{"slug":"aiagentwithdhruv-aws-production-deploy","name":"aws-production-deploy","description":"Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production.","long_description":"---\nname: aws-production-deploy\ndescription: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production.\n---\n\n# AWS Production Deployment Stack\n\n## Goal\nShip any full-stack application to production on AWS with proper CI/CD, monitoring, caching, and load balancing. Zero manual deployments after setup.\n\n---\n\n## When to Use This Skill\n\n- Deploying Next.js + FastAPI (or any frontend + backend) to production\n- Setting up Docker → ECR → ECS Fargate pipeline\n- Configuring GitHub Actions CI/CD for AWS\n- Adding CloudWatch logging + Grafana dashboards\n- Setting up ElastiCache (Redis) for caching/sessions\n- Configuring Application Load Balancer with SSL\n- ANY project that needs production-grade AWS hosting\n\n---\n\n## Architecture Pattern\n\n```\ngit push → GitHub Actions → Docker Build → ECR Push → ECS Fargate Deploy\n ↓\n ALB (HTTPS + SSL)\n ↓\n ECS Tasks (Containers)\n ↓ ↓ ↓\n Database ElastiCache CloudWatch\n ↓\n Grafana\n```\n\n---\n\n## Step-by-Step AWS CLI Setup\n\n### Prerequisites\n```bash\n# Install AWS CLI (macOS)\nbrew install awscli\n\n# Configure credentials\naws configure\n# AWS Access Key ID: \n# AWS Secret Access Key: \n# Default region: ap-south-1 (or your region)\n# Default output: json\n\n# Verify\naws sts get-caller-identity\n```\n\n### Step 1: Create ECR Repositories\n```bash\n# Create repos for frontend and backend images\naws ecr create-repository --repository-name -frontend --image-scanning-configuration scanOnPush=true\naws ecr create-repository --repository-name -backend --image-scanning-configuration scanOnPush=true\n\n# Login to ECR\naws ecr get-login-password --region | docker login --username AWS --password-stdin .dkr.ecr..amazonaws.com\n```\n\n### Step 2: Create VPC & Networking\n```bash\n# Create VPC\naws ec2 create-vpc --cidr-block 10.0.0.0/16 --tag-specifications 'ResourceType=vpc,Tags=[{Key=Name,Value=-vpc}]'\n\n# Create public subnets (for ALB) — need 2 AZs minimum\naws ec2 create-subnet --vpc-id --cidr-block 10.0.1.0/24 --availability-zone a --tag-specifications 'ResourceType=subnet,Tags=[{Key=Name,Value=-public-1}]'\naws ec2 create-subnet --vpc-id --cidr-block 10.0.2.0/24 --availability-zone b --tag-specifications 'ResourceType=subnet,Tags=[{Key=Name,Value=-public-2}]'\n\n# Create private subnets (for ECS + ElastiCache)\naws ec2 create-subnet --vpc-id --cidr-block 10.0.3.0/24 --availability-zone a --tag-specifications 'ResourceType=subnet,Tags=[{Key=Name,Value=-private-1}]'\naws ec2 create-subnet --vpc-id --cidr-block 10.0.4.0/24 --availability-zone b --tag-specifications 'ResourceType=subnet,Tags=[{Key=Name,Value=-private-2}]'\n\n# Create Internet Gateway (for ALB)\naws ec2 create-internet-gateway --tag-specifications 'ResourceType=internet-gateway,Tags=[{Key=Name,Value=-igw}]'\naws ec2 attach-internet-gateway --internet-gateway-id --vpc-id \n\n# Create NAT Gateway (for ECS Fargate to pull images + reach internet)\naws ec2 allocate-address --domain vpc # Get Elastic IP\naws ec2 create-nat-gateway --subnet-id --allocation-id \n\n# Route tables — public subnets → IGW, private subnets → NAT\naws ec2 create-route-table --vpc-id # Public RT\naws ec2 create-route --route-table-id --destination-cidr-block 0.0.0.0/0 --gateway-id \naws ec2 associate-route-table --route-table-id --subnet-id \naws ec2 associate-route-table --route-table-id --subnet-id \n\naws ec2 create-route-table --vpc-id # Private RT\naws ec2 create-route --route-table-id --destination-cidr-block 0.0.0.0/0 --nat-gateway-id \naws ec2 associate-route-table --route-table-id --subnet-id \naws ec2 associate-route-table --route-table-id --subnet-id \n```\n\n### Step 3: Security