{"task":"Use Computer Vision Course","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Computer Vision Course","agent":"codex","best_skill":{"slug":"azavea-raster-vision","name":"Raster Vision","description":"An open source library and framework for deep learning on satellite and aerial imagery.","category":"robotics-iot","url":"https://www.openagentskill.com/skills/azavea-raster-vision","api_url":"https://www.openagentskill.com/api/agent/skills/azavea-raster-vision","audit_url":"https://www.openagentskill.com/skills/azavea-raster-vision/audit","repository":"https://github.com/azavea/raster-vision"},"install":{"command":"npx skills add azavea/raster-vision","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Raster Vision\" agent skill from https://github.com/azavea/raster-vision. 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: An open source library and framework for deep learning on satellite and aerial imagery.","install_api":"https://www.openagentskill.com/api/skills/azavea-raster-vision/install","ready":true,"review_required":false,"auto_install_allowed":true,"policy":"allow"},"why_recommended":["Matches task terms: use, computer, vision","Useful GitHub adoption: 2,222 stars","Install handoff is available","Repository freshness signal is available","Registry match score 224","Primary pick for Coding agents","96/100 OpenAgentSkill Trust Score v2","97/100 audit score"],"trust_score_v2":{"score":96,"tier":"production","label":"Production candidate","install_policy":"agent_install_candidate","evidence":{"stars":"2.2K GitHub stars","lastPushed":"11d since push","license":"Apache-2.0","repository":"https://github.com/azavea/raster-vision","install":"npx skills add azavea/raster-vision","documentation":"Strong README/SKILL.md context"},"agent_compatibility":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"risk":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"96/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"supply_asset":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"workflow-automation","title":"Workflow automation"}]},"maintenance":{"status":"fresh","label":"11d since push","daysSincePush":11,"lastPushedAt":"2026-06-04T14:59:54+00:00"},"github_quality":{"stars":2222,"starsLabel":"2.2K","forks":396,"license":"Apache-2.0","qualityScore":100,"trustScore":96,"auditScore":97},"coverage_tags":["Coding","Coding agents","robotics-iot","computer-vision","automation","classification","deep-learning","geospatial"]},"alternatives":[{"slug":"alicevision-alicevision","name":"AliceVision","url":"https://www.openagentskill.com/skills/alicevision-alicevision","install_command":"npx skills add alicevision/AliceVision","trust_score":89,"audit_score":94,"safety_score":78,"why_consider":"Matches task terms: use, computer, vision","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"89/100 Production candidate","notes":["License is unclear","Documentation summary is thin","License clarity: Unknown"]}},{"slug":"web-infra-dev-midscene","name":"Midscene","url":"https://www.openagentskill.com/skills/web-infra-dev-midscene","install_command":"npx skills add web-infra-dev/midscene","trust_score":94,"audit_score":97,"safety_score":85,"why_consider":"Matches task terms: use, computer, vision","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"85/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}},{"slug":"developer-y-cs-video-courses","name":"Cs Video Courses","url":"https://www.openagentskill.com/skills/developer-y-cs-video-courses","install_command":"npx skills add Developer-Y/cs-video-courses","trust_score":91,"audit_score":94,"safety_score":78,"why_consider":"Matches task terms: use, computer, vision, course","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"91/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"mayocream-koharu","name":"Koharu","url":"https://www.openagentskill.com/skills/mayocream-koharu","install_command":"npx skills add mayocream/koharu","trust_score":93,"audit_score":96,"safety_score":88,"why_consider":"Matches task terms: use, computer, vision","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"93/100 Production candidate","notes":[]}}],"agent_instruction":"Use Raster Vision for: Use Computer Vision Course\nReview audit: https://www.openagentskill.com/skills/azavea-raster-vision/audit\nInstall in a sandbox first with: npx skills add azavea/raster-vision\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"selected":{"rank":2,"match_score":224,"skill":{"slug":"azavea-raster-vision","name":"Raster Vision","description":"An open source library and framework for deep learning on satellite and aerial imagery.","category":"robotics-iot","repository":"https://github.com/azavea/raster-vision","github_repo":"azavea/raster-vision"},"recommendation_reasons":["Matches task terms: use, computer, vision","Useful GitHub adoption: 2,222 stars","Install handoff is available","Repository freshness signal is available","Registry match score 224"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Python"],"install":{"ready":true,"command":"npx skills add azavea/raster-vision","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":2222,"starsLabel":"2.2K","forks":396,"license":"Apache-2.0","qualityScore":100,"trustScore":96,"auditScore":97},"maintenance":{"status":"fresh","label":"11d since push","daysSincePush":11,"lastPushedAt":"2026-06-04T14:59:54+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Coding","Coding