit_score":92},{"slug":"anthropic-portfolio-monitoring","name":"Portfolio Monitoring","url":"https://www.openagentskill.com/skills/anthropic-portfolio-monitoring","stars":34158,"install_command":"npx -y skills add anthropics/financial-services --skill portfolio-monitoring","trust_score":83,"audit_score":91},{"slug":"anthropic-three-statement-model","name":"3-Statement Financial Model","url":"https://www.openagentskill.com/skills/anthropic-three-statement-model","stars":34158,"install_command":"npx -y skills add anthropics/financial-services --skill 3-statement-model","trust_score":84,"audit_score":92},{"slug":"himself65-company-valuation","name":"Company Valuation","url":"https://www.openagentskill.com/skills/himself65-company-valuation","stars":3139,"install_command":"npx -y skills add himself65/finance-skills --skill company-valuation","trust_score":82,"audit_score":89}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"simons-quant","name":"Simons Quant","description":"Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review.","category":"Finance","url":"https://www.openagentskill.com/skills/simons-quant","repository":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant","github_repo":"xuboyuebobb/investorskills"},"suited_tasks":["Finance and quant workflows","Claude Code teams","teams that value GitHub adoption signals","Retrieve market data","Compare financial signals","Generate investor-ready analysis","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","skills.sh","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Simons Quant\" agent skill from https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-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: Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"simons-quant\",\"task\":\"Install Simons Quant\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Simons Quant\" as a Claude Code skill from https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant. 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: Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"simons-quant\",\"task\":\"Install Simons Quant\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Simons Quant\" from https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant 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: Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"simons-quant\",\"task\":\"Install Simons Quant\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/simons-quant/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/simons-quant"},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"811 GitHub stars","repoActivity":"811 stars, 0 forks","lastPushed":"27d since push","license":"MIT","repository":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant","install":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["Finance","agent-skill","quant","signal-research","backtesting","model-risk"],"known_risks":["Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":86,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":86,"label":"Excellent"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"27d since push","risk":"Needs review"},"alternative_skills":[{"slug":"anthropic-earnings-analysis","name":"Equity Research Earnings Analysis","url":"https://www.openagentskill.com/skills/anthropic-earnings-analysis","stars":34158,"install_command":"npx -y skills add anthropics/financial-services --skill earnings-analysis","trust_score":84,"audit_score":92},{"slug":"anthropic-portfolio-monitoring","name":"Portfolio Monitoring","url":"https://www.openagentskill.com/skills/anthropic-portfolio-monitoring","stars":34158,"install_command":"npx -y skills add anthropics/financial-services --skill portfolio-monitoring","trust_score":83,"audit_score":91},{"slug":"anthropic-three-statement-model","name":"3-Statement Financial Model","url":"https://www.openagentskill.com/skills/anthropic-three-statement-model","stars":34158,"install_command":"npx -y skills add anthropics/financial-services --skill 3-statement-model","trust_score":84,"audit_score":92},{"slug":"himself65-company-valuation","name":"Company Valuation","url":"https://www.openagentskill.com/skills/himself65-company-valuation","stars":3139,"install_command":"npx -y skills add himself65/finance-skills --skill company-valuation","trust_score":82,"audit_score":89}],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","No OpenAgentSkill engagement data yet","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Stars/forks activity: 811 stars, 0 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Evaluate Simons Quant before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 80/100 Strong shortlist","Audit: 86/100 Needs review","Safety: 74/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"simons-quant (Simons Quant)","install_command":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"simons-quant","task":"Evaluate Simons Quant before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/simons-quant","api":"https://www.openagentskill.com/api/agent/skills/simons-quant","audit":"https://www.openagentskill.com/skills/simons-quant/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=simons-quant&task=Evaluate%20Simons%20Quant%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Simons%20Quant%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Simons%20Quant%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/simons-quant/install","manifest":"https://www.openagentskill.com/api/registry/manifest/simons-quant"}},"endpoints":{"web":"https://www.openagentskill.com/skills/simons-quant","api":"https://www.openagentskill.com/api/agent/skills/simons-quant","eval":"https://www.openagentskill.com/api/agent/evals?slug=simons-quant","audit":"https://www.openagentskill.com/skills/simons-quant/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Simons%20Quant%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-08-10T22:22:07.273Z"}}