{"task":"Use Learn SQL","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Learn SQL","agent":"codex","best_skill":{"slug":"sqlchat-sqlchat","name":"Sqlchat","description":"Chat-based SQL Client and Editor for the next decade","category":"data-analysis","url":"https://www.openagentskill.com/skills/sqlchat-sqlchat","api_url":"https://www.openagentskill.com/api/agent/skills/sqlchat-sqlchat","audit_url":"https://www.openagentskill.com/skills/sqlchat-sqlchat/audit","repository":"https://github.com/sqlchat/sqlchat"},"install":{"command":"npx skills add sqlchat/sqlchat","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Sqlchat\" agent skill from https://github.com/sqlchat/sqlchat. 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: Chat-based SQL Client and Editor for the next decade","install_api":"https://www.openagentskill.com/api/skills/sqlchat-sqlchat/install","ready":true,"review_required":false,"auto_install_allowed":true,"policy":"allow"},"why_recommended":["Matches task terms: use, sql","Useful GitHub adoption: 5,796 stars","Install handoff is available","Repository freshness signal is available","Registry match score 198","Primary pick for Coding agents","91/100 OpenAgentSkill Trust Score v2","94/100 audit score"],"trust_score_v2":{"score":91,"tier":"production","label":"Production candidate","install_policy":"agent_install_candidate","evidence":{"stars":"5.8K GitHub stars","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/sqlchat/sqlchat","install":"npx skills add sqlchat/sqlchat","documentation":"Usable metadata, review docs"},"agent_compatibility":["TypeScript","SQL","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":"82/100 Safe to install with normal review","trust":"91/100 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","82/100 agent safety score"]},"supply_asset":{"track":{"slug":"data","label":"Data, BI, and analytics","shortLabel":"Data","description":"CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis."},"scenario":{"label":"Database and SQL","description":"I need my agent to inspect database schemas, write SQL, and explain query results.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"workflow-automation","title":"Workflow automation"}]},"maintenance":{"status":"active","label":"2mo since push","daysSincePush":56,"lastPushedAt":"2026-04-21T03:03:56+00:00"},"github_quality":{"stars":5796,"starsLabel":"5.8K","forks":502,"license":"MIT","qualityScore":100,"trustScore":91,"auditScore":94},"coverage_tags":["Data","Database and SQL","data-analysis","sql","chatgpt","clickhouse","cockroachdb","gpt"]},"alternatives":[{"slug":"clickhouse-clickhouse-go","name":"Clickhouse Go","url":"https://www.openagentskill.com/skills/clickhouse-clickhouse-go","install_command":"npx skills add ClickHouse/clickhouse-go","trust_score":92,"audit_score":96,"safety_score":76,"why_consider":"Matches task terms: use, sql","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"76/100 Review before install","trust":"92/100 Production candidate","notes":["Documentation summary is thin"]}},{"slug":"learnhouse-learnhouse","name":"Learnhouse","url":"https://www.openagentskill.com/skills/learnhouse-learnhouse","install_command":"npx skills add learnhouse/learnhouse","trust_score":92,"audit_score":96,"safety_score":88,"why_consider":"Matches task terms: use, learn","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"92/100 Production candidate","notes":[]}},{"slug":"labmlai-annotated-deep-learning-paper-implementations","name":"Annotated Deep Learning Paper Implementations","url":"https://www.openagentskill.com/skills/labmlai-annotated-deep-learning-paper-implementations","install_command":"npx skills add labmlai/annotated_deep_learning_paper_implementations","trust_score":94,"audit_score":94,"safety_score":86,"why_consider":"Matches task terms: use, learn","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"86/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}},{"slug":"datatalksclub-machine-learning-zoomcamp","name":"Machine Learning Zoomcamp","url":"https://www.openagentskill.com/skills/datatalksclub-machine-learning-zoomcamp","install_command":"npx skills add DataTalksClub/machine-learning-zoomcamp","trust_score":90,"audit_score":94,"safety_score":78,"why_consider":"Matches task terms: use, learn","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"90/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}}],"agent_instruction":"Use Sqlchat for: Use Learn SQL\nReview audit: https://www.openagentskill.com/skills/sqlchat-sqlchat/audit\nInstall in a sandbox first with: npx skills add sqlchat/sqlchat\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"selected":{"rank":1,"match_score":198.1,"skill":{"slug":"sqlchat-sqlchat","name":"Sqlchat","description":"Chat-based SQL 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sqlchat/sqlchat","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":5796,"starsLabel":"5.8K","forks":502,"license":"MIT","qualityScore":100,"trustScore":91,"auditScore":94},"maintenance":{"status":"active","label":"2mo since push","daysSincePush":56,"lastPushedAt":"2026-04-21T03:03:56+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":false,"notes":["No major risk signals from available metadata"]},"coverageTags":["Data","Database and