{"query":"Distill","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":99,"raw_match_score":956.8,"slug":"siddhant-k-code-distill","name":"Distill","description":"Context intelligence layer for LLM agents: persistent memory with write-time dedup, sensitivity tagging, conflict detection, and hierarchical decay. ~12ms. No LLM calls. MIT.","tagline":"Context intelligence layer for LLM agents: persistent memory with write-time dedup, sensitivity tagging, conflict detection, and hierarchical decay. ~12ms. No LLM calls. 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Creators can claim the listing to update ownership signals."},"stats":{"stars":2298,"forks":280,"downloads":0,"rating":0,"review_count":0,"quality_score":64.03},"quality":{"score":93,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"2.3K","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-v4","score":83,"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":86,"weight":0.13,"status":"pass","detail":"2.3K GitHub 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Skill purpose: 🚀 PyTorch Implementation of \"Progressive Distillation for Fast Sampling of Diffusion Models(v-diffusion)\"","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/Hramchenko/diffusion_distiller","github_repo":"Hramchenko/diffusion_distiller","version":"1.0.0","license":"MIT","updated_at":"2026-06-21T03:03:59.806181+00:00","canonical_key":"hramchenko/diffusion_distiller","recommendation_reasons":["Matches task terms: distill","Install handoff is available","Repository freshness signal is available","Registry match score 35"],"urls":{"web":"https://www.openagentskill.com/skills/hramchenko-diffusion-distiller","api":"https://www.openagentskill.com/api/agent/skills/hramchenko-diffusion-distiller","install_api":"https://www.openagentskill.com/api/skills/hramchenko-diffusion-distiller/install","audit":"https://www.openagentskill.com/skills/hramchenko-diffusion-distiller/audit","repository":"https://github.com/Hramchenko/diffusion_distiller"}},{"rank":8,"match_score":35,"raw_match_score":339.7,"slug":"tientrandinh-revisiting-reverse-distillation","name":"Revisiting Reverse Distillation","description":"(CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection","tagline":"(CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection","category":"robotics-iot","tags":["computer-vision","automation","robotics-iot","anomaly-detection","cvpr2023","deep-learning","knowledge-distillation","python","github"],"author":{"name":"tientrandinh","verified":false,"url":"https://github.com/tientrandinh"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"tientrandinh/Revisiting-Reverse-Distillation","creatorName":"tientrandinh","creatorUrl":"https://github.com/tientrandinh","sourceUrl":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/tientrandinh-revisiting-reverse-distillation#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":170,"forks":32,"downloads":0,"rating":0,"review_count":0,"quality_score":34.33},"quality":{"score":48,"tier":"review","label":"Needs review","summary":"Inspect the repository carefully before adding it to an agent workflow.","signals":[{"label":"GitHub stars","value":"170","tone":"neutral"},{"label":"Freshness","value":"3y ago","tone":"warning"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Repository looks stale"]},"trust":{"version":"trust-score-v4","score":70,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"170 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"170 stars, 32 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":22,"weight":0.14,"status":"fail","detail":"3y since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":74,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add tientrandinh/Revisiting-Reverse-Distillation"},{"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":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation"},{"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":"170 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"170 stars, 32 forks; 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Skill purpose: (CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection"}],"handoff_url":"https://www.openagentskill.com/api/skills/tientrandinh-revisiting-reverse-distillation/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/tientrandinh-revisiting-reverse-distillation"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"170 GitHub stars","repoActivity":"170 stars, 32 forks","lastPushed":"3y since push","license":"MIT","repository":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation","install":"npx skills add tientrandinh/Revisiting-Reverse-Distillation","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"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":["robotics-iot","computer-vision","automation","anomaly-detection","cvpr2023","deep-learning"],"known_risks":["Repository looks stale","Quality score needs review","Stars/forks activity: 170 stars, 32 forks; issue activity unavailable in current metadata","Recent maintenance: 3y 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":62,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 170 stars, 32 forks; issue activity unavailable in current metadata","Recent maintenance: 3y 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":48,"label":"Needs review"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"3y since push","risk":"Needs review"},"alternative_skills":[],"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","Stars/forks activity: 170 stars, 32 forks; issue activity unavailable in current metadata","Recent maintenance: 3y since push"],"agent_contract":{"task_input":"Use Revisiting Reverse Distillation in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 70/100 Manual review","Audit: 62/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"tientrandinh-revisiting-reverse-distillation (Revisiting Reverse Distillation)","install_command":"npx skills add tientrandinh/Revisiting-Reverse-Distillation","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"tientrandinh-revisiting-reverse-distillation","task":"Use Revisiting Reverse Distillation 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/tientrandinh-revisiting-reverse-distillation","api":"https://www.openagentskill.com/api/agent/skills/tientrandinh-revisiting-reverse-distillation","audit":"https://www.openagentskill.com/skills/tientrandinh-revisiting-reverse-distillation/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=tientrandinh-revisiting-reverse-distillation&task=Use%20Revisiting%20Reverse%20Distillation%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Revisiting%20Reverse%20Distillation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Revisiting%20Reverse%20Distillation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/tientrandinh-revisiting-reverse-distillation/install","manifest":"https://www.openagentskill.com/api/registry/manifest/tientrandinh-revisiting-reverse-distillation"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"tientrandinh-revisiting-reverse-distillation","name":"Revisiting Reverse Distillation","description":"(CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection","category":"robotics-iot","url":"https://www.openagentskill.com/skills/tientrandinh-revisiting-reverse-distillation","repository":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation","github_repo":"tientrandinh/Revisiting-Reverse-Distillation"},"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 source files","Explain architecture"],"suited_agents":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add tientrandinh/Revisiting-Reverse-Distillation","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add tientrandinh/Revisiting-Reverse-Distillation"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Revisiting Reverse Distillation\" agent skill from https://github.com/tientrandinh/Revisiting-Reverse-Distillation. 