agents","robotics-iot","computer-vision","automation","classification","deep-learning","geospatial"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"2.2K","tone":"positive"},{"label":"Freshness","value":"11d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":96,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.16,"status":"pass","detail":"2.2K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"11d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.16,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add azavea/raster-vision"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/azavea/raster-vision"},{"id":"review_status","label":"Review status","score":88,"weight":0.06,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"2.2K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"11d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add azavea/raster-vision"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/azavea/raster-vision"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal"],"warnings":[],"evidence":{"stars":"2.2K GitHub stars","lastPushed":"11d since push","license":"Apache-2.0","repository":"https://github.com/azavea/raster-vision","install":"npx skills add azavea/raster-vision","documentation":"Strong README/SKILL.md context"},"installReadiness":{"ready":true,"command":"npx skills add azavea/raster-vision","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","11d since push"]},"agentCompatibility":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":89,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","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":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","89/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add azavea/raster-vision","value":"Install the \"Raster Vision\" agent skill from https://github.com/azavea/raster-vision. 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: An open source library and framework for deep learning on satellite and aerial imagery.","kind":"agent-prompt","steps":["Review Raster Vision trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add azavea/raster-vision","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Raster Vision\" agent skill from https://github.com/azavea/raster-vision. 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: An open source library and framework for deep learning on satellite and aerial imagery.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Raster Vision\" as a Claude Code skill from https://github.com/azavea/raster-vision. 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: An open source library and framework for deep learning on satellite and aerial imagery.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Raster Vision\" from https://github.com/azavea/raster-vision 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: An open source library and framework for deep learning on satellite and aerial imagery.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/azavea-raster-vision","api":"https://www.openagentskill.com/api/agent/skills/azavea-raster-vision","install_api":"https://www.openagentskill.com/api/skills/azavea-raster-vision/install","audit":"https://www.openagentskill.com/skills/azavea-raster-vision/audit","badge":"https://www.openagentskill.com/api/badge/azavea-raster-vision?metric=audit","repository":"https://github.com/azavea/raster-vision"}},"alternatives":[{"rank":1,"match_score":225.3,"skill":{"slug":"alicevision-alicevision","name":"AliceVision","description":"3D Computer Vision Framework","category":"robotics-iot","repository":"https://github.com/alicevision/AliceVision","github_repo":"alicevision/AliceVision"},"recommendation_reasons":["Matches task terms: use, computer, vision","Useful GitHub adoption: 3,444 stars","Install handoff is available","Repository freshness signal is available","Registry match score 225"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"sports-analytics","title":"Sports analytics"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","C++"],"install":{"ready":true,"command":"npx skills add alicevision/AliceVision","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":3444,"starsLabel":"3.4K","forks":874,"license":"Unknown","qualityScore":100,"trustScore":89,"auditScore":94},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-16T08:02:18+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["License is unclear","Documentation summary is thin","License clarity: Unknown"]},"coverageTags":["Coding","Coding agents","robotics-iot","computer-vision","automation","3d-computer-vision","3d-reconstruction","ai"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"3.4K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":89,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.16,"status":"pass","detail":"3.4K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":42,"weight":0.1,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.16,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add alicevision/AliceVision"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/alicevision/AliceVision"},{"id":"review_status","label":"Review status","score":88,"weight":0.06,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"3.4K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add alicevision/AliceVision"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/alicevision/AliceVision"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal"],"warnings":["License is unclear","Documentation summary is thin","License clarity: Unknown"],"evidence":{"stars":"3.4K GitHub stars","lastPushed":"Pushed today","license":"Unknown","repository":"https://github.com/alicevision/AliceVision","install":"npx skills add alicevision/AliceVision","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add alicevision/AliceVision","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","Pushed