{"eval":{"version":"openagentskill-skill-eval-v1","slug":"taldatech-soft-intro-vae-pytorch","name":"Soft Intro Vae Pytorch","generated_at":"2026-07-03T21:25:31.646Z","task_input":"Evaluate Soft Intro Vae Pytorch before installing it in an AI agent workflow","status":"review","score":62,"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":["Design and creative workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect visual requirements","Generate reusable assets","Package output for review","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","Image Generation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add taldatech/soft-intro-vae-pytorch","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add taldatech/soft-intro-vae-pytorch"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Soft Intro Vae Pytorch\" agent skill from https://github.com/taldatech/soft-intro-vae-pytorch. 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: [CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\""},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Soft Intro Vae Pytorch\" as a Claude Code skill from https://github.com/taldatech/soft-intro-vae-pytorch. 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: [CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\""},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Soft Intro Vae Pytorch\" from https://github.com/taldatech/soft-intro-vae-pytorch 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: [CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\""}]},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"198 GitHub stars","repoActivity":"198 stars, 30 forks","lastPushed":"4y since push","license":"Apache-2.0","repository":"https://github.com/taldatech/soft-intro-vae-pytorch","install":"npx skills add taldatech/soft-intro-vae-pytorch","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":63,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 198 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"]},"safety_gate":{"score":47,"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":["Repository appears stale"]},"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 Soft Intro Vae Pytorch before installing it in an AI agent workflow","media-automation","Design and creative 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 taldatech/soft-intro-vae-pytorch"]},{"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 taldatech/soft-intro-vae-pytorch"]},{"id":"trust_score","label":"Trust score","status":"warn","score":72,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","198 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":63,"required_for_auto_install":true,"detail":"Needs review","evidence":["Repository appears stale"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":47,"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.","Repository appears stale"]},{"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":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"fail","score":22,"required_for_auto_install":false,"detail":"4y since push","evidence":["4y 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":["unslothai-unsloth","rvc-boss-gpt-sovits","ggml-org-whisper-cpp","huggingface-diffusers"]}],"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.","Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 198 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"],"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 require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","Repository appears stale","Quality score needs review","Stars/forks activity: 198 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"],"alternatives":[{"slug":"unslothai-unsloth","name":"Unsloth","url":"https://www.openagentskill.com/skills/unslothai-unsloth","stars":66978,"install_command":"npx skills add unslothai/unsloth","trust_score":94,"audit_score":95},{"slug":"rvc-boss-gpt-sovits","name":"GPT SoVITS","url":"https://www.openagentskill.com/skills/rvc-boss-gpt-sovits","stars":58890,"install_command":"npx skills add RVC-Boss/GPT-SoVITS","trust_score":94,"audit_score":95},{"slug":"ggml-org-whisper-cpp","name":"Whisper.Cpp","url":"https://www.openagentskill.com/skills/ggml-org-whisper-cpp","stars":50964,"install_command":"npx skills add ggml-org/whisper.cpp","trust_score":92,"audit_score":95},{"slug":"huggingface-diffusers","name":"Diffusers","url":"https://www.openagentskill.com/skills/huggingface-diffusers","stars":33869,"install_command":"npx skills add huggingface/diffusers","trust_score":94,"audit_score":95}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"taldatech-soft-intro-vae-pytorch","name":"Soft Intro Vae Pytorch","description":"[CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\"","category":"media-automation","url":"https://www.openagentskill.com/skills/taldatech-soft-intro-vae-pytorch","repository":"https://github.com/taldatech/soft-intro-vae-pytorch","github_repo":"taldatech/soft-intro-vae-pytorch"},"suited_tasks":["Design and creative workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect visual requirements","Generate reusable assets","Package output for review","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","Image Generation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add taldatech/soft-intro-vae-pytorch","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add taldatech/soft-intro-vae-pytorch"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Soft Intro Vae Pytorch\" agent skill from https://github.com/taldatech/soft-intro-vae-pytorch. 