{"task":"Use Data Engineering HowTo","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Data Engineering HowTo","agent":"codex","best_skill":{"slug":"microsoft-data-science-for-beginners","name":"Data Science For Beginners","description":"10 Weeks, 20 Lessons, Data Science for All!","category":"data-analysis","url":"https://www.openagentskill.com/skills/microsoft-data-science-for-beginners","api_url":"https://www.openagentskill.com/api/agent/skills/microsoft-data-science-for-beginners","audit_url":"https://www.openagentskill.com/skills/microsoft-data-science-for-beginners/audit","repository":"https://github.com/microsoft/Data-Science-For-Beginners"},"install":{"command":"npx skills add microsoft/Data-Science-For-Beginners","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Data Science For Beginners\" agent skill from https://github.com/microsoft/Data-Science-For-Beginners. 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major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add microsoft/Data-Science-For-Beginners"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/microsoft/Data-Science-For-Beginners"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"OpenAgentSkill usage","detail":"4 views, 0 install copies"}],"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":"36K GitHub stars","lastPushed":"6d since push","license":"MIT","repository":"https://github.com/microsoft/Data-Science-For-Beginners","install":"npx skills add microsoft/Data-Science-For-Beginners","documentation":"Usable metadata, review 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context"},{"id":"dependency_risk","label":"Dependency risk","score":90,"weight":0.14,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.14,"status":"pass","detail":"npx skills add airbytehq/airbyte"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.06,"status":"pass","detail":"https://github.com/airbytehq/airbyte"},{"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":"21K GitHub stars"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add airbytehq/airbyte"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/airbytehq/airbyte"},{"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":["License is unclear","License clarity: Unknown"],"evidence":{"stars":"21K GitHub stars","lastPushed":"2d since push","license":"Unknown","repository":"https://github.com/airbytehq/airbyte","install":"npx skills add airbytehq/airbyte","documentation":"Strong README/SKILL.md context"},"installReadiness":{"ready":true,"command":"npx skills add 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Both self-hosted and Cloud.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"database-sql","title":"Database and SQL","url":"https://www.openagentskill.com/use-cases/database-sql"},{"slug":"local-desktop","title":"Local 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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: 🔥 人人可用的开源 BI 工具，数据可视化神器。An open-source BI tool alternative to Tableau.","kind":"agent-prompt","steps":["Review Dataease 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 dataease/dataease","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 \"Dataease\" agent skill from https://github.com/dataease/dataease. 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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: An open source multi-tool for exploring and publishing data","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 \"Datasette\" as a Claude Code skill from https://github.com/simonw/datasette. 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: An open source multi-tool for exploring and publishing data","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 \"Datasette\" from https://github.com/simonw/datasette 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: An open source multi-tool for exploring and publishing data","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"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/simonw-datasette","api":"https://www.openagentskill.com/api/agent/skills/simonw-datasette","install_api":"https://www.openagentskill.com/api/skills/simonw-datasette/install","audit":"https://www.openagentskill.com/skills/simonw-datasette/audit","badge":"https://www.openagentskill.com/api/badge/simonw-datasette?metric=audit","repository":"https://github.com/simonw/datasette"}}],"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":"microsoft-data-science-for-beginners","name":"Data Science For Beginners","url":"https://www.openagentskill.com/skills/microsoft-data-science-for-beginners","repository":"https://github.com/microsoft/Data-Science-For-Beginners"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add microsoft/Data-Science-For-Beginners","value":"Install the \"Data Science For Beginners\" agent skill from https://github.com/microsoft/Data-Science-For-Beginners. 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: 10 Weeks, 20 Lessons, Data Science for All!","api":"https://www.openagentskill.com/api/skills/microsoft-data-science-for-beginners/install"},"copy_paste_prompt":"Task: Use Data Engineering HowTo\nUse Data Science For Beginners from https://www.openagentskill.com/skills/microsoft-data-science-for-beginners.\nReview the audit first: https://www.openagentskill.com/skills/microsoft-data-science-for-beginners/audit\nInstall handoff: https://www.openagentskill.com/api/skills/microsoft-data-science-for-beginners/install\nInstall command: npx skills add microsoft/Data-Science-For-Beginners\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%20Data%20Engineering%20HowTo&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/microsoft-data-science-for-beginners"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/microsoft-data-science-for-beginners/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/microsoft-data-science-for-beginners/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 89/100 Safe to install with normal review","Audit score: 97/100 Safe to try","Trust score: 95/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"airbytehq-airbyte","name":"Airbyte","reason":"Matches task terms: use, data, engineering","url":"https://www.openagentskill.com/skills/airbytehq-airbyte","install_api":"https://www.openagentskill.com/api/skills/airbytehq-airbyte/install"},{"slug":"apache-airflow","name":"Airflow","reason":"Matches task terms: use, data, engineering","url":"https://www.openagentskill.com/skills/apache-airflow","install_api":"https://www.openagentskill.com/api/skills/apache-airflow/install"},{"slug":"dataease-dataease","name":"Dataease","reason":"Matches task terms: use, data","url":"https://www.openagentskill.com/skills/dataease-dataease","install_api":"https://www.openagentskill.com/api/skills/dataease-dataease/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 Data Engineering HowTo","recommended_skill":{"slug":"microsoft-data-science-for-beginners","name":"Data Science For Beginners","url":"https://www.openagentskill.com/skills/microsoft-data-science-for-beginners","audit_url":"https://www.openagentskill.com/skills/microsoft-data-science-for-beginners/audit","repository":"https://github.com/microsoft/Data-Science-For-Beginners","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"airbytehq-airbyte","name":"Airbyte","url":"https://www.openagentskill.com/skills/airbytehq-airbyte","install_command":"npx skills add airbytehq/airbyte","why_consider":"Matches task terms: use, data, engineering","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"79/100 Review before install","trust":"94/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"apache-airflow","name":"Airflow","url":"https://www.openagentskill.com/skills/apache-airflow","install_command":"npx skills add apache/airflow","why_consider":"Matches task terms: use, data, engineering","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"dataease-dataease","name":"Dataease","url":"https://www.openagentskill.com/skills/dataease-dataease","install_command":"npx skills add dataease/dataease","why_consider":"Matches task terms: use, data","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 Production candidate","notes":[]}}],"install_command":"npx skills add microsoft/Data-Science-For-Beginners","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, data","Strong GitHub adoption: 35,626 stars","Quality score 75/100","Install handoff is available","Repository freshness signal is available","Primary pick for Data analysis"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 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 microsoft/Data-Science-For-Beginners","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":"2026-06-16T13:35:11.767Z","total_skills_searched":735,"total_candidates":15,"candidate_pool":{"sort":"quality","size":735,"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"}}}