today"]},"agentCompatibility":["C++","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","Documentation summary is thin","License clarity: Unknown"]}},"audit":{"audit_score":94,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","Documentation summary is thin","License clarity: Unknown"]},"safety":{"score":78,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","78/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","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"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"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.","reasons":["Safe-to-try audit","78/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Sports analytics","role":"Primary pick","best_for":["Sports analytics workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Sports analytics task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add alicevision/AliceVision","value":"Install the \"AliceVision\" agent skill from https://github.com/alicevision/AliceVision. 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: 3D Computer Vision Framework","kind":"agent-prompt","steps":["Review AliceVision trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add alicevision/AliceVision","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"AliceVision\" agent skill from https://github.com/alicevision/AliceVision. 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: 3D Computer Vision Framework","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"AliceVision\" as a Claude Code skill from https://github.com/alicevision/AliceVision. 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: 3D Computer Vision Framework","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"AliceVision\" from https://github.com/alicevision/AliceVision 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: 3D Computer Vision Framework","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"urls":{"web":"https://www.openagentskill.com/skills/alicevision-alicevision","api":"https://www.openagentskill.com/api/agent/skills/alicevision-alicevision","install_api":"https://www.openagentskill.com/api/skills/alicevision-alicevision/install","audit":"https://www.openagentskill.com/skills/alicevision-alicevision/audit","badge":"https://www.openagentskill.com/api/badge/alicevision-alicevision?metric=audit","repository":"https://github.com/alicevision/AliceVision"}},{"rank":3,"match_score":201.7,"skill":{"slug":"web-infra-dev-midscene","name":"Midscene","description":"AI-powered, vision-driven UI automation for every platform.","category":"automation","repository":"https://github.com/web-infra-dev/midscene","github_repo":"web-infra-dev/midscene"},"recommendation_reasons":["Matches task terms: use, computer, vision","Strong GitHub adoption: 13,695 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"browser-automation","title":"Browser automation"},{"slug":"local-desktop","title":"Local desktop"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","Browser agents","CLI","Codex"],"install":{"ready":true,"command":"npx skills add web-infra-dev/midscene","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":13695,"starsLabel":"14K","forks":1038,"license":"MIT","qualityScore":100,"trustScore":94,"auditScore":97},"maintenance":{"status":"fresh","label":"3d since push","daysSincePush":3,"lastPushedAt":"2026-06-13T03:45:46+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Coding","Coding agents","automation","computer-use","desktop-agent","ai","ai-test","browser-use"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"14K","tone":"positive"},{"label":"Freshness","value":"3d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":94,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.16,"status":"pass","detail":"14K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.16,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency risk","score":82,"weight":0.14,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add web-infra-dev/midscene"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/web-infra-dev/midscene"},{"id":"review_status","label":"Review status","score":88,"weight":0.06,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"14K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add web-infra-dev/midscene"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/web-infra-dev/midscene"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":[],"evidence":{"stars":"14K GitHub stars","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/web-infra-dev/midscene","install":"npx skills add web-infra-dev/midscene","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add web-infra-dev/midscene","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","3d since push"]},"agentCompatibility":["TypeScript","Computer Use","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":85,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","85/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"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":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","85/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Browser automation","role":"Primary pick","best_for":["Browser automation workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Browser automation task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add web-infra-dev/midscene","value":"Install the \"Midscene\" agent skill from https://github.com/web-infra-dev/midscene. 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-powered, vision-driven UI automation for every platform.","kind":"agent-prompt","steps":["Review Midscene trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add web-infra-dev/midscene","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Midscene\" agent skill from https://github.com/web-infra-dev/midscene. 