SQL","data-analysis","sql","chatgpt","clickhouse","cockroachdb","gpt"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"5.8K","tone":"positive"},{"label":"Freshness","value":"2mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","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":94,"weight":0.16,"status":"pass","detail":"5.8K GitHub stars"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.18,"status":"pass","detail":"2mo 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 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availability","detail":"npx skills add sqlchat/sqlchat"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/sqlchat/sqlchat"},{"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":"5.8K GitHub stars","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/sqlchat/sqlchat","install":"npx skills add sqlchat/sqlchat","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add sqlchat/sqlchat","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is 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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","82/100 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"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","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","82/100 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 sqlchat/sqlchat","value":"Install the \"Sqlchat\" agent skill from https://github.com/sqlchat/sqlchat. 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: Chat-based SQL Client and Editor for the next decade","kind":"agent-prompt","steps":["Review Sqlchat 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 sqlchat/sqlchat","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 \"Sqlchat\" agent skill from https://github.com/sqlchat/sqlchat. 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: Chat-based SQL Client and Editor for the next decade","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 \"Sqlchat\" as a Claude Code skill from https://github.com/sqlchat/sqlchat. 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: Chat-based SQL Client and Editor for the next decade","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 \"Sqlchat\" from https://github.com/sqlchat/sqlchat 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: Chat-based SQL Client and Editor for the next decade","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/sqlchat-sqlchat","api":"https://www.openagentskill.com/api/agent/skills/sqlchat-sqlchat","install_api":"https://www.openagentskill.com/api/skills/sqlchat-sqlchat/install","audit":"https://www.openagentskill.com/skills/sqlchat-sqlchat/audit","badge":"https://www.openagentskill.com/api/badge/sqlchat-sqlchat?metric=audit","repository":"https://github.com/sqlchat/sqlchat"}},"alternatives":[{"rank":2,"match_score":197.2,"skill":{"slug":"clickhouse-clickhouse-go","name":"Clickhouse Go","description":"Golang driver for ClickHouse","category":"data-analysis","repository":"https://github.com/ClickHouse/clickhouse-go","github_repo":"ClickHouse/clickhouse-go"},"recommendation_reasons":["Matches task terms: use, sql","Useful GitHub adoption: 3,306 stars","Install handoff is available","Repository freshness signal is available","Registry match score 197"],"supply_profile":{"track":{"slug":"data","label":"Data, BI, and analytics","shortLabel":"Data","description":"CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis."},"scenario":{"label":"Database and SQL","description":"I need my agent to inspect database schemas, write SQL, and explain query results.","useCases":[{"slug":"database-sql","title":"Database and SQL"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Go"],"install":{"ready":true,"command":"npx skills add ClickHouse/clickhouse-go","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":3306,"starsLabel":"3.3K","forks":661,"license":"Apache-2.0","qualityScore":100,"trustScore":92,"auditScore":96},"maintenance":{"status":"fresh","label":"11d since push","daysSincePush":11,"lastPushedAt":"2026-06-05T08:51:29+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Documentation summary is thin"]},"coverageTags":["Data","Database and SQL","data-analysis","sql","analytics-database","clickhouse","database","golang"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"3.3K","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":92,"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":"3.3K 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":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":"database surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add ClickHouse/clickhouse-go"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/ClickHouse/clickhouse-go"},{"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":"3.3K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"11d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency risk","detail":"database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add ClickHouse/clickhouse-go"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/ClickHouse/clickhouse-go"},{"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":["Documentation summary is thin"],"evidence":{"stars":"3.3K GitHub stars","lastPushed":"11d since push","license":"Apache-2.0","repository":"https://github.com/ClickHouse/clickhouse-go","install":"npx