{"slug":"simons-quant","name":"Simons Quant","description":"Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review.","tagline":"Evaluate systematic strategy ideas through signal testing, statistical validation, decay, execution costs, and model-risk review.","category":"Finance","tags":["agent-skill","finance","quant","signal-research","backtesting","model-risk"],"author":{"name":"xuboyuebobb","verified":false,"url":"https://github.com/xuboyuebobb"},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"curated finance research skill path","sourceDetail":"xuboyuebobb/investorskills","creatorName":"xuboyuebobb","creatorUrl":"https://github.com/xuboyuebobb","sourceUrl":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/simons-quant#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":811,"forks":0,"downloads":0,"rating":0,"review_count":0,"quality_score":53.62},"quality":{"score":86,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"811","tone":"positive"},{"label":"Freshness","value":"27d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation."]},"trust":{"version":"trust-score-v4","score":80,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":76,"weight":0.13,"status":"info","detail":"811 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":60,"weight":0.08,"status":"warn","detail":"811 stars, 0 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"27d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"811 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"811 stars, 0 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"27d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","Financial research output is not financial advice; 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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"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["Finance","agent-skill","quant","signal-research","backtesting","model-risk"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["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":{"score":74,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["Financial research output is not financial advice; require human review before any live investment decision","74/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","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"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","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.","reasons":["Financial research output is not financial advice; require human review before any live investment decision","74/100 agent safety score"]},"supply_profile":{"track":{"slug":"finance","label":"Finance and quant workflows","shortLabel":"Finance","description":"Market data, SEC filings, portfolio analysis, quant research, backtesting, and risk workflows."},"scenario":{"label":"Finance and quant","description":"I need my agent to analyze markets, financial data, filings, portfolios, and quant strategies.","useCases":[{"slug":"finance-quant","title":"Finance and quant"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"research-agents","title":"Research agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":811,"starsLabel":"811","forks":0,"license":"MIT","qualityScore":86,"trustScore":80,"auditScore":86},"maintenance":{"status":"fresh","label":"27d since push","daysSincePush":27,"lastPushedAt":"2026-07-14T00:00:00+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["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"]},"coverageTags":["Finance","Finance and quant","agent-skill","quant","signal-research","backtesting","model-risk","Codex"]},"audit":{"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"]},"decision":{"readiness_score":97,"readiness_label":"Production-ready","headline":"Primary pick for Finance and quant","role":"Primary pick","primary_fit":"Finance and quant","best_for":["Finance and quant workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["Quantitative strategy research requires point-in-time data, transaction-cost assumptions, and out-of-sample validation.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Finance and quant 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."]},"agent_readable_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. 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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":[],"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":"Use Simons Quant in an 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":"Use Simons Quant in an 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=Use%20Simons%20Quant%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Simons%20Quant%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Simons%20Quant%20in%20an%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"}},"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":[],"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":"Use Simons Quant in an 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":"Use Simons Quant in an 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=Use%20Simons%20Quant%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Simons%20Quant%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Simons%20Quant%20in%20an%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"}},"platforms":["Codex","Claude Code","skills.sh","OpenAI Agents"],"use_cases":[{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"install":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx -y skills add xuboyuebobb/investorskills --skill simons-quant","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 \"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.","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 \"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.","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 \"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.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant","github_repo":"xuboyuebobb/investorskills","version":"1.0.0","license":"MIT","updated_at":"2026-08-10T11:06:01.384653+00:00","canonical_key":"xuboyuebobb/investorskills#skills/simons-quant","recommendation_reasons":["Useful GitHub adoption: 811 stars","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/simons-quant","api":"https://www.openagentskill.com/api/agent/skills/simons-quant","install_api":"https://www.openagentskill.com/api/skills/simons-quant/install","audit":"https://www.openagentskill.com/skills/simons-quant/audit","repository":"https://github.com/xuboyuebobb/investorskills/tree/main/skills/simons-quant"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/simons-quant","agent_friendly":true,"api_version":"1.0","generated_at":"2026-08-10T21:47:55.641Z"}}