{"eval":{"version":"openagentskill-skill-eval-v1","slug":"ardha27-ai-waifu-vtuber","name":"AI Waifu Vtuber","generated_at":"2026-06-23T13:27:33.122Z","task_input":"Evaluate AI Waifu Vtuber before installing it in an AI agent workflow","status":"review","score":88,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","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","OpenAI Agents","CLI"]},"install":{"command":"npx skills add ardha27/AI-Waifu-Vtuber","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ardha27/AI-Waifu-Vtuber"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AI Waifu Vtuber\" agent skill from https://github.com/ardha27/AI-Waifu-Vtuber. 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: AI Vtuber for Streaming on Youtube/Twitch"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AI Waifu Vtuber\" as a Claude Code skill from https://github.com/ardha27/AI-Waifu-Vtuber. 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: AI Vtuber for Streaming on Youtube/Twitch"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AI Waifu Vtuber\" from https://github.com/ardha27/AI-Waifu-Vtuber 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: AI Vtuber for Streaming on Youtube/Twitch"}]},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"1.1K GitHub stars","repoActivity":"1.1K stars, 175 forks","lastPushed":"22d since push","license":"Unknown","repository":"https://github.com/ardha27/AI-Waifu-Vtuber","install":"npx skills add ardha27/AI-Waifu-Vtuber","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":91,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety_gate":{"score":75,"tier":"reviewed","label":"Reviewed","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 AI Waifu Vtuber 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 ardha27/AI-Waifu-Vtuber"]},{"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 ardha27/AI-Waifu-Vtuber"]},{"id":"trust_score","label":"Trust score","status":"pass","score":87,"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","1.1K GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"pass","score":91,"required_for_auto_install":true,"detail":"Safe to try","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"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":"22d since push","evidence":["22d 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":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","License clarity: Unknown","License is unclear"],"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","License is unclear","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"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":"ardha27-ai-waifu-vtuber","name":"AI Waifu Vtuber","description":"AI Vtuber for Streaming on Youtube/Twitch","category":"media-automation","url":"https://www.openagentskill.com/skills/ardha27-ai-waifu-vtuber","repository":"https://github.com/ardha27/AI-Waifu-Vtuber","github_repo":"ardha27/AI-Waifu-Vtuber"},"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","OpenAI Agents","CLI"],"install":{"command":"npx skills add ardha27/AI-Waifu-Vtuber","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ardha27/AI-Waifu-Vtuber"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AI Waifu Vtuber\" agent skill from https://github.com/ardha27/AI-Waifu-Vtuber. 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: AI Vtuber for Streaming on Youtube/Twitch"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AI Waifu Vtuber\" as a Claude Code skill from https://github.com/ardha27/AI-Waifu-Vtuber. 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: AI Vtuber for Streaming on Youtube/Twitch"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AI Waifu Vtuber\" from https://github.com/ardha27/AI-Waifu-Vtuber 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: AI Vtuber for Streaming on Youtube/Twitch"}],"handoff_url":"https://www.openagentskill.com/api/skills/ardha27-ai-waifu-vtuber/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ardha27-ai-waifu-vtuber"},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.1K GitHub stars","repoActivity":"1.1K stars, 175 forks","lastPushed":"22d since push","license":"Unknown","repository":"https://github.com/ardha27/AI-Waifu-Vtuber","install":"npx skills add ardha27/AI-Waifu-Vtuber","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,"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","ai-vtuber","ai-waifu"],"known_risks":["License is unclear","License clarity: Unknown"]},"audit":{"score":91,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":97,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"22d since push","risk":"Safe to try"},"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 need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","License is unclear","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Evaluate AI Waifu Vtuber before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 87/100 Production candidate","Audit: 91/100 Safe to try","Safety: 75/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ardha27-ai-waifu-vtuber (AI Waifu Vtuber)","install_command":"npx skills add ardha27/AI-Waifu-Vtuber","risk_summary":"Safe to try; Reviewed; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/ardha27-ai-waifu-vtuber","api":"https://www.openagentskill.com/api/agent/skills/ardha27-ai-waifu-vtuber","audit":"https://www.openagentskill.com/skills/ardha27-ai-waifu-vtuber/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ardha27-ai-waifu-vtuber&task=Evaluate%20AI%20Waifu%20Vtuber%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20AI%20Waifu%20Vtuber%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/ardha27-ai-waifu-vtuber/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ardha27-ai-waifu-vtuber"}},"endpoints":{"web":"https://www.openagentskill.com/skills/ardha27-ai-waifu-vtuber","api":"https://www.openagentskill.com/api/agent/skills/ardha27-ai-waifu-vtuber","eval":"https://www.openagentskill.com/api/agent/evals?slug=ardha27-ai-waifu-vtuber","audit":"https://www.openagentskill.com/skills/ardha27-ai-waifu-vtuber/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20AI%20Waifu%20Vtuber%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":"2026-06-23T13:27:33.122Z"}}