{"eval":{"version":"openagentskill-skill-eval-v1","slug":"pypatel-quant-finance-resources","name":"Quant Finance Resources","generated_at":"2026-07-04T01:47:03.969Z","task_input":"Evaluate Quant Finance Resources before installing it in an AI agent workflow","status":"review","score":62,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","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","Search sources","Extract claims"],"suited_agents":["Finance","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add PyPatel/Quant-Finance-Resources","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add PyPatel/Quant-Finance-Resources"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Quant Finance Resources\" agent skill from https://github.com/PyPatel/Quant-Finance-Resources. 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: Courses, Articles and many more which can help beginners or professionals."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Quant Finance Resources\" as a Claude Code skill from https://github.com/PyPatel/Quant-Finance-Resources. 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: Courses, Articles and many more which can help beginners or professionals."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Quant Finance Resources\" from https://github.com/PyPatel/Quant-Finance-Resources 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: Courses, Articles and many more which can help beginners or professionals."}]},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","evidence":{"stars":"995 GitHub stars","repoActivity":"995 stars, 152 forks","lastPushed":"5y since push","license":"Unknown","repository":"https://github.com/PyPatel/Quant-Finance-Resources","install":"npx skills add PyPatel/Quant-Finance-Resources","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":62,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 5y since push","License clarity: Unknown"]},"safety_gate":{"score":46,"tier":"experimental","label":"Experimental","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 Finance Resources 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 available.","evidence":["npx skills add PyPatel/Quant-Finance-Resources"]},{"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 PyPatel/Quant-Finance-Resources"]},{"id":"trust_score","label":"Trust score","status":"warn","score":70,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","995 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":62,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":46,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","License is unclear"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":74,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"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":"fail","score":22,"required_for_auto_install":false,"detail":"5y since push","evidence":["5y 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 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":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","License clarity: Unknown","License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 5y since push"],"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 require actively maintained dependencies","production agents without a repository review","Repository looks stale","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 5y since push","License clarity: Unknown"],"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":"pypatel-quant-finance-resources","name":"Quant Finance Resources","description":"Courses, Articles and many more which can help beginners or professionals. ","category":"finance","url":"https://www.openagentskill.com/skills/pypatel-quant-finance-resources","repository":"https://github.com/PyPatel/Quant-Finance-Resources","github_repo":"PyPatel/Quant-Finance-Resources"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Search sources","Extract claims"],"suited_agents":["Finance","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add PyPatel/Quant-Finance-Resources","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add PyPatel/Quant-Finance-Resources"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Quant Finance Resources\" agent skill from https://github.com/PyPatel/Quant-Finance-Resources. 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: Courses, Articles and many more which can help beginners or professionals."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Quant Finance Resources\" as a Claude Code skill from https://github.com/PyPatel/Quant-Finance-Resources. 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: Courses, Articles and many more which can help beginners or professionals."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Quant Finance Resources\" from https://github.com/PyPatel/Quant-Finance-Resources 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: Courses, Articles and many more which can help beginners or professionals."}],"handoff_url":"https://www.openagentskill.com/api/skills/pypatel-quant-finance-resources/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/pypatel-quant-finance-resources"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"995 GitHub stars","repoActivity":"995 stars, 152 forks","lastPushed":"5y since push","license":"Unknown","repository":"https://github.com/PyPatel/Quant-Finance-Resources","install":"npx skills add PyPatel/Quant-Finance-Resources","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","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","ai","algorithmic-trading","algorithms"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Recent maintenance: 5y since push","License clarity: Unknown"]},"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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Agents should read this before installing a reusable skill.","generated_at":"2026-07-04T01:47:03.969Z"}}