{"eval":{"version":"openagentskill-skill-eval-v1","slug":"charliedream1-ai-quant-trade","name":"AI Quant Trade","generated_at":"2026-07-03T22:19:07.454Z","task_input":"Evaluate AI Quant Trade before installing it in an AI agent workflow","status":"passed","score":94,"risk_level":"low","decision":{"recommendation":"shortlist","reason":"All required eval gates passed for an agent shortlist.","auto_install_allowed":true,"policy":"allow","human_review_required":false},"task_fit":{"score":94,"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":["Jupyter Notebook","Trading Bot","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add charliedream1/ai_quant_trade","ready":true,"policy":"allow","safety_label":"Safe to install with normal review","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add charliedream1/ai_quant_trade"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AI Quant Trade\" agent skill from https://github.com/charliedream1/ai_quant_trade. 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: 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AI Quant Trade\" as a Claude Code skill from https://github.com/charliedream1/ai_quant_trade. 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: 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AI Quant Trade\" from https://github.com/charliedream1/ai_quant_trade 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: 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易"}]},"trust":{"score":92,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"5.9K GitHub stars","repoActivity":"5.9K stars, 1.1K forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/charliedream1/ai_quant_trade","install":"npx skills add charliedream1/ai_quant_trade","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":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety_gate":{"score":87,"tier":"verified","label":"Verified","auto_install_policy":"allow","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":[]},"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 AI Quant Trade 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 skills add charliedream1/ai_quant_trade"]},{"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 skills add charliedream1/ai_quant_trade"]},{"id":"trust_score","label":"Trust score","status":"pass","score":92,"required_for_auto_install":true,"detail":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","evidence":["Production candidate","5.9K GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"pass","score":95,"required_for_auto_install":true,"detail":"Safe to try","evidence":["No major audit warning from metadata."]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"pass","score":87,"required_for_auto_install":true,"detail":"Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.","evidence":["Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","Verified listing"]},{"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":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"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 available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["tauricresearch-tradingagents","openbb-finance-openbb","zhulinsen-daily-stock-analysis","freqtrade-freqtrade"]}],"blockers":[],"warnings":[],"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","high-compliance environments without internal security review","No major risk signals from current metadata","No major trust warnings detected from available metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"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 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}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"charliedream1-ai-quant-trade","name":"AI Quant Trade","description":"股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易","category":"finance","url":"https://www.openagentskill.com/skills/charliedream1-ai-quant-trade","repository":"https://github.com/charliedream1/ai_quant_trade","github_repo":"charliedream1/ai_quant_trade"},"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":["Jupyter Notebook","Trading Bot","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add charliedream1/ai_quant_trade","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add charliedream1/ai_quant_trade"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AI Quant Trade\" agent skill from https://github.com/charliedream1/ai_quant_trade. 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: 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AI Quant Trade\" as a Claude Code skill from https://github.com/charliedream1/ai_quant_trade. 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: 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AI Quant Trade\" from https://github.com/charliedream1/ai_quant_trade 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: 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易"}],"handoff_url":"https://www.openagentskill.com/api/skills/charliedream1-ai-quant-trade/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/charliedream1-ai-quant-trade"},"trust":{"score":92,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"5.9K GitHub stars","repoActivity":"5.9K stars, 1.1K forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/charliedream1/ai_quant_trade","install":"npx skills add charliedream1/ai_quant_trade","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":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["finance","trading-bot","automation","cpp","jupyter-notebook","keras"],"known_risks":[]},"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":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety_gate":{"tier":"verified","label":"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."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"Pushed today","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","No major trust warnings detected from available metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Evaluate AI Quant Trade before installing it in an AI agent workflow","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","install_policy":"allow","minimum_review_before_use":["Trust: 92/100 Production candidate","Audit: 95/100 Safe to try","Safety: 87/100 Safe to install with normal review","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"charliedream1-ai-quant-trade (AI Quant Trade)","install_command":"npx skills add charliedream1/ai_quant_trade","risk_summary":"Safe to try; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T22:19:07.454Z"}}