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issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"7d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":90,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow 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 freestylefly/awesome-gpt-image-2"},{"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/freestylefly/awesome-gpt-image-2"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"7.3K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"7.3K stars, 969 forks; 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Skill purpose: Prompt as Code | GPT-Image2 工业级提示词引擎与模板库，470+ 个案例逆向工程，20+ 套工业级模板，并提炼出Skills，持续更新中","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/freestylefly-awesome-gpt-image-2","api":"https://www.openagentskill.com/api/agent/skills/freestylefly-awesome-gpt-image-2","install_api":"https://www.openagentskill.com/api/skills/freestylefly-awesome-gpt-image-2/install","audit":"https://www.openagentskill.com/skills/freestylefly-awesome-gpt-image-2/audit","repository":"https://github.com/freestylefly/awesome-gpt-image-2"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"proof_points":["7,338 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile","10 OpenAgentSkill engagement events"],"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."]},"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"}],"recommendation_reasons":["Matches task terms: use, gpt, agent, workflow","Useful GitHub adoption: 7,338 stars","Install handoff is available","Repository freshness signal is available","Registry match score 193"],"reasoning":"Strong task match. 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Prompt as Code | GPT-Image2 工业级提示词引擎与模板库，470+ 个案例逆向工程，20+ 套工业级模板，并提炼出Skills，持续更新中"},{"rank":2,"skill":"Agentic Coding Flywheel Setup","slug":"dicklesworthstone-agentic-coding-flywheel-setup","description":"Bootstraps a fresh Ubuntu VPS into a complete multi-agent AI development environment in 30 minutes: coding agents, session management, safety tools, and coordination infrastructure","confidence":"1.00","match_label":"Strong task match","safety_adjusted_score":212.34545389458634,"install":"npx skills add Dicklesworthstone/agentic_coding_flywheel_setup","repository":"https://github.com/Dicklesworthstone/agentic_coding_flywheel_setup","stats":{"stars":1510,"downloads":0,"rating":0,"quality_score":63.95},"quality":{"score":98,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"1.5K","tone":"positive"},{"label":"Freshness","value":"2d 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try","warnings":["License is unclear","License clarity: Unknown"]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add Dicklesworthstone/agentic_coding_flywheel_setup","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 \"Agentic Coding Flywheel Setup\" agent skill from https://github.com/Dicklesworthstone/agentic_coding_flywheel_setup. 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Evidence: verified author, 64 quality score. Bootstraps a fresh Ubuntu VPS into a complete multi-agent AI development environment in 30 minutes: coding agents, session management, safety tools, and coordination infrastructure"},{"rank":3,"skill":"Open Chatgpt Atlas","slug":"composiohq-open-chatgpt-atlas","description":"Open Source and Free Alternative to ChatGPT Atlas.","confidence":"1.00","match_label":"Strong task match","safety_adjusted_score":211.34584453869817,"install":"npx skills add ComposioHQ/open-chatgpt-atlas","repository":"https://github.com/ComposioHQ/open-chatgpt-atlas","stats":{"stars":442,"downloads":0,"rating":0,"quality_score":52.22},"quality":{"score":79,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"442","tone":"neutral"},{"label":"Freshness","value":"25d ago","tone":"positive"},{"label":"Install 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installing into a real workspace.","reasons":["License is unclear","63/100 agent safety score"]},"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","OpenAI Agents","Browser agents","CLI","Codex"],"install":{"ready":true,"command":"npx skills add 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Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/regel-loudml/audit"},{"slug":"rbarton65-espnff","name":"Espnff","match_score":54.703080360867915,"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Audit risk exceeds the requested agent policy","Audit classified this skill as risky","Audit risk risky exceeds max_risk=medium"]},"url":"https://www.openagentskill.com/skills/rbarton65-espnff/audit"}],"suggested_composition":{"name":"freestylefly-awesome-gpt-image-2-agent-stack","description":"Start with Awesome Gpt Image 2, then add Agentic Coding Flywheel Setup + Open Chatgpt Atlas only if the workflow needs extra coverage.","skills":["freestylefly-awesome-gpt-image-2","dicklesworthstone-agentic-coding-flywheel-setup","composiohq-open-chatgpt-atlas"],"steps":["Prototype the task with Awesome Gpt Image 2 as the primary skill.","Add the second skill only if the first one leaves a capability gap.","Keep the third skill as a fallback during evaluation instead of installing everything at once."]},"suggested_stacks":[{"slug":"web-data-pipeline","name":"Web data pipeline stack","url":"https://www.openagentskill.com/collections/web-data-pipeline","use_case":"web-scraping"},{"slug":"coding-review-agent","name":"Coding review agent stack","url":"https://www.openagentskill.com/collections/coding-review-agent","use_case":"coding-agents"}],"meta":{"timestamp":"2026-06-17T18:51:47.275Z","api_version":"1.0","total_skills_searched":10180,"blocked_candidates":5,"safety_policy":"Blocked candidates are excluded from recommendations. Verified and reviewed candidates receive ranking priority.","public_search_endpoint":"https://www.openagentskill.com/api/skills/search","agent_friendly":true}}