{"eval":{"version":"openagentskill-skill-eval-v1","slug":"horance-liu-tensorflow-internals","name":"Tensorflow Internals","generated_at":"2026-07-03T23:14:52.674Z","task_input":"Evaluate Tensorflow Internals before installing it in an AI agent workflow","status":"review","score":70,"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":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["TeX","Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add horance-liu/tensorflow-internals","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add horance-liu/tensorflow-internals"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tensorflow Internals\" agent skill from https://github.com/horance-liu/tensorflow-internals. 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Skill purpose: It is open source ebook about TensorFlow kernel and implementation mechanism."}]},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"2.9K GitHub stars","repoActivity":"2.9K stars, 575 forks","lastPushed":"3y since push","license":"Unknown","repository":"https://github.com/horance-liu/tensorflow-internals","install":"npx skills add horance-liu/tensorflow-internals","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":69,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push","License clarity: Unknown"]},"safety_gate":{"score":53,"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 Tensorflow Internals before installing it in an AI agent workflow","ml-automation","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 horance-liu/tensorflow-internals"]},{"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 horance-liu/tensorflow-internals"]},{"id":"trust_score","label":"Trust score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","2.9K GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":69,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":53,"required_for_auto_install":true,"detail":"Sparse or mixed signals. 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