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issue activity unavailable in current metadata","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":"Use Ros Amr Interop in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 80/100 Strong shortlist","Audit: 82/100 Safe to try","Safety: 66/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"inorbit-ai-ros-amr-interop (Ros Amr Interop)","install_command":"npx skills add inorbit-ai/ros_amr_interop","risk_summary":"Safe to try; Reviewed with permission notes; 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":"inorbit-ai-ros-amr-interop","task":"Use Ros Amr Interop in an 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/inorbit-ai-ros-amr-interop","api":"https://www.openagentskill.com/api/agent/skills/inorbit-ai-ros-amr-interop","audit":"https://www.openagentskill.com/skills/inorbit-ai-ros-amr-interop/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=inorbit-ai-ros-amr-interop&task=Use%20Ros%20Amr%20Interop%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Ros%20Amr%20Interop%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Ros%20Amr%20Interop%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/inorbit-ai-ros-amr-interop/install","manifest":"https://www.openagentskill.com/api/registry/manifest/inorbit-ai-ros-amr-interop"}},"platforms":["Python","Robotics","Claude Code"],"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"},{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"}],"install":"npx skills add inorbit-ai/ros_amr_interop","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add inorbit-ai/ros_amr_interop","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 \"Ros Amr Interop\" agent skill from https://github.com/inorbit-ai/ros_amr_interop. 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: inorbit-ai/ros_amr_interop is a high-star GitHub project relevant to AI agent workflows.","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 \"Ros Amr Interop\" as a Claude Code skill from https://github.com/inorbit-ai/ros_amr_interop. 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: inorbit-ai/ros_amr_interop is a high-star GitHub project relevant to AI agent workflows.","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 \"Ros Amr Interop\" from https://github.com/inorbit-ai/ros_amr_interop 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: inorbit-ai/ros_amr_interop is a high-star GitHub project relevant to AI agent workflows.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/inorbit-ai/ros_amr_interop","github_repo":"inorbit-ai/ros_amr_interop","version":"1.0.0","license":"BSD-3-Clause","updated_at":"2026-06-22T03:03:20.225213+00:00","canonical_key":"inorbit-ai/ros_amr_interop","recommendation_reasons":["Matches task terms: amr","Install handoff is available","Repository freshness signal is available","Registry match score 34"],"urls":{"web":"https://www.openagentskill.com/skills/inorbit-ai-ros-amr-interop","api":"https://www.openagentskill.com/api/agent/skills/inorbit-ai-ros-amr-interop","install_api":"https://www.openagentskill.com/api/skills/inorbit-ai-ros-amr-interop/install","audit":"https://www.openagentskill.com/skills/inorbit-ai-ros-amr-interop/audit","repository":"https://github.com/inorbit-ai/ros_amr_interop"}},{"rank":5,"match_score":32,"raw_match_score":319.6,"slug":"akwin1234-damru","name":"Damru","description":"Undetected Playwright for Android. Real Android device in Docker (Redroid), driven via CDP with OS-level stealth. While every other antidetect browser runs desktop Chromium, DAMRU is Android-native — built for web scraping, AI agents & fingerprinting research.","tagline":"Undetected Playwright for Android. Real Android device in Docker (Redroid), driven via CDP with OS-level stealth. While every other antidetect browser runs desktop Chromium, DAMRU is Android-native — built for web scraping, AI agents & fingerprinting research.","category":"web-automation","tags":["browser","automation","android-automation","android-automation-bot","anti-bot","antidetect-browser","bot-detection","browser-automation","browser-automation-studio","browser-automation-toolkit"],"author":{"name":"akwin1234","verified":false,"url":"https://github.com/akwin1234"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"akwin1234/damru","creatorName":"akwin1234","creatorUrl":"https://github.com/akwin1234","sourceUrl":"https://github.com/akwin1234/damru","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/akwin1234-damru#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":175,"forks":26,"downloads":0,"rating":0,"review_count":0,"quality_score":49.42},"quality":{"score":75,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"175","tone":"neutral"},{"label":"Freshness","value":"13d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"175 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"175 stars, 26 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"13d since push"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":72,"weight":0.12,"status":"info","detail":"external package install surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add akwin1234/damru"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/akwin1234/damru"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"175 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"175 stars, 26 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"13d since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"info","label":"Dependency/runtime risk","detail":"external package install surface, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add akwin1234/damru"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/akwin1234/damru"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["License is unclear","Quality score needs review","Stars/forks activity: 175 stars, 26 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"evidence":{"stars":"175 GitHub stars","repoActivity":"175 stars, 26 forks","lastPushed":"13d since push","license":"Unknown","repository":"https://github.com/akwin1234/damru","install":"npx skills add akwin1234/damru","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add akwin1234/damru","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","13d since push"]},"agentCompatibility":["Python","Browser Automation","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","Quality score needs review","Stars/forks activity: 175 stars, 26 forks; 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While every other antidetect browser runs desktop Chromium, DAMRU is Android-native — built for web scraping, AI agents & fingerprinting research."}],"handoff_url":"https://www.openagentskill.com/api/skills/akwin1234-damru/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/akwin1234-damru"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"175 GitHub stars","repoActivity":"175 stars, 26 forks","lastPushed":"13d since push","license":"Unknown","repository":"https://github.com/akwin1234/damru","install":"npx skills add akwin1234/damru","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser 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":["web-automation","browser","automation","android-automation","android-automation-bot","anti-bot"],"known_risks":["License is unclear","Quality score needs review","Stars/forks activity: 175 stars, 26 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. 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