{"eval":{"version":"openagentskill-skill-eval-v1","slug":"tushare-finance","name":"Tushare Finance","generated_at":"2026-08-10T23:31:16.995Z","task_input":"Evaluate Tushare Finance before installing it in an AI agent workflow","status":"review","score":74,"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":["Finance and quant workflows","Claude Code teams","builders willing to evaluate younger projects","Retrieve market data","Compare financial signals","Generate investor-ready analysis","Inspect source files","Explain architecture"],"suited_agents":["Claude Code","Codex","skills.sh","Tushare Pro","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tushare Finance\" agent skill from https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master. 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: Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows. 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\":\"tushare-finance\",\"task\":\"Install Tushare Finance\",\"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 \"Tushare Finance\" as a Claude Code skill from https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master. 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: Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows. 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\":\"tushare-finance\",\"task\":\"Install Tushare Finance\",\"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 \"Tushare Finance\" from https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master 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: Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows. 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\":\"tushare-finance\",\"task\":\"Install Tushare Finance\",\"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":73,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"76 GitHub stars","repoActivity":"76 stars, 0 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master","install":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","Requires a Tushare Pro token; protect credentials and verify provider permissions before use.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 76 GitHub stars","Stars/forks activity: 76 stars, 0 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":56,"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":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","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":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Tushare Finance before installing it in an AI agent workflow","Finance","Finance and quant workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"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 StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance"]},{"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 StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance"]},{"id":"trust_score","label":"Trust score","status":"warn","score":73,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","76 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":80,"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":56,"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.","High-risk permission hints: Secrets or environment access"]},{"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":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":74,"required_for_auto_install":true,"detail":"secrets or environment access","evidence":["Network access: medium","Secrets or environment access: high"]},{"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: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","Permission surface: secrets or environment access","High-risk permission hints: Secrets or environment access","Financial research output is not financial advice; require human review before any live investment decision","Requires a Tushare Pro token; protect credentials and verify provider permissions before use.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 76 GitHub stars","Stars/forks activity: 76 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","Requires a Tushare Pro token; protect credentials and verify provider permissions before use.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","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"],"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":"tushare-finance","name":"Tushare Finance","description":"Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows.","category":"Finance","url":"https://www.openagentskill.com/skills/tushare-finance","repository":"https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master","github_repo":"StanleyChanH/Tushare-Finance-Skill-for-Claude-Code"},"suited_tasks":["Finance and quant workflows","Claude Code teams","builders willing to evaluate younger projects","Retrieve market data","Compare financial signals","Generate investor-ready analysis","Inspect source files","Explain architecture"],"suited_agents":["Claude Code","Codex","skills.sh","Tushare Pro","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tushare Finance\" agent skill from https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master. 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: Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows. 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\":\"tushare-finance\",\"task\":\"Install Tushare Finance\",\"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 \"Tushare Finance\" as a Claude Code skill from https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master. 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: Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows. 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\":\"tushare-finance\",\"task\":\"Install Tushare Finance\",\"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 \"Tushare Finance\" from https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master 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: Access China, Hong Kong, US, fund, futures, bond, and macroeconomic data through Tushare Pro workflows. 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\":\"tushare-finance\",\"task\":\"Install Tushare Finance\",\"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/tushare-finance/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/tushare-finance"},"trust":{"score":73,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"76 GitHub stars","repoActivity":"76 stars, 0 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/StanleyChanH/Tushare-Finance-Skill-for-Claude-Code/tree/master","install":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment 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","agent-skill","china-market","a-shares","market-data","tushare"],"known_risks":["Requires a Tushare Pro token; protect credentials and verify provider permissions before use.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 76 GitHub stars","Stars/forks activity: 76 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":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","Requires a Tushare Pro token; protect credentials and verify provider permissions before use.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","GitHub adoption: 76 GitHub stars","Stars/forks activity: 76 stars, 0 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":75,"label":"Strong"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"Pushed today","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","Requires a Tushare Pro token; protect credentials and verify provider permissions before use.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","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"],"agent_contract":{"task_input":"Evaluate Tushare Finance before installing it in an AI agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 73/100 Strong shortlist","Audit: 80/100 Needs review","Safety: 56/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"tushare-finance (Tushare Finance)","install_command":"npx -y skills add StanleyChanH/Tushare-Finance-Skill-for-Claude-Code --skill tushare-finance","risk_summary":"Needs review; Experimental; 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":"tushare-finance","task":"Evaluate Tushare Finance 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/tushare-finance","api":"https://www.openagentskill.com/api/agent/skills/tushare-finance","audit":"https://www.openagentskill.com/skills/tushare-finance/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=tushare-finance&task=Evaluate%20Tushare%20Finance%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Tushare%20Finance%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Tushare%20Finance%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/tushare-finance/install","manifest":"https://www.openagentskill.com/api/registry/manifest/tushare-finance"}},"endpoints":{"web":"https://www.openagentskill.com/skills/tushare-finance","api":"https://www.openagentskill.com/api/agent/skills/tushare-finance","eval":"https://www.openagentskill.com/api/agent/evals?slug=tushare-finance","audit":"https://www.openagentskill.com/skills/tushare-finance/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Tushare%20Finance%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":"2026-08-10T23:31:16.995Z"}}