{"eval":{"version":"openagentskill-skill-eval-v1","slug":"shootthesound-comfyui-longlook","name":"ComfyUI LongLook","generated_at":"2026-07-03T22:25:05.443Z","task_input":"Evaluate ComfyUI LongLook before installing it in an AI agent workflow","status":"review","score":69,"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":["Python","Video Generation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add shootthesound/comfyUI-LongLook","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add shootthesound/comfyUI-LongLook"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"ComfyUI LongLook\" agent skill from https://github.com/shootthesound/comfyUI-LongLook. 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: A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"ComfyUI LongLook\" as a Claude Code skill from https://github.com/shootthesound/comfyUI-LongLook. 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: A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"ComfyUI LongLook\" from https://github.com/shootthesound/comfyUI-LongLook 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: A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation"}]},"trust":{"score":74,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"163 GitHub stars","repoActivity":"163 stars, 16 forks","lastPushed":"6mo since push","license":"Unknown","repository":"https://github.com/shootthesound/comfyUI-LongLook","install":"npx skills add shootthesound/comfyUI-LongLook","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":72,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 163 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"score":56,"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 ComfyUI LongLook 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 shootthesound/comfyUI-LongLook"]},{"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 shootthesound/comfyUI-LongLook"]},{"id":"trust_score","label":"Trust score","status":"warn","score":74,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","163 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":72,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":56,"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":"warn","score":62,"required_for_auto_install":false,"detail":"6mo since push","evidence":["6mo 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","Recent maintenance: 6mo since push","License is unclear","Quality score needs review","Stars/forks activity: 163 stars, 16 forks; issue activity unavailable in current metadata"],"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","Quality score needs review","Stars/forks activity: 163 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"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":"shootthesound-comfyui-longlook","name":"ComfyUI LongLook","description":"A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation","category":"media-automation","url":"https://www.openagentskill.com/skills/shootthesound-comfyui-longlook","repository":"https://github.com/shootthesound/comfyUI-LongLook","github_repo":"shootthesound/comfyUI-LongLook"},"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":["Python","Video Generation","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add shootthesound/comfyUI-LongLook","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add shootthesound/comfyUI-LongLook"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"ComfyUI LongLook\" agent skill from https://github.com/shootthesound/comfyUI-LongLook. 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: A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"ComfyUI LongLook\" as a Claude Code skill from https://github.com/shootthesound/comfyUI-LongLook. 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: A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"ComfyUI LongLook\" from https://github.com/shootthesound/comfyUI-LongLook 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: A ComfyUI node pack that implements FreeLong (NeurIPS 2024) spectral blending for Wan 2.2 video generation"}],"handoff_url":"https://www.openagentskill.com/api/skills/shootthesound-comfyui-longlook/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/shootthesound-comfyui-longlook"},"trust":{"score":74,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"163 GitHub stars","repoActivity":"163 stars, 16 forks","lastPushed":"6mo since push","license":"Unknown","repository":"https://github.com/shootthesound/comfyUI-LongLook","install":"npx skills add shootthesound/comfyUI-LongLook","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","video-generation","creative","media","design","ai"],"known_risks":["License is unclear","Quality score needs review","Stars/forks activity: 163 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"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":72,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","Stars/forks activity: 163 stars, 16 forks; issue activity unavailable in current metadata","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":60,"label":"Promising"},"supply":{"track":"Design and creative production","scenario":"Design and creative","maintenance":"6mo 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 need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","License is unclear","Quality score needs review","Stars/forks activity: 163 stars, 16 forks; issue activity unavailable in current metadata","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate ComfyUI LongLook 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: 74/100 Strong shortlist","Audit: 72/100 Needs review","Safety: 56/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"shootthesound-comfyui-longlook (ComfyUI LongLook)","install_command":"npx skills add shootthesound/comfyUI-LongLook","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":"shootthesound-comfyui-longlook","task":"Evaluate ComfyUI LongLook 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/shootthesound-comfyui-longlook","api":"https://www.openagentskill.com/api/agent/skills/shootthesound-comfyui-longlook","audit":"https://www.openagentskill.com/skills/shootthesound-comfyui-longlook/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=shootthesound-comfyui-longlook&task=Evaluate%20ComfyUI%20LongLook%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20ComfyUI%20LongLook%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20ComfyUI%20LongLook%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/shootthesound-comfyui-longlook/install","manifest":"https://www.openagentskill.com/api/registry/manifest/shootthesound-comfyui-longlook"}},"endpoints":{"web":"https://www.openagentskill.com/skills/shootthesound-comfyui-longlook","api":"https://www.openagentskill.com/api/agent/skills/shootthesound-comfyui-longlook","eval":"https://www.openagentskill.com/api/agent/evals?slug=shootthesound-comfyui-longlook","audit":"https://www.openagentskill.com/skills/shootthesound-comfyui-longlook/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20ComfyUI%20LongLook%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":"2026-07-03T22:25:05.443Z"}}