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Skill purpose: (CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection"}],"handoff_url":"https://www.openagentskill.com/api/skills/tientrandinh-revisiting-reverse-distillation/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/tientrandinh-revisiting-reverse-distillation"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"170 GitHub stars","repoActivity":"170 stars, 32 forks","lastPushed":"3y since push","license":"MIT","repository":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation","install":"npx skills add tientrandinh/Revisiting-Reverse-Distillation","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"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":["robotics-iot","computer-vision","automation","anomaly-detection","cvpr2023","deep-learning"],"known_risks":["Repository looks stale","Quality score needs review","Stars/forks activity: 170 stars, 32 forks; issue activity unavailable in current metadata","Recent maintenance: 3y since push"]},"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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Skill purpose: (CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation","github_repo":"tientrandinh/Revisiting-Reverse-Distillation","version":"1.0.0","license":"MIT","updated_at":"2026-06-21T02:02:12.404066+00:00","canonical_key":"tientrandinh/revisiting-reverse-distillation","recommendation_reasons":["Matches task terms: distill","Install handoff is available","Repository freshness signal is available","Registry match score 35"],"urls":{"web":"https://www.openagentskill.com/skills/tientrandinh-revisiting-reverse-distillation","api":"https://www.openagentskill.com/api/agent/skills/tientrandinh-revisiting-reverse-distillation","install_api":"https://www.openagentskill.com/api/skills/tientrandinh-revisiting-reverse-distillation/install","audit":"https://www.openagentskill.com/skills/tientrandinh-revisiting-reverse-distillation/audit","repository":"https://github.com/tientrandinh/Revisiting-Reverse-Distillation"}},{"rank":9,"match_score":33,"raw_match_score":319,"slug":"xixu-me-awesome-persona-distill-skills","name":"Awesome Persona Distill Skills","description":"Curated list of Agent Skills centered on people, relationships, commemorative scenes, and methodological perspectives","tagline":"Curated list of Agent Skills centered on people, relationships, commemorative scenes, and methodological perspectives","category":"agent-skills","tags":["agent-skills","skills","awesome","awesome-list","persona-distill","javascript","github"],"author":{"name":"xixu-me","verified":true,"url":"https://github.com/xixu-me"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"xixu-me/awesome-persona-distill-skills","creatorName":"xixu-me","creatorUrl":"https://github.com/xixu-me","sourceUrl":"https://github.com/xixu-me/awesome-persona-distill-skills","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/xixu-me-awesome-persona-distill-skills#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":4419,"forks":492,"downloads":0,"rating":0,"review_count":0,"quality_score":67.22},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"4.4K","tone":"positive"},{"label":"Freshness","value":"19d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"CC0-1.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":91,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, 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":0.13,"status":"pass","detail":"4.4K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":83,"weight":0.08,"status":"pass","detail":"4.4K stars, 492 forks; 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Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"georgecazenavette-mtt-distillation","task":"Use Mtt Distillation 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/georgecazenavette-mtt-distillation","api":"https://www.openagentskill.com/api/agent/skills/georgecazenavette-mtt-distillation","audit":"https://www.openagentskill.com/skills/georgecazenavette-mtt-distillation/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=georgecazenavette-mtt-distillation&task=Use%20Mtt%20Distillation%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Mtt%20Distillation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Mtt%20Distillation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/georgecazenavette-mtt-distillation/install","manifest":"https://www.openagentskill.com/api/registry/manifest/georgecazenavette-mtt-distillation"}},"platforms":["Python","Computer Vision","Claude Code"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"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"}],"install":"npx skills add GeorgeCazenavette/mtt-distillation","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add GeorgeCazenavette/mtt-distillation","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 \"Mtt Distillation\" agent skill from https://github.com/GeorgeCazenavette/mtt-distillation. 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Skill purpose: Official code for our CVPR '22 paper \"Dataset Distillation by Matching Training Trajectories\"","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 \"Mtt Distillation\" from https://github.com/GeorgeCazenavette/mtt-distillation 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: Official code for our CVPR '22 paper \"Dataset Distillation by Matching Training Trajectories\"","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/GeorgeCazenavette/mtt-distillation","github_repo":"GeorgeCazenavette/mtt-distillation","version":"1.0.0","license":"Unknown","updated_at":"2026-06-21T07:01:57.681352+00:00","canonical_key":"georgecazenavette/mtt-distillation","recommendation_reasons":["Matches task terms: distill","Install handoff is available","Repository freshness signal is available","Registry match score 33"],"urls":{"web":"https://www.openagentskill.com/skills/georgecazenavette-mtt-distillation","api":"https://www.openagentskill.com/api/agent/skills/georgecazenavette-mtt-distillation","install_api":"https://www.openagentskill.com/api/skills/georgecazenavette-mtt-distillation/install","audit":"https://www.openagentskill.com/skills/georgecazenavette-mtt-distillation/audit","repository":"https://github.com/GeorgeCazenavette/mtt-distillation"}}],"meta":{"endpoint":"/api/skills/search","canonical_agent_endpoint":"/api/agent/resolve","safety_policy":"Blocked candidates are excluded by default. 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