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-powered, vision-driven UI automation for every platform.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Midscene\" as a Claude Code skill from https://github.com/web-infra-dev/midscene. 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-powered, vision-driven UI automation for every platform.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Midscene\" from https://github.com/web-infra-dev/midscene 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-powered, vision-driven UI automation for every platform.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/web-infra-dev-midscene","api":"https://www.openagentskill.com/api/agent/skills/web-infra-dev-midscene","install_api":"https://www.openagentskill.com/api/skills/web-infra-dev-midscene/install","audit":"https://www.openagentskill.com/skills/web-infra-dev-midscene/audit","badge":"https://www.openagentskill.com/api/badge/web-infra-dev-midscene?metric=audit","repository":"https://github.com/web-infra-dev/midscene"}},{"rank":4,"match_score":200.4,"skill":{"slug":"developer-y-cs-video-courses","name":"Cs Video Courses","description":"List of Computer Science courses with video lectures.","category":"ml-automation","repository":"https://github.com/Developer-Y/cs-video-courses","github_repo":"Developer-Y/cs-video-courses"},"recommendation_reasons":["Matches task terms: use, computer, vision, course","Strong GitHub adoption: 81,815 stars","Quality score 78/100","Install handoff is available","Repository freshness signal is available"],"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Multimodal media","description":"I need my agent to process images, video, or audio and extract useful information.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"multimodal-media","title":"Multimodal media"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Machine Learning"],"install":{"ready":true,"command":"npx skills add Developer-Y/cs-video-courses","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":81815,"starsLabel":"82K","forks":11304,"license":"Unknown","qualityScore":100,"trustScore":91,"auditScore":94},"maintenance":{"status":"fresh","label":"1d since push","daysSincePush":1,"lastPushedAt":"2026-06-15T12:07:20+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["License is unclear","License clarity: Unknown"]},"coverageTags":["Design","Multimodal media","ml-automation","machine-learning","automation","ml-media","algorithms","bioinformatics"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"82K","tone":"positive"},{"label":"Freshness","value":"1d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":91,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.16,"status":"pass","detail":"82K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"1d since push"},{"id":"license","label":"License clarity","score":42,"weight":0.1,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.16,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add Developer-Y/cs-video-courses"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/Developer-Y/cs-video-courses"},{"id":"review_status","label":"Review status","score":88,"weight":0.06,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"82K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"1d since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add Developer-Y/cs-video-courses"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/Developer-Y/cs-video-courses"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal"],"warnings":["License is unclear","License clarity: Unknown"],"evidence":{"stars":"82K GitHub stars","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/Developer-Y/cs-video-courses","install":"npx skills add Developer-Y/cs-video-courses","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add Developer-Y/cs-video-courses","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","1d since push"]},"agentCompatibility":["Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","License clarity: Unknown"]}},"audit":{"audit_score":94,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety":{"score":78,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","78/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","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"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"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.","reasons":["Safe-to-try audit","78/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for GitHub automation","role":"Primary pick","best_for":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one GitHub automation task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add Developer-Y/cs-video-courses","value":"Install the \"Cs Video Courses\" agent skill from https://github.com/Developer-Y/cs-video-courses. 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: List of Computer Science courses with video lectures.","kind":"agent-prompt","steps":["Review Cs Video Courses trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add Developer-Y/cs-video-courses","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Cs Video Courses\" agent skill from https://github.com/Developer-Y/cs-video-courses. 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: List of Computer Science courses with video lectures.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Cs Video Courses\" as a Claude Code skill from https://github.com/Developer-Y/cs-video-courses. 