{"eval":{"version":"openagentskill-skill-eval-v1","slug":"landskape-ai-triplet-attention","name":"Triplet Attention","generated_at":"2026-07-04T01:18:57.101Z","task_input":"Evaluate Triplet Attention before installing it in an AI agent workflow","status":"review","score":66,"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":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect repository metadata","Compare code changes"],"suited_agents":["Jupyter Notebook","Research","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add landskape-ai/triplet-attention","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add landskape-ai/triplet-attention"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Triplet Attention\" agent skill from https://github.com/landskape-ai/triplet-attention. 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: Official PyTorch Implementation for \"Rotate to Attend: Convolutional Triplet Attention Module.\" [WACV 2021]"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Triplet Attention\" as a Claude Code skill from https://github.com/landskape-ai/triplet-attention. 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: Official PyTorch Implementation for \"Rotate to Attend: Convolutional Triplet Attention Module.\" [WACV 2021]"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Triplet Attention\" from https://github.com/landskape-ai/triplet-attention into a reusable Cursor project rule or agent instruction. 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Skill purpose: Official PyTorch Implementation for \"Rotate to Attend: Convolutional Triplet Attention Module.\" [WACV 2021]"}]},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"442 GitHub stars","repoActivity":"442 stars, 51 forks","lastPushed":"1y since push","license":"MIT","repository":"https://github.com/landskape-ai/triplet-attention","install":"npx skills add landskape-ai/triplet-attention","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":68,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 1y since push"]},"safety_gate":{"score":52,"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":["Repository appears stale"]},"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 Triplet Attention before installing it in an AI agent workflow","research","RAG and knowledge 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 landskape-ai/triplet-attention"]},{"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 landskape-ai/triplet-attention"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","442 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":68,"required_for_auto_install":true,"detail":"Needs review","evidence":["Repository appears stale"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":52,"required_for_auto_install":true,"detail":"Sparse or mixed signals. 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Skill purpose: Official PyTorch Implementation for \"Rotate to Attend: Convolutional Triplet Attention Module.\" [WACV 2021]"}],"handoff_url":"https://www.openagentskill.com/api/skills/landskape-ai-triplet-attention/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/landskape-ai-triplet-attention"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"442 GitHub stars","repoActivity":"442 stars, 51 forks","lastPushed":"1y since push","license":"MIT","repository":"https://github.com/landskape-ai/triplet-attention","install":"npx skills add landskape-ai/triplet-attention","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":["research","papers","arxiv","attention-mechanism","attention-mechanisms","computer-vision"],"known_risks":["Repository looks stale","Quality score needs review","Recent maintenance: 1y since push"]},"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":68,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 1y since push"]},"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":53,"label":"Needs review"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"1y since push","risk":"Needs review"},"alternative_skills":[{"slug":"mvanhorn-last30days-skill","name":"Last30days Skill","url":"https://www.openagentskill.com/skills/mvanhorn-last30days-skill","stars":48724,"install_command":"npx skills add mvanhorn/last30days-skill -g","trust_score":93,"audit_score":95},{"slug":"imbad0202-academic-research-skills","name":"Academic Research Skills","url":"https://www.openagentskill.com/skills/imbad0202-academic-research-skills","stars":35995,"install_command":"npx skills add Imbad0202/academic-research-skills","trust_score":90,"audit_score":93},{"slug":"assafelovic-gpt-researcher","name":"GPT Researcher","url":"https://www.openagentskill.com/skills/assafelovic-gpt-researcher","stars":27966,"install_command":"npx skills add assafelovic/gpt-researcher","trust_score":86,"audit_score":92},{"slug":"dzhng-deep-research","name":"Deep Research","url":"https://www.openagentskill.com/skills/dzhng-deep-research","stars":19118,"install_command":"npx skills add dzhng/deep-research","trust_score":92,"audit_score":93}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","Repository appears stale","Quality score needs review","Recent maintenance: 1y since push","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Evaluate Triplet Attention 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: 75/100 Strong shortlist","Audit: 68/100 Needs review","Safety: 52/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"landskape-ai-triplet-attention (Triplet Attention)","install_command":"npx skills add landskape-ai/triplet-attention","risk_summary":"Needs review; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-04T01:18:57.101Z"}}