{"eval":{"version":"openagentskill-skill-eval-v1","slug":"teng-lin-notebooklm-py","name":"Notebooklm Py","generated_at":"2026-07-03T23:19:41.216Z","task_input":"Evaluate Notebooklm Py before installing it in an AI agent workflow","status":"failed","score":86,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Inspect repository metadata","Compare code changes"],"suited_agents":["Python","AI Agents","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add teng-lin/notebooklm-py","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add teng-lin/notebooklm-py"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Notebooklm Py\" agent skill from https://github.com/teng-lin/notebooklm-py. 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: Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Notebooklm Py\" as a Claude Code skill from https://github.com/teng-lin/notebooklm-py. 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: Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Notebooklm Py\" from https://github.com/teng-lin/notebooklm-py 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: Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw."}]},"trust":{"score":89,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"17K GitHub stars","repoActivity":"17K stars, 2.3K forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/teng-lin/notebooklm-py","install":"npx skills add teng-lin/notebooklm-py","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":93,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Permission surface may require sandboxing","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"safety_gate":{"score":65,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"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":["High-risk permission hints: Shell or command execution","Permission surface may require sandboxing"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Notebooklm Py before installing it in an AI agent workflow","agent-skills","Coding agents 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 teng-lin/notebooklm-py"]},{"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 teng-lin/notebooklm-py"]},{"id":"trust_score","label":"Trust score","status":"pass","score":89,"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","17K GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":93,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Permission surface may require sandboxing"]},{"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.","High-risk permission hints: Shell or command execution"]},{"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":"fail","score":48,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","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":["Permission surface: shell or command execution, filesystem or document access"],"warnings":["Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"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","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access","Production credentials, payments, or irreversible account changes without explicit human review"],"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 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}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"teng-lin-notebooklm-py","name":"Notebooklm Py","description":"Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw.","category":"agent-skills","url":"https://www.openagentskill.com/skills/teng-lin-notebooklm-py","repository":"https://github.com/teng-lin/notebooklm-py","github_repo":"teng-lin/notebooklm-py"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Inspect repository metadata","Compare code changes"],"suited_agents":["Python","AI Agents","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add teng-lin/notebooklm-py","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add teng-lin/notebooklm-py"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Notebooklm Py\" agent skill from https://github.com/teng-lin/notebooklm-py. 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: Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Notebooklm Py\" as a Claude Code skill from https://github.com/teng-lin/notebooklm-py. 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: Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Notebooklm Py\" from https://github.com/teng-lin/notebooklm-py 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: Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw."}],"handoff_url":"https://www.openagentskill.com/api/skills/teng-lin-notebooklm-py/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/teng-lin-notebooklm-py"},"trust":{"score":89,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"17K GitHub stars","repoActivity":"17K stars, 2.3K forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/teng-lin/notebooklm-py","install":"npx skills add teng-lin/notebooklm-py","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, 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":["agent-skills","agent-skill","skills","agentic-skill","api","claude"],"known_risks":["Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"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":93,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Permission surface may require sandboxing","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"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":100,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"Pushed today","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","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate Notebooklm Py 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: 89/100 Production candidate","Audit: 93/100 Safe to try","Safety: 65/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"teng-lin-notebooklm-py (Notebooklm Py)","install_command":"npx skills add teng-lin/notebooklm-py","risk_summary":"Safe to try; 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":"teng-lin-notebooklm-py","task":"Evaluate Notebooklm Py 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/teng-lin-notebooklm-py","api":"https://www.openagentskill.com/api/agent/skills/teng-lin-notebooklm-py","audit":"https://www.openagentskill.com/skills/teng-lin-notebooklm-py/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=teng-lin-notebooklm-py&task=Evaluate%20Notebooklm%20Py%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Notebooklm%20Py%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Notebooklm%20Py%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/teng-lin-notebooklm-py/install","manifest":"https://www.openagentskill.com/api/registry/manifest/teng-lin-notebooklm-py"}},"endpoints":{"web":"https://www.openagentskill.com/skills/teng-lin-notebooklm-py","api":"https://www.openagentskill.com/api/agent/skills/teng-lin-notebooklm-py","eval":"https://www.openagentskill.com/api/agent/evals?slug=teng-lin-notebooklm-py","audit":"https://www.openagentskill.com/skills/teng-lin-notebooklm-py/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Notebooklm%20Py%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":"2026-07-03T23:19:41.216Z"}}