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Skill purpose: Docker environment for developing, deploying, and running Frappe applications (ERPNext and custom apps) in production and development"}],"handoff_url":"https://www.openagentskill.com/api/skills/frappe-frappe-docker/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/frappe-frappe-docker"},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"2.4K GitHub stars","repoActivity":"2.4K stars, 2.6K forks","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/frappe/frappe_docker","install":"npx skills add frappe/frappe_docker","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","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":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["growth-marketing","crm","sales","automation","marketing-seo","apps"],"known_risks":["Documentation summary is thin"]},"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":90,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety_gate":{"tier":"reviewed","label":"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."},"quality":{"score":96,"label":"Excellent"},"supply":{"track":"Marketing and growth automation","scenario":"Marketing and growth","maintenance":"2mo since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Documentation summary is thin","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Use Frappe Docker in an agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 87/100 Production candidate","Audit: 90/100 Safe to try","Safety: 78/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"frappe-frappe-docker (Frappe Docker)","install_command":"npx skills add frappe/frappe_docker","risk_summary":"Safe to try; Reviewed; Low metadata risk","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":"frappe-frappe-docker","task":"Use Frappe Docker 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/frappe-frappe-docker","api":"https://www.openagentskill.com/api/agent/skills/frappe-frappe-docker","audit":"https://www.openagentskill.com/skills/frappe-frappe-docker/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=frappe-frappe-docker&task=Use%20Frappe%20Docker%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Frappe%20Docker%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Frappe%20Docker%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/frappe-frappe-docker/install","manifest":"https://www.openagentskill.com/api/registry/manifest/frappe-frappe-docker"}},"platforms":["Python","CRM"],"use_cases":[{"slug":"marketing-growth","title":"Marketing and growth","url":"https://www.openagentskill.com/use-cases/marketing-growth"},{"slug":"sales-crm","title":"Sales and CRM","url":"https://www.openagentskill.com/use-cases/sales-crm"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"install":"npx skills add frappe/frappe_docker","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add frappe/frappe_docker","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 \"Frappe Docker\" agent skill from https://github.com/frappe/frappe_docker. 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: Docker environment for developing, deploying, and running Frappe applications (ERPNext and custom apps) in production and development","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 \"Frappe Docker\" as a Claude Code skill from https://github.com/frappe/frappe_docker. 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: Docker environment for developing, deploying, and running Frappe applications (ERPNext and custom apps) in production and development","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 \"Frappe Docker\" from https://github.com/frappe/frappe_docker 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: Docker environment for developing, deploying, and running Frappe applications (ERPNext and custom apps) in production and development","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/frappe/frappe_docker","github_repo":"frappe/frappe_docker","version":"1.0.0","license":"MIT","updated_at":"2026-06-16T10:04:29.353981+00:00","canonical_key":"frappe/frappe_docker","recommendation_reasons":["Matches task terms: docker, deploy","Useful GitHub adoption: 2,425 stars","Install handoff is available","Repository freshness signal is available","Registry match score 14"],"urls":{"web":"https://www.openagentskill.com/skills/frappe-frappe-docker","api":"https://www.openagentskill.com/api/agent/skills/frappe-frappe-docker","install_api":"https://www.openagentskill.com/api/skills/frappe-frappe-docker/install","audit":"https://www.openagentskill.com/skills/frappe-frappe-docker/audit","repository":"https://github.com/frappe/frappe_docker"}},{"rank":4,"match_score":14,"raw_match_score":134.6,"slug":"vercel-deploy-to-vercel","name":"Deploy to Vercel","description":"Deploy applications and websites to Vercel, including preview deployments and shareable deployment links.","tagline":"Deploy applications and websites to Vercel, including preview deployments and shareable deployment links.","category":"devops","tags":["agent-skill","vercel","deploy","preview-deployment","deployment","hosting","vercel-deploy-claimable"],"author":{"name":"vercel-labs","verified":true,"url":"https://github.com/vercel-labs"},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"official skill path","sourceDetail":"vercel-labs/agent-skills","creatorName":"vercel-labs","creatorUrl":"https://github.com/vercel-labs","sourceUrl":"https://github.com/vercel-labs/agent-skills/tree/main/skills/deploy-to-vercel","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/vercel-deploy-to-vercel#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":29696,"forks":2659,"downloads":0,"rating":0,"review_count":0,"quality_score":74.51},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"30K","tone":"positive"},{"label":"Freshness","value":"9d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Source terms (see source)","tone":"neutral"}],"warnings":["Deployment can publish external changes; review the target project and production settings before use."]