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: List of Computer Science courses with video lectures.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Cs Video Courses\" from https://github.com/Developer-Y/cs-video-courses 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: List of Computer Science courses with video lectures.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"multimodal-media","title":"Multimodal media","url":"https://www.openagentskill.com/use-cases/multimodal-media"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/developer-y-cs-video-courses","api":"https://www.openagentskill.com/api/agent/skills/developer-y-cs-video-courses","install_api":"https://www.openagentskill.com/api/skills/developer-y-cs-video-courses/install","audit":"https://www.openagentskill.com/skills/developer-y-cs-video-courses/audit","badge":"https://www.openagentskill.com/api/badge/developer-y-cs-video-courses?metric=audit","repository":"https://github.com/Developer-Y/cs-video-courses"}},{"rank":5,"match_score":198.2,"skill":{"slug":"mayocream-koharu","name":"Koharu","description":"ML-powered manga translator, written in Rust.","category":"robotics-iot","repository":"https://github.com/mayocream/koharu","github_repo":"mayocream/koharu"},"recommendation_reasons":["Matches task terms: use, computer, vision","Useful GitHub adoption: 4,656 stars","Install handoff is available","Repository freshness signal is available","Registry match score 198"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"RAG and knowledge","description":"I need my agent to build a RAG workflow over documents and retrieve reliable context.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Rust"],"install":{"ready":true,"command":"npx skills add mayocream/koharu","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":4656,"starsLabel":"4.7K","forks":265,"license":"GPL-3.0","qualityScore":100,"trustScore":93,"auditScore":96},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-06-15T19:00:19+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Research","RAG and knowledge","robotics-iot","computer-vision","automation","deep-learning","gpu","gui"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"4.7K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"GPL-3.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v2","score":93,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency risk, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.16,"status":"pass","detail":"4.7K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.18,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.1,"status":"pass","detail":"GPL-3.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.16,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add mayocream/koharu"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/mayocream/koharu"},{"id":"review_status","label":"Review status","score":88,"weight":0.06,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"4.7K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"GPL-3.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add mayocream/koharu"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/mayocream/koharu"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal"],"warnings":[],"evidence":{"stars":"4.7K GitHub stars","lastPushed":"Pushed today","license":"GPL-3.0","repository":"https://github.com/mayocream/koharu","install":"npx skills add mayocream/koharu","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add mayocream/koharu","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","Pushed today"]},"agentCompatibility":["Rust","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["No major trust warnings detected from available metadata"]}},"audit":{"audit_score":96,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"safety":{"score":88,"level":"safe_to_install","label":"Safe to install with normal review","safety_tier":{"tier":"verified","label":"Verified","badge":"VERIFIED","summary":"Strong metadata, audit, install, and review signals. Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","88/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","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":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","88/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add mayocream/koharu","value":"Install the \"Koharu\" agent skill from https://github.com/mayocream/koharu. 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: ML-powered manga translator, written in Rust.","kind":"agent-prompt","steps":["Review Koharu trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add mayocream/koharu","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Koharu\" agent skill from https://github.com/mayocream/koharu. 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: ML-powered manga translator, written in Rust.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Koharu\" as a Claude Code skill from https://github.com/mayocream/koharu. 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: ML-powered manga translator, written in Rust.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Koharu\" from https://github.com/mayocream/koharu 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: ML-powered manga translator, written in Rust.