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: [CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\""},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Soft Intro Vae Pytorch\" as a Claude Code skill from https://github.com/taldatech/soft-intro-vae-pytorch. 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: [CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\""},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Soft Intro Vae Pytorch\" from https://github.com/taldatech/soft-intro-vae-pytorch 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: [CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper \"Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders\""}],"handoff_url":"https://www.openagentskill.com/api/skills/taldatech-soft-intro-vae-pytorch/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/taldatech-soft-intro-vae-pytorch"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"198 GitHub stars","repoActivity":"198 stars, 30 forks","lastPushed":"4y since push","license":"Apache-2.0","repository":"https://github.com/taldatech/soft-intro-vae-pytorch","install":"npx skills add taldatech/soft-intro-vae-pytorch","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":["media-automation","image-generation","creative","media","design","cvpr2021"],"known_risks":["Repository looks stale","Quality score needs review","Stars/forks activity: 198 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"]},"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":63,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 198 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"]},"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":49,"label":"Needs review"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"4y since push","risk":"Needs review"},"alternative_skills":[{"slug":"unslothai-unsloth","name":"Unsloth","url":"https://www.openagentskill.com/skills/unslothai-unsloth","stars":66978,"install_command":"npx skills add unslothai/unsloth","trust_score":94,"audit_score":95},{"slug":"rvc-boss-gpt-sovits","name":"GPT SoVITS","url":"https://www.openagentskill.com/skills/rvc-boss-gpt-sovits","stars":58890,"install_command":"npx skills add RVC-Boss/GPT-SoVITS","trust_score":94,"audit_score":95},{"slug":"ggml-org-whisper-cpp","name":"Whisper.Cpp","url":"https://www.openagentskill.com/skills/ggml-org-whisper-cpp","stars":50964,"install_command":"npx skills add ggml-org/whisper.cpp","trust_score":92,"audit_score":95},{"slug":"huggingface-diffusers","name":"Diffusers","url":"https://www.openagentskill.com/skills/huggingface-diffusers","stars":33869,"install_command":"npx skills add huggingface/diffusers","trust_score":94,"audit_score":95}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","Repository appears stale","Quality score needs review","Stars/forks activity: 198 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"],"agent_contract":{"task_input":"Evaluate Soft Intro Vae Pytorch 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: 72/100 Strong shortlist","Audit: 63/100 Needs review","Safety: 47/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"taldatech-soft-intro-vae-pytorch (Soft Intro Vae Pytorch)","install_command":"npx skills add taldatech/soft-intro-vae-pytorch","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":"taldatech-soft-intro-vae-pytorch","task":"Evaluate Soft Intro Vae Pytorch 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/taldatech-soft-intro-vae-pytorch","api":"https://www.openagentskill.com/api/agent/skills/taldatech-soft-intro-vae-pytorch","audit":"https://www.openagentskill.com/skills/taldatech-soft-intro-vae-pytorch/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=taldatech-soft-intro-vae-pytorch&task=Evaluate%20Soft%20Intro%20Vae%20Pytorch%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Soft%20Intro%20Vae%20Pytorch%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Soft%20Intro%20Vae%20Pytorch%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/taldatech-soft-intro-vae-pytorch/install","manifest":"https://www.openagentskill.com/api/registry/manifest/taldatech-soft-intro-vae-pytorch"}},"endpoints":{"web":"https://www.openagentskill.com/skills/taldatech-soft-intro-vae-pytorch","api":"https://www.openagentskill.com/api/agent/skills/taldatech-soft-intro-vae-pytorch","eval":"https://www.openagentskill.com/api/agent/evals?slug=taldatech-soft-intro-vae-pytorch","audit":"https://www.openagentskill.com/skills/taldatech-soft-intro-vae-pytorch/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Soft%20Intro%20Vae%20Pytorch%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":"2026-07-03T21:25:31.646Z"}}