skills add ClickHouse/clickhouse-go","documentation":"Usable metadata, review docs"},"installReadiness":{"ready":true,"command":"npx skills add ClickHouse/clickhouse-go","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","11d since push"]},"agentCompatibility":["Go","SQL","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Documentation summary is thin"]}},"audit":{"audit_score":96,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety":{"score":76,"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","76/100 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"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["Documentation summary is thin"],"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","76/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Database and SQL","role":"Primary pick","best_for":["Database and SQL 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 Database and SQL 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 ClickHouse/clickhouse-go","value":"Install the \"Clickhouse Go\" agent skill from https://github.com/ClickHouse/clickhouse-go. 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: Golang driver for ClickHouse","kind":"agent-prompt","steps":["Review Clickhouse Go 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 ClickHouse/clickhouse-go","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 \"Clickhouse Go\" agent skill from https://github.com/ClickHouse/clickhouse-go. 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Skill purpose: Golang driver for ClickHouse","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 \"Clickhouse Go\" from https://github.com/ClickHouse/clickhouse-go 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: Golang driver for ClickHouse","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"database-sql","title":"Database and SQL","url":"https://www.openagentskill.com/use-cases/database-sql"},{"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/clickhouse-clickhouse-go","api":"https://www.openagentskill.com/api/agent/skills/clickhouse-clickhouse-go","install_api":"https://www.openagentskill.com/api/skills/clickhouse-clickhouse-go/install","audit":"https://www.openagentskill.com/skills/clickhouse-clickhouse-go/audit","badge":"https://www.openagentskill.com/api/badge/clickhouse-clickhouse-go?metric=audit","repository":"https://github.com/ClickHouse/clickhouse-go"}},{"rank":3,"match_score":179.3,"skill":{"slug":"learnhouse-learnhouse","name":"Learnhouse","description":"The Next-gen Open Source learning platform for everyone ✨","category":"education","repository":"https://github.com/learnhouse/learnhouse","github_repo":"learnhouse/learnhouse"},"recommendation_reasons":["Matches task terms: use, learn","Useful GitHub adoption: 1,734 stars","Install handoff is available","Repository freshness signal is available","Registry match score 179"],"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":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","TypeScript"],"install":{"ready":true,"command":"npx skills add learnhouse/learnhouse","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1734,"starsLabel":"1.7K","forks":356,"license":"AGPL-3.0","qualityScore":100,"trustScore":92,"auditScore":96},"maintenance":{"status":"fresh","label":"Pushed 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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. 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Skill purpose: 🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠","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/labmlai-annotated-deep-learning-paper-implementations","api":"https://www.openagentskill.com/api/agent/skills/labmlai-annotated-deep-learning-paper-implementations","install_api":"https://www.openagentskill.com/api/skills/labmlai-annotated-deep-learning-paper-implementations/install","audit":"https://www.openagentskill.com/skills/labmlai-annotated-deep-learning-paper-implementations/audit","badge":"https://www.openagentskill.com/api/badge/labmlai-annotated-deep-learning-paper-implementations?metric=audit","repository":"https://github.com/labmlai/annotated_deep_learning_paper_implementations"}},{"rank":5,"match_score":177.6,"skill":{"slug":"datatalksclub-machine-learning-zoomcamp","name":"Machine Learning Zoomcamp","description":"Learn ML engineering for free in 4 months! 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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: Learn ML engineering for free in 4 months! Register here 👇🏼","kind":"agent-prompt","steps":["Review Machine Learning Zoomcamp 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 DataTalksClub/machine-learning-zoomcamp","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 \"Machine Learning Zoomcamp\" agent skill from https://github.com/DataTalksClub/machine-learning-zoomcamp. 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: Learn ML engineering for free in 4 months! Register here 👇🏼","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 \"Machine Learning Zoomcamp\" as a Claude Code skill from https://github.com/DataTalksClub/machine-learning-zoomcamp. 