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/mayocream-koharu","api":"https://www.openagentskill.com/api/agent/skills/mayocream-koharu","install_api":"https://www.openagentskill.com/api/skills/mayocream-koharu/install","audit":"https://www.openagentskill.com/skills/mayocream-koharu/audit","badge":"https://www.openagentskill.com/api/badge/mayocream-koharu?metric=audit","repository":"https://github.com/mayocream/koharu"}}],"blocked_candidates":[],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","selected_skill":{"slug":"azavea-raster-vision","name":"Raster Vision","url":"https://www.openagentskill.com/skills/azavea-raster-vision","repository":"https://github.com/azavea/raster-vision"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add azavea/raster-vision","value":"Install the \"Raster Vision\" agent skill from https://github.com/azavea/raster-vision. 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: An open source library and framework for deep learning on satellite and aerial imagery.","api":"https://www.openagentskill.com/api/skills/azavea-raster-vision/install"},"copy_paste_prompt":"Task: Use Computer Vision Course\nUse Raster Vision from https://www.openagentskill.com/skills/azavea-raster-vision.\nReview the audit first: https://www.openagentskill.com/skills/azavea-raster-vision/audit\nInstall handoff: https://www.openagentskill.com/api/skills/azavea-raster-vision/install\nInstall command: npx skills add azavea/raster-vision\nIf audit or policy warnings look unsafe for this workspace, use one of the alternatives instead.","api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Computer%20Vision%20Course&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/azavea-raster-vision"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/azavea-raster-vision/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/azavea-raster-vision/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 89/100 Safe to install with normal review","Audit score: 97/100 Safe to try","Trust score: 96/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"alicevision-alicevision","name":"AliceVision","reason":"Matches task terms: use, computer, vision","url":"https://www.openagentskill.com/skills/alicevision-alicevision","install_api":"https://www.openagentskill.com/api/skills/alicevision-alicevision/install"},{"slug":"web-infra-dev-midscene","name":"Midscene","reason":"Matches task terms: use, computer, vision","url":"https://www.openagentskill.com/skills/web-infra-dev-midscene","install_api":"https://www.openagentskill.com/api/skills/web-infra-dev-midscene/install"},{"slug":"developer-y-cs-video-courses","name":"Cs Video Courses","reason":"Matches task terms: use, computer, vision, course","url":"https://www.openagentskill.com/skills/developer-y-cs-video-courses","install_api":"https://www.openagentskill.com/api/skills/developer-y-cs-video-courses/install"}],"expected_agent_output":{"selected_skill":"slug and name","install_command":"command or agent prompt used","risk_summary":"audit, trust, and policy notes","next_step":"what the agent will do after install"}},"policy_decision":{"status":"approved_for_agent_install","summary":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_decision":{"input_task":"Use Computer Vision Course","recommended_skill":{"slug":"azavea-raster-vision","name":"Raster Vision","url":"https://www.openagentskill.com/skills/azavea-raster-vision","audit_url":"https://www.openagentskill.com/skills/azavea-raster-vision/audit","repository":"https://github.com/azavea/raster-vision","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"alicevision-alicevision","name":"AliceVision","url":"https://www.openagentskill.com/skills/alicevision-alicevision","install_command":"npx skills add alicevision/AliceVision","why_consider":"Matches task terms: use, computer, vision","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"89/100 Production candidate","notes":["License is unclear","Documentation summary is thin","License clarity: Unknown"]}},{"slug":"web-infra-dev-midscene","name":"Midscene","url":"https://www.openagentskill.com/skills/web-infra-dev-midscene","install_command":"npx skills add web-infra-dev/midscene","why_consider":"Matches task terms: use, computer, vision","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"85/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}},{"slug":"developer-y-cs-video-courses","name":"Cs Video Courses","url":"https://www.openagentskill.com/skills/developer-y-cs-video-courses","install_command":"npx skills add Developer-Y/cs-video-courses","why_consider":"Matches task terms: use, computer, vision, course","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"91/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}}],"install_command":"npx skills add azavea/raster-vision","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, computer, vision","Useful GitHub adoption: 2,222 stars","Install handoff is available","Repository freshness signal is available","Registry match score 224","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"96/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_next_steps":["Read the audit URL before installing.","Install in a sandbox or low-risk workspace first.","Use install command: npx skills add azavea/raster-vision","After installation, run one narrow task and report output, warnings, and files touched."]},"benchmark":{"endpoint":"https://www.openagentskill.com/api/agent/evals","note":"Use the evals endpoint to regression-test recommendation quality before changing ranking logic."},"meta":{"endpoint":"/api/agent/resolve","api_version":"2.0","generated_at":"2026-06-16T13:08:31.334Z","total_skills_searched":2980,"total_candidates":15,"candidate_pool":{"sort":"quality","size":2980,"note":"Resolver searches the highest-quality candidate pool for low-latency agent use. Browse /skills for the full public index."},"contract":{"best_skill":"recommendation.best_skill","install":"recommendation.install","why":"recommendation.why_recommended","risk":"recommendation.risk","alternatives":"recommendation.alternatives"}}}