{"eval":{"version":"openagentskill-skill-eval-v1","slug":"aws-solutions-generative-ai-application-builder-on-aws","name":"Generative AI Application Builder On Aws","generated_at":"2026-07-03T23:37:41.291Z","task_input":"Evaluate Generative AI Application Builder On Aws before installing it in an AI agent workflow","status":"review","score":82,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Move data between tools","Transform files"],"suited_agents":["TypeScript","Chatbot","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add aws-solutions/generative-ai-application-builder-on-aws","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add aws-solutions/generative-ai-application-builder-on-aws"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Generative AI Application Builder On Aws\" agent skill from https://github.com/aws-solutions/generative-ai-application-builder-on-aws. 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: Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Generative AI Application Builder On Aws\" as a Claude Code skill from https://github.com/aws-solutions/generative-ai-application-builder-on-aws. 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: Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Generative AI Application Builder On Aws\" from https://github.com/aws-solutions/generative-ai-application-builder-on-aws 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: Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs."}]},"trust":{"score":82,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"347 GitHub stars","repoActivity":"347 stars, 133 forks","lastPushed":"15d since push","license":"Apache-2.0","repository":"https://github.com/aws-solutions/generative-ai-application-builder-on-aws","install":"npx skills add aws-solutions/generative-ai-application-builder-on-aws","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":87,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"score":71,"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","blocked":false,"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"}],"policy_warnings":["Quality score needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Generative AI Application Builder On Aws before installing it in an AI agent workflow","support-automation","RAG and knowledge workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add aws-solutions/generative-ai-application-builder-on-aws"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add aws-solutions/generative-ai-application-builder-on-aws"]},{"id":"trust_score","label":"Trust score","status":"pass","score":82,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","347 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"pass","score":87,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":71,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"15d since push","evidence":["15d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["xtekky-gpt4free","chatboxai-chatbox","chatwoot-chatwoot","python-telegram-bot-python-telegram-bot"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","Quality score needs review"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"alternatives":[{"slug":"xtekky-gpt4free","name":"Gpt4free","url":"https://www.openagentskill.com/skills/xtekky-gpt4free","stars":66337,"install_command":"npx skills add xtekky/gpt4free","trust_score":92,"audit_score":94},{"slug":"chatboxai-chatbox","name":"Chatbox","url":"https://www.openagentskill.com/skills/chatboxai-chatbox","stars":40498,"install_command":"npx skills add chatboxai/chatbox","trust_score":92,"audit_score":95},{"slug":"chatwoot-chatwoot","name":"Chatwoot","url":"https://www.openagentskill.com/skills/chatwoot-chatwoot","stars":31904,"install_command":"npx skills add chatwoot/chatwoot","trust_score":89,"audit_score":92},{"slug":"python-telegram-bot-python-telegram-bot","name":"Python Telegram Bot","url":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot","stars":29226,"install_command":"npx skills add python-telegram-bot/python-telegram-bot","trust_score":92,"audit_score":95}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aws-solutions-generative-ai-application-builder-on-aws","name":"Generative AI Application Builder On Aws","description":"Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs.","category":"support-automation","url":"https://www.openagentskill.com/skills/aws-solutions-generative-ai-application-builder-on-aws","repository":"https://github.com/aws-solutions/generative-ai-application-builder-on-aws","github_repo":"aws-solutions/generative-ai-application-builder-on-aws"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Move data between tools","Transform files"],"suited_agents":["TypeScript","Chatbot","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add aws-solutions/generative-ai-application-builder-on-aws","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add aws-solutions/generative-ai-application-builder-on-aws"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Generative AI Application Builder On Aws\" agent skill from https://github.com/aws-solutions/generative-ai-application-builder-on-aws. 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: Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Generative AI Application Builder On Aws\" as a Claude Code skill from https://github.com/aws-solutions/generative-ai-application-builder-on-aws. 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: Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Generative AI Application Builder On Aws\" from https://github.com/aws-solutions/generative-ai-application-builder-on-aws 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: Generative AI Application Builder on AWS facilitates the development, rapid experimentation, and deployment of generative artificial intelligence (AI) applications without requiring deep experience in AI. The solution includes integrations with Amazon Bedrock and its included LLMs, such as Amazon Titan, and pre-built connectors for 3rd-party LLMs."}],"handoff_url":"https://www.openagentskill.com/api/skills/aws-solutions-generative-ai-application-builder-on-aws/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aws-solutions-generative-ai-application-builder-on-aws"},"trust":{"score":82,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"347 GitHub stars","repoActivity":"347 stars, 133 forks","lastPushed":"15d since push","license":"Apache-2.0","repository":"https://github.com/aws-solutions/generative-ai-application-builder-on-aws","install":"npx skills add aws-solutions/generative-ai-application-builder-on-aws","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","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":["support-automation","chatbot","support","automation","customer-support","bedrock"],"known_risks":["Quality score needs review"]},"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":87,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"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":83,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"15d since push","risk":"Safe to try"},"alternative_skills":[{"slug":"xtekky-gpt4free","name":"Gpt4free","url":"https://www.openagentskill.com/skills/xtekky-gpt4free","stars":66337,"install_command":"npx skills add xtekky/gpt4free","trust_score":92,"audit_score":94},{"slug":"chatboxai-chatbox","name":"Chatbox","url":"https://www.openagentskill.com/skills/chatboxai-chatbox","stars":40498,"install_command":"npx skills add chatboxai/chatbox","trust_score":92,"audit_score":95},{"slug":"chatwoot-chatwoot","name":"Chatwoot","url":"https://www.openagentskill.com/skills/chatwoot-chatwoot","stars":31904,"install_command":"npx skills add chatwoot/chatwoot","trust_score":89,"audit_score":92},{"slug":"python-telegram-bot-python-telegram-bot","name":"Python Telegram Bot","url":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot","stars":29226,"install_command":"npx skills add python-telegram-bot/python-telegram-bot","trust_score":92,"audit_score":95}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Evaluate Generative AI Application Builder On Aws before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 82/100 Strong shortlist","Audit: 87/100 Safe to try","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aws-solutions-generative-ai-application-builder-on-aws (Generative AI Application Builder On Aws)","install_command":"npx skills add aws-solutions/generative-ai-application-builder-on-aws","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":"aws-solutions-generative-ai-application-builder-on-aws","task":"Evaluate Generative AI Application Builder On Aws before installing it in an AI 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/aws-solutions-generative-ai-application-builder-on-aws","api":"https://www.openagentskill.com/api/agent/skills/aws-solutions-generative-ai-application-builder-on-aws","audit":"https://www.openagentskill.com/skills/aws-solutions-generative-ai-application-builder-on-aws/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aws-solutions-generative-ai-application-builder-on-aws&task=Evaluate%20Generative%20AI%20Application%20Builder%20On%20Aws%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Generative%20AI%20Application%20Builder%20On%20Aws%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Generative%20AI%20Application%20Builder%20On%20Aws%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aws-solutions-generative-ai-application-builder-on-aws/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aws-solutions-generative-ai-application-builder-on-aws"}},"endpoints":{"web":"https://www.openagentskill.com/skills/aws-solutions-generative-ai-application-builder-on-aws","api":"https://www.openagentskill.com/api/agent/skills/aws-solutions-generative-ai-application-builder-on-aws","eval":"https://www.openagentskill.com/api/agent/evals?slug=aws-solutions-generative-ai-application-builder-on-aws","audit":"https://www.openagentskill.com/skills/aws-solutions-generative-ai-application-builder-on-aws/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Generative%20AI%20Application%20Builder%20On%20Aws%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T23:37:41.291Z"}}