{"eval":{"version":"openagentskill-skill-eval-v1","slug":"llmquant-quant-wiki","name":"Quant Wiki","generated_at":"2026-07-03T21:09:02.210Z","task_input":"Evaluate Quant Wiki before installing it in an AI agent workflow","status":"review","score":87,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Retrieve market data","Compare financial signals"],"suited_agents":["Finance","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add LLMQuant/quant-wiki","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add LLMQuant/quant-wiki"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Quant Wiki\" agent skill from https://github.com/LLMQuant/quant-wiki. 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: We are committed to the open-sourcing quantitative knowledge, aiming to bridge the information gap between the domestic and international quantitative finance industries. 我们致力于量化知识的开源与汉化，打破国内外量化金融行业信息差。"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Quant Wiki\" as a Claude Code skill from https://github.com/LLMQuant/quant-wiki. 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: We are committed to the open-sourcing quantitative knowledge, aiming to bridge the information gap between the domestic and international quantitative finance industries. 我们致力于量化知识的开源与汉化，打破国内外量化金融行业信息差。"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Quant Wiki\" from https://github.com/LLMQuant/quant-wiki 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: We are committed to the open-sourcing quantitative knowledge, aiming to bridge the information gap between the domestic and international quantitative finance industries. 我们致力于量化知识的开源与汉化，打破国内外量化金融行业信息差。"}]},"trust":{"score":86,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"3.8K GitHub stars","repoActivity":"3.8K stars, 299 forks","lastPushed":"3mo since push","license":"Unknown","repository":"https://github.com/LLMQuant/quant-wiki","install":"npx skills add LLMQuant/quant-wiki","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":89,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety_gate":{"score":73,"tier":"reviewed","label":"Reviewed","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"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["License is unclear"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Quant Wiki before installing it in an AI agent workflow","finance","RAG and knowledge 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 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in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"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":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":88,"required_for_auto_install":false,"detail":"3mo since push","evidence":["3mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives 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vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","License is unclear","License clarity: Unknown","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"],"alternatives":[{"slug":"tauricresearch-tradingagents","name":"TradingAgents","url":"https://www.openagentskill.com/skills/tauricresearch-tradingagents","stars":88376,"install_command":"npx skills add TauricResearch/TradingAgents","trust_score":92,"audit_score":95},{"slug":"openbb-finance-openbb","name":"OpenBB","url":"https://www.openagentskill.com/skills/openbb-finance-openbb","stars":69519,"install_command":"npx skills add OpenBB-finance/OpenBB","trust_score":88,"audit_score":92},{"slug":"zhulinsen-daily-stock-analysis","name":"Daily Stock 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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: We are committed to the open-sourcing quantitative knowledge, aiming to bridge the information gap between the domestic and international quantitative finance industries. 我们致力于量化知识的开源与汉化，打破国内外量化金融行业信息差。"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Quant Wiki\" as a Claude Code skill from https://github.com/LLMQuant/quant-wiki. 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: We are committed to the open-sourcing quantitative knowledge, aiming to bridge the information gap between the domestic and international quantitative finance industries. 我们致力于量化知识的开源与汉化，打破国内外量化金融行业信息差。"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Quant Wiki\" from https://github.com/LLMQuant/quant-wiki 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: We are committed to the open-sourcing quantitative knowledge, aiming to bridge the information gap between the domestic and international quantitative finance industries. 我们致力于量化知识的开源与汉化，打破国内外量化金融行业信息差。"}],"handoff_url":"https://www.openagentskill.com/api/skills/llmquant-quant-wiki/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/llmquant-quant-wiki"},"trust":{"score":86,"label":"Production candidate","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"3.8K GitHub stars","repoActivity":"3.8K stars, 299 forks","lastPushed":"3mo since push","license":"Unknown","repository":"https://github.com/LLMQuant/quant-wiki","install":"npx skills add LLMQuant/quant-wiki","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","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","quant","research","quantitative-finance","quantitative-trading","wiki"],"known_risks":["License is unclear","License clarity: Unknown"]},"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":89,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":96,"label":"Excellent"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"3mo since push","risk":"Safe to try"},"alternative_skills":[{"slug":"tauricresearch-tradingagents","name":"TradingAgents","url":"https://www.openagentskill.com/skills/tauricresearch-tradingagents","stars":88376,"install_command":"npx skills add TauricResearch/TradingAgents","trust_score":92,"audit_score":95},{"slug":"openbb-finance-openbb","name":"OpenBB","url":"https://www.openagentskill.com/skills/openbb-finance-openbb","stars":69519,"install_command":"npx skills add OpenBB-finance/OpenBB","trust_score":88,"audit_score":92},{"slug":"zhulinsen-daily-stock-analysis","name":"Daily Stock Analysis","url":"https://www.openagentskill.com/skills/zhulinsen-daily-stock-analysis","stars":51899,"install_command":"npx skills add ZhuLinsen/daily_stock_analysis","trust_score":94,"audit_score":95},{"slug":"freqtrade-freqtrade","name":"Freqtrade","url":"https://www.openagentskill.com/skills/freqtrade-freqtrade","stars":51565,"install_command":"npx skills add freqtrade/freqtrade","trust_score":92,"audit_score":95}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","License is unclear","License clarity: Unknown","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"],"agent_contract":{"task_input":"Evaluate Quant Wiki before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 86/100 Production candidate","Audit: 89/100 Safe to try","Safety: 73/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"llmquant-quant-wiki (Quant Wiki)","install_command":"npx skills add LLMQuant/quant-wiki","risk_summary":"Safe to try; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T21:09:02.210Z"}}