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: Learn ML engineering for free in 4 months! Register here 👇🏼","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 \"Machine Learning Zoomcamp\" from https://github.com/DataTalksClub/machine-learning-zoomcamp 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: Learn ML engineering for free in 4 months! Register here 👇🏼","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/datatalksclub-machine-learning-zoomcamp","api":"https://www.openagentskill.com/api/agent/skills/datatalksclub-machine-learning-zoomcamp","install_api":"https://www.openagentskill.com/api/skills/datatalksclub-machine-learning-zoomcamp/install","audit":"https://www.openagentskill.com/skills/datatalksclub-machine-learning-zoomcamp/audit","badge":"https://www.openagentskill.com/api/badge/datatalksclub-machine-learning-zoomcamp?metric=audit","repository":"https://github.com/DataTalksClub/machine-learning-zoomcamp"}}],"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":"sqlchat-sqlchat","name":"Sqlchat","url":"https://www.openagentskill.com/skills/sqlchat-sqlchat","repository":"https://github.com/sqlchat/sqlchat"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add sqlchat/sqlchat","value":"Install the \"Sqlchat\" agent skill from https://github.com/sqlchat/sqlchat. 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: Chat-based SQL Client and Editor for the next decade","api":"https://www.openagentskill.com/api/skills/sqlchat-sqlchat/install"},"copy_paste_prompt":"Task: Use Learn SQL\nUse Sqlchat from https://www.openagentskill.com/skills/sqlchat-sqlchat.\nReview the audit first: https://www.openagentskill.com/skills/sqlchat-sqlchat/audit\nInstall handoff: https://www.openagentskill.com/api/skills/sqlchat-sqlchat/install\nInstall command: npx skills add sqlchat/sqlchat\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%20Learn%20SQL&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/sqlchat-sqlchat"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/sqlchat-sqlchat/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/sqlchat-sqlchat/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 82/100 Safe to install with normal review","Audit score: 94/100 Safe to try","Trust score: 91/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"clickhouse-clickhouse-go","name":"Clickhouse Go","reason":"Matches task terms: use, sql","url":"https://www.openagentskill.com/skills/clickhouse-clickhouse-go","install_api":"https://www.openagentskill.com/api/skills/clickhouse-clickhouse-go/install"},{"slug":"learnhouse-learnhouse","name":"Learnhouse","reason":"Matches task terms: use, learn","url":"https://www.openagentskill.com/skills/learnhouse-learnhouse","install_api":"https://www.openagentskill.com/api/skills/learnhouse-learnhouse/install"},{"slug":"labmlai-annotated-deep-learning-paper-implementations","name":"Annotated Deep Learning Paper Implementations","reason":"Matches task terms: use, learn","url":"https://www.openagentskill.com/skills/labmlai-annotated-deep-learning-paper-implementations","install_api":"https://www.openagentskill.com/api/skills/labmlai-annotated-deep-learning-paper-implementations/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 Learn SQL","recommended_skill":{"slug":"sqlchat-sqlchat","name":"Sqlchat","url":"https://www.openagentskill.com/skills/sqlchat-sqlchat","audit_url":"https://www.openagentskill.com/skills/sqlchat-sqlchat/audit","repository":"https://github.com/sqlchat/sqlchat","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"clickhouse-clickhouse-go","name":"Clickhouse Go","url":"https://www.openagentskill.com/skills/clickhouse-clickhouse-go","install_command":"npx skills add ClickHouse/clickhouse-go","why_consider":"Matches task terms: use, sql","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"76/100 Review before install","trust":"92/100 Production candidate","notes":["Documentation summary is thin"]}},{"slug":"learnhouse-learnhouse","name":"Learnhouse","url":"https://www.openagentskill.com/skills/learnhouse-learnhouse","install_command":"npx skills add learnhouse/learnhouse","why_consider":"Matches task terms: use, learn","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"88/100 Safe to install with normal review","trust":"92/100 Production candidate","notes":[]}},{"slug":"labmlai-annotated-deep-learning-paper-implementations","name":"Annotated Deep Learning Paper Implementations","url":"https://www.openagentskill.com/skills/labmlai-annotated-deep-learning-paper-implementations","install_command":"npx skills add labmlai/annotated_deep_learning_paper_implementations","why_consider":"Matches task terms: use, learn","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"86/100 Safe to install with normal review","trust":"94/100 Production candidate","notes":[]}}],"install_command":"npx skills add sqlchat/sqlchat","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, sql","Useful GitHub adoption: 5,796 stars","Install handoff is available","Repository freshness signal is available","Registry match score 198","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"82/100 Safe to install with normal review","trust":"91/100 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 sqlchat/sqlchat","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":"2026-06-16T13:20:37.177Z","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"}}}