{"eval":{"version":"openagentskill-skill-eval-v1","slug":"mravanelli-pytorch-kaldi","name":"Pytorch Kaldi","generated_at":"2026-06-23T20:03:21.958Z","task_input":"Evaluate Pytorch Kaldi before installing it in an AI agent workflow","status":"review","score":71,"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":["Python","Speech","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add mravanelli/pytorch-kaldi","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add mravanelli/pytorch-kaldi"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Pytorch Kaldi\" agent skill from https://github.com/mravanelli/pytorch-kaldi. 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: pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Pytorch Kaldi\" as a Claude Code skill from https://github.com/mravanelli/pytorch-kaldi. 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: pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Pytorch Kaldi\" from https://github.com/mravanelli/pytorch-kaldi 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: pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit."}]},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"2.4K GitHub stars","repoActivity":"2.4K stars, 444 forks","lastPushed":"4y since push","license":"Unknown","repository":"https://github.com/mravanelli/pytorch-kaldi","install":"npx skills add mravanelli/pytorch-kaldi","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":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 4y since push","License clarity: Unknown"]},"safety_gate":{"score":54,"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 Pytorch Kaldi before installing it in an AI agent workflow","media-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 mravanelli/pytorch-kaldi"]},{"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 mravanelli/pytorch-kaldi"]},{"id":"trust_score","label":"Trust score","status":"warn","score":80,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","2.4K GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":70,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":54,"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.","License is unclear"]},{"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":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"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.","License clarity: Unknown","License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","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","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 4y since push","License clarity: Unknown"],"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":95,"audit_score":96},{"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":95,"audit_score":96},{"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":93,"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":95,"audit_score":96}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"mravanelli-pytorch-kaldi","name":"Pytorch Kaldi","description":"pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit.","category":"media-automation","url":"https://www.openagentskill.com/skills/mravanelli-pytorch-kaldi","repository":"https://github.com/mravanelli/pytorch-kaldi","github_repo":"mravanelli/pytorch-kaldi"},"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":["Python","Speech","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add mravanelli/pytorch-kaldi","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add mravanelli/pytorch-kaldi"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Pytorch Kaldi\" agent skill from https://github.com/mravanelli/pytorch-kaldi. 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: pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Pytorch Kaldi\" as a Claude Code skill from https://github.com/mravanelli/pytorch-kaldi. 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: pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Pytorch Kaldi\" from https://github.com/mravanelli/pytorch-kaldi 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: pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit."}],"handoff_url":"https://www.openagentskill.com/api/skills/mravanelli-pytorch-kaldi/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/mravanelli-pytorch-kaldi"},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"2.4K GitHub stars","repoActivity":"2.4K stars, 444 forks","lastPushed":"4y since push","license":"Unknown","repository":"https://github.com/mravanelli/pytorch-kaldi","install":"npx skills add mravanelli/pytorch-kaldi","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,"success_rate":null,"install_attempts":0,"risk_blocked":0,"setup_required":0,"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","speech-recognition","voice","ml-media","asr","deep-learning"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Recent maintenance: 4y since push","License clarity: Unknown"]},"audit":{"score":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 4y since push","License clarity: Unknown"]},"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":69,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","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":95,"audit_score":96},{"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":95,"audit_score":96},{"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":93,"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":95,"audit_score":96}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 4y since push","License clarity: Unknown"],"agent_contract":{"task_input":"Evaluate Pytorch Kaldi 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: 80/100 Strong shortlist","Audit: 70/100 Needs review","Safety: 54/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"mravanelli-pytorch-kaldi (Pytorch Kaldi)","install_command":"npx skills add mravanelli/pytorch-kaldi","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/mravanelli-pytorch-kaldi","api":"https://www.openagentskill.com/api/agent/skills/mravanelli-pytorch-kaldi","audit":"https://www.openagentskill.com/skills/mravanelli-pytorch-kaldi/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=mravanelli-pytorch-kaldi&task=Evaluate%20Pytorch%20Kaldi%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Pytorch%20Kaldi%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/mravanelli-pytorch-kaldi/install","manifest":"https://www.openagentskill.com/api/registry/manifest/mravanelli-pytorch-kaldi"}},"endpoints":{"web":"https://www.openagentskill.com/skills/mravanelli-pytorch-kaldi","api":"https://www.openagentskill.com/api/agent/skills/mravanelli-pytorch-kaldi","eval":"https://www.openagentskill.com/api/agent/evals?slug=mravanelli-pytorch-kaldi","audit":"https://www.openagentskill.com/skills/mravanelli-pytorch-kaldi/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Pytorch%20Kaldi%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":"2026-06-23T20:03:21.958Z"}}