},"trust":{"version":"trust-score-v4","score":88,"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":100,"weight":0.13,"status":"pass","detail":"30K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"30K stars, 2.7K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"9d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Source terms (see source)"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"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 vercel-labs/agent-skills --skill deploy-to-vercel"},{"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":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/vercel-labs/agent-skills/tree/main/skills/deploy-to-vercel"},{"id":"review_status","label":"Review status","score":74.51,"weight":0.05,"status":"info","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":"pass","label":"GitHub adoption","detail":"30K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"30K stars, 2.7K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"9d since push"},{"status":"pass","label":"License clarity","detail":"Source terms (see source)"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add vercel-labs/agent-skills --skill deploy-to-vercel"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/vercel-labs/agent-skills/tree/main/skills/deploy-to-vercel"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["Deployment can publish external changes; 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Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. 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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":"visualize-ml-book4-power-of-matrix","task":"Use Book4 Power Of Matrix 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/visualize-ml-book4-power-of-matrix","api":"https://www.openagentskill.com/api/agent/skills/visualize-ml-book4-power-of-matrix","audit":"https://www.openagentskill.com/skills/visualize-ml-book4-power-of-matrix/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=visualize-ml-book4-power-of-matrix&task=Use%20Book4%20Power%20Of%20Matrix%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Book4%20Power%20Of%20Matrix%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Book4%20Power%20Of%20Matrix%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/visualize-ml-book4-power-of-matrix/install","manifest":"https://www.openagentskill.com/api/registry/manifest/visualize-ml-book4-power-of-matrix"}},"platforms":["Jupyter Notebook","Machine Learning"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"install":"npx skills add Visualize-ML/Book4_Power-of-Matrix","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add Visualize-ML/Book4_Power-of-Matrix","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 \"Book4 Power Of Matrix\" agent skill from https://github.com/Visualize-ML/Book4_Power-of-Matrix. 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: Book_4_《矩阵力量》 | 鸢尾花书：从加减乘除到机器学习；上架！","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 \"Book4 Power Of Matrix\" as a Claude Code skill from https://github.com/Visualize-ML/Book4_Power-of-Matrix. 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: Book_4_《矩阵力量》 | 鸢尾花书：从加减乘除到机器学习；上架！","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 \"Book4 Power Of Matrix\" from https://github.com/Visualize-ML/Book4_Power-of-Matrix 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: Book_4_《矩阵力量》 | 鸢尾花书：从加减乘除到机器学习；上架！","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/Visualize-ML/Book4_Power-of-Matrix","github_repo":"Visualize-ML/Book4_Power-of-Matrix","version":"1.0.0","license":"Unknown","updated_at":"2026-06-13T00:01:28.992339+00:00","canonical_key":"visualize-ml/book4_power-of-matrix","recommendation_reasons":["Matches task terms: matrix","Useful GitHub adoption: 9,922 stars","Install handoff is available","Repository freshness signal is available","Registry match score 14"],"urls":{"web":"https://www.openagentskill.com/skills/visualize-ml-book4-power-of-matrix","api":"https://www.openagentskill.com/api/agent/skills/visualize-ml-book4-power-of-matrix","install_api":"https://www.openagentskill.com/api/skills/visualize-ml-book4-power-of-matrix/install","audit":"https://www.openagentskill.com/skills/visualize-ml-book4-power-of-matrix/audit","repository":"https://github.com/Visualize-ML/Book4_Power-of-Matrix"}}],"meta":{"endpoint":"/api/skills/search","canonical_agent_endpoint":"/api/agent/resolve","safety_policy":"Blocked candidates are excluded by default. Pass include_blocked=true only for manual audit workflows.","agent_friendly":true,"api_version":"1.0","generated_at":"2026-08-03T06:38:15.942Z"}}