{"eval":{"version":"openagentskill-skill-eval-v1","slug":"fanpuyen-deep-reading-coach","name":"Deep Reading Coach","generated_at":"2026-07-03T23:44:48.268Z","task_input":"Evaluate Deep Reading Coach before installing it in an AI agent workflow","status":"review","score":76,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add FanPUYen/deep-reading-coach","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add FanPUYen/deep-reading-coach"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Deep Reading Coach\" agent skill from https://github.com/FanPUYen/deep-reading-coach. 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 Codex skill for deep reading books and PDFs"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Deep Reading Coach\" as a Claude Code skill from https://github.com/FanPUYen/deep-reading-coach. 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 Codex skill for deep reading books and PDFs"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Deep Reading Coach\" from https://github.com/FanPUYen/deep-reading-coach 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 Codex skill for deep reading books and PDFs"}]},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"121 GitHub stars","repoActivity":"121 stars, 0 forks","lastPushed":"29d since push","license":"Unknown","repository":"https://github.com/FanPUYen/deep-reading-coach","install":"npx skills add FanPUYen/deep-reading-coach","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":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 121 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"score":65,"tier":"reviewed","label":"Reviewed with permission notes","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 Deep Reading Coach before installing it in an AI agent workflow","development","Coding agents 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 skills add FanPUYen/deep-reading-coach"]},{"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 FanPUYen/deep-reading-coach"]},{"id":"trust_score","label":"Trust score","status":"warn","score":76,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","121 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":81,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":65,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","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":"pass","score":100,"required_for_auto_install":false,"detail":"29d since push","evidence":["29d 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":["google-gemini-gemini-cli","x1xhlol-system-prompts-and-models-of-ai-tools","juliusbrussee-caveman","sickn33-antigravity-awesome-skills"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","License clarity: Unknown","License is unclear","Quality score needs review","Stars/forks activity: 121 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","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Stars/forks activity: 121 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"alternatives":[{"slug":"google-gemini-gemini-cli","name":"Gemini CLI","url":"https://www.openagentskill.com/skills/google-gemini-gemini-cli","stars":105720,"install_command":"npx skills add google-gemini/gemini-cli","trust_score":83,"audit_score":89},{"slug":"x1xhlol-system-prompts-and-models-of-ai-tools","name":"System Prompts And Models Of AI Tools","url":"https://www.openagentskill.com/skills/x1xhlol-system-prompts-and-models-of-ai-tools","stars":141169,"install_command":"npx skills add x1xhlol/system-prompts-and-models-of-ai-tools","trust_score":94,"audit_score":96},{"slug":"juliusbrussee-caveman","name":"Caveman","url":"https://www.openagentskill.com/skills/juliusbrussee-caveman","stars":82903,"install_command":"npx skills add JuliusBrussee/caveman","trust_score":90,"audit_score":93},{"slug":"sickn33-antigravity-awesome-skills","name":"Antigravity Awesome Skills","url":"https://www.openagentskill.com/skills/sickn33-antigravity-awesome-skills","stars":42248,"install_command":"npx skills add sickn33/antigravity-awesome-skills","trust_score":88,"audit_score":91}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"fanpuyen-deep-reading-coach","name":"Deep Reading Coach","description":"A Codex skill for deep reading books and PDFs","category":"development","url":"https://www.openagentskill.com/skills/fanpuyen-deep-reading-coach","repository":"https://github.com/FanPUYen/deep-reading-coach","github_repo":"FanPUYen/deep-reading-coach"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add FanPUYen/deep-reading-coach","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add FanPUYen/deep-reading-coach"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Deep Reading Coach\" agent skill from https://github.com/FanPUYen/deep-reading-coach. 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 Codex skill for deep reading books and PDFs"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Deep Reading Coach\" as a Claude Code skill from https://github.com/FanPUYen/deep-reading-coach. 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 Codex skill for deep reading books and PDFs"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Deep Reading Coach\" from https://github.com/FanPUYen/deep-reading-coach 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 Codex skill for deep reading books and PDFs"}],"handoff_url":"https://www.openagentskill.com/api/skills/fanpuyen-deep-reading-coach/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/fanpuyen-deep-reading-coach"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"121 GitHub stars","repoActivity":"121 stars, 0 forks","lastPushed":"29d since push","license":"Unknown","repository":"https://github.com/FanPUYen/deep-reading-coach","install":"npx skills add FanPUYen/deep-reading-coach","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":["development","codex","agent-skills","developer-tools","python","github"],"known_risks":["License is unclear","Quality score needs review","Stars/forks activity: 121 stars, 0 forks; issue activity unavailable in current metadata","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":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 121 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":73,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"29d since push","risk":"Needs review"},"alternative_skills":[{"slug":"google-gemini-gemini-cli","name":"Gemini CLI","url":"https://www.openagentskill.com/skills/google-gemini-gemini-cli","stars":105720,"install_command":"npx skills add google-gemini/gemini-cli","trust_score":83,"audit_score":89},{"slug":"x1xhlol-system-prompts-and-models-of-ai-tools","name":"System Prompts And Models Of AI Tools","url":"https://www.openagentskill.com/skills/x1xhlol-system-prompts-and-models-of-ai-tools","stars":141169,"install_command":"npx skills add x1xhlol/system-prompts-and-models-of-ai-tools","trust_score":94,"audit_score":96},{"slug":"juliusbrussee-caveman","name":"Caveman","url":"https://www.openagentskill.com/skills/juliusbrussee-caveman","stars":82903,"install_command":"npx skills add JuliusBrussee/caveman","trust_score":90,"audit_score":93},{"slug":"sickn33-antigravity-awesome-skills","name":"Antigravity Awesome Skills","url":"https://www.openagentskill.com/skills/sickn33-antigravity-awesome-skills","stars":42248,"install_command":"npx skills add sickn33/antigravity-awesome-skills","trust_score":88,"audit_score":91}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","License is unclear","Quality score needs review","Stars/forks activity: 121 stars, 0 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate Deep Reading Coach before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 81/100 Needs review","Safety: 65/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"fanpuyen-deep-reading-coach (Deep Reading Coach)","install_command":"npx skills add FanPUYen/deep-reading-coach","risk_summary":"Needs review; Reviewed with permission notes; 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":"fanpuyen-deep-reading-coach","task":"Evaluate Deep Reading Coach 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/fanpuyen-deep-reading-coach","api":"https://www.openagentskill.com/api/agent/skills/fanpuyen-deep-reading-coach","audit":"https://www.openagentskill.com/skills/fanpuyen-deep-reading-coach/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=fanpuyen-deep-reading-coach&task=Evaluate%20Deep%20Reading%20Coach%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Deep%20Reading%20Coach%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Deep%20Reading%20Coach%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/fanpuyen-deep-reading-coach/install","manifest":"https://www.openagentskill.com/api/registry/manifest/fanpuyen-deep-reading-coach"}},"endpoints":{"web":"https://www.openagentskill.com/skills/fanpuyen-deep-reading-coach","api":"https://www.openagentskill.com/api/agent/skills/fanpuyen-deep-reading-coach","eval":"https://www.openagentskill.com/api/agent/evals?slug=fanpuyen-deep-reading-coach","audit":"https://www.openagentskill.com/skills/fanpuyen-deep-reading-coach/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Deep%20Reading%20Coach%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":"2026-07-03T23:44:48.268Z"}}