{"eval":{"version":"openagentskill-skill-eval-v1","slug":"brycewang-stanford-auto-empirical-research-skills","name":"Auto Empirical Research Skills","generated_at":"2026-07-03T22:51:22.998Z","task_input":"Evaluate Auto Empirical Research Skills before installing it in an AI agent workflow","status":"review","score":90,"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","Inspect repository metadata","Compare code changes"],"suited_agents":["Stata","AI Agents","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add brycewang-stanford/Auto-Empirical-Research-Skills","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add brycewang-stanford/Auto-Empirical-Research-Skills"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Auto Empirical Research Skills\" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills. 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: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Auto Empirical Research Skills\" as a Claude Code skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills. 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: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Auto Empirical Research Skills\" from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills 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: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP."}]},"trust":{"score":88,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"2.5K GitHub stars","repoActivity":"2.5K stars, 344 forks","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills","install":"npx skills add brycewang-stanford/Auto-Empirical-Research-Skills","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":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: 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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":["anthropics-skills","obra-superpowers","nexu-io-open-design","addyosmani-agent-skills"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","License clarity: Unknown","License is unclear"],"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","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":"anthropics-skills","name":"Skills","url":"https://www.openagentskill.com/skills/anthropics-skills","stars":157739,"install_command":"npx skills add anthropics/skills","trust_score":88,"audit_score":92},{"slug":"obra-superpowers","name":"Superpowers","url":"https://www.openagentskill.com/skills/obra-superpowers","stars":244345,"install_command":"npx skills add 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https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills. 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: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Auto Empirical Research Skills\" as a Claude Code skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills. 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: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Auto Empirical Research Skills\" from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills 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: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP."}],"handoff_url":"https://www.openagentskill.com/api/skills/brycewang-stanford-auto-empirical-research-skills/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/brycewang-stanford-auto-empirical-research-skills"},"trust":{"score":88,"label":"Production candidate","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"2.5K GitHub stars","repoActivity":"2.5K stars, 344 forks","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills","install":"npx skills add brycewang-stanford/Auto-Empirical-Research-Skills","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":["agent-skills","skills","academic-research","ai-agent","awesome-list","communication"],"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":92,"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":100,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"1d since push","risk":"Safe to try"},"alternative_skills":[{"slug":"anthropics-skills","name":"Skills","url":"https://www.openagentskill.com/skills/anthropics-skills","stars":157739,"install_command":"npx skills add anthropics/skills","trust_score":88,"audit_score":92},{"slug":"obra-superpowers","name":"Superpowers","url":"https://www.openagentskill.com/skills/obra-superpowers","stars":244345,"install_command":"npx skills add obra/superpowers","trust_score":88,"audit_score":92},{"slug":"nexu-io-open-design","name":"Open Design","url":"https://www.openagentskill.com/skills/nexu-io-open-design","stars":74565,"install_command":"npx skills add nexu-io/open-design","trust_score":94,"audit_score":95},{"slug":"addyosmani-agent-skills","name":"Agent Skills","url":"https://www.openagentskill.com/skills/addyosmani-agent-skills","stars":68660,"install_command":"npx skills add addyosmani/agent-skills","trust_score":88,"audit_score":92}],"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 Auto Empirical Research Skills 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: 88/100 Production candidate","Audit: 92/100 Safe to try","Safety: 76/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"brycewang-stanford-auto-empirical-research-skills (Auto Empirical Research Skills)","install_command":"npx skills add brycewang-stanford/Auto-Empirical-Research-Skills","risk_summary":"Safe to try; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T22:51:22.998Z"}}