Groups\n```bash\n# ALB security group — allow HTTPS from internet\naws ec2 create-security-group --group-name -alb-sg --description \"ALB SG\" --vpc-id \naws ec2 authorize-security-group-ingress --group-id --protocol tcp --port 443 --cidr 0.0.0.0/0\naws ec2 authorize-security-group-ingress --group-id --protocol tcp --port 80 --cidr 0.0.0.0/0\n\n# ECS security group — allow from ALB only\naws ec2 create-security-group --group-name -ecs-sg --description \"ECS SG\" --vpc-id \naws ec2 authorize-security-group-ingress --group-id --protocol tcp --port 3000 --source-group \naws ec2 authorize-security-group-ingress --group-id --protocol tcp --port 8000 --source-group \n\n# ElastiCache security group — allow from ECS only\naws ec2 create-security-group --group-name -redis-sg --description \"Redis SG\" --vpc-id \naws ec2 authorize-security-group-ingress --group-id --protocol tcp --port 6379 --source-group \n```\n\n### Step 4: ElastiCache (Redis)\n```bash\n# Create subnet group\naws elasticache create-cache-subnet-group \\\n --cache-subnet-group-name -redis-subnet \\\n --cache-subnet-group-description \"Redis subnets\" \\\n --subnet-ids \n\n# Create Redis cluster\naws elasticache create-cache-cluster \\\n --cache-cluster-id -redis \\\n --cache-node-type cache.t3.micro \\\n --engine redis \\\n --num-cache-nodes 1 \\\n --cache-subnet-group-name -redis-subnet \\\n --security-group-ids \n```\n\n### Step 5: Application Load Balancer\n```bash\n# Create ALB\naws elbv2 create-load-balancer \\\n --name -alb \\\n --subnets \\\n --security-groups \\\n --scheme internet-facing \\\n --type application\n\n# Create target groups\naws elbv2 create-target-group --name -frontend-tg --protocol HTTP --port 3000 --vpc-id --target-type ip --health-check-path /\naws elbv2 create-target-group --name -backend-tg --protocol HTTP --port 8000 --vpc-id --target-type ip --health-check-path /health\n\n# SSL Certificate (via ACM)\naws acm request-certificate --domain-name --validation-method DNS --subject-alternative-names \"*.\"\n# → Validate DNS via Route53 or your DNS provider\n\n# HTTPS Listener with path-based routing\naws elbv2 create-listener \\\n --load-balancer-arn \\\n --protocol HTTPS --port 443 \\\n --certificates CertificateArn= \\\n --default-actions Type=forward,TargetGroupArn=\n\n# HTTP → HTTPS redirect\naws elbv2 create-listener \\\n --load-balancer-arn \\\n --protocol HTTP --port 80 \\\n --default-actions Type=redirect,RedirectConfig='{Protocol=HTTPS,Port=443,StatusCode=HTTP_301}'\n\n# Route /api/* to backend\naws elbv2 create-rule \\\n --listener-arn \\\n --conditions Field=path-pattern,Values='/api/*' \\\n --priority 1 \\\n --actions Type=forward,TargetGroupArn=\n```\n\n### Step 6: ECS Cluster + Task Definitions\n```bash\n# Create cluster\naws ecs create-cluster --cluster-name -cluster\n\n# Create CloudWatch log groups FIRST\naws logs create-log-group --log-group-name /ecs//frontend\naws logs create-log-group --log-group-name /ecs//backend\n\n# Create ECS Task Execution Role (if not exists)\naws iam create-role --role-name ecsTaskExecutionRole --assume-role-policy-document '{\n \"Version\": \"2012-10-17\",\n \"Statement\": [{\"Effect\": \"Allow\", \"Principal\": {\"Service\": \"ecs-tasks.amazonaws.com\"}, \"Action\": \"sts:AssumeRole\"}]\n}'\naws iam attach-role-policy --role-name ecsTaskExecutionRole --policy-arn arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy\n```\n\n**Task Definition JSON** (`infra/task-definition.json`):\n```json\n{\n \"family\": \"\",\n \"networkMode\": \"awsvpc\",\n \"requiresCompatibilities\": [\"FARGATE\"],\n \"cpu\": \"512\",\n \"memory\": \"1024\",\n \"executionRoleArn\": \"arn:aws:iam:::role/ecsTaskExecutionRole\",\n \"taskRoleArn\": \"arn:aws:iam:::role/ecsTaskRole\",\n \"containerDefinitions\": [\n {\n \"name\": \"frontend\",\n \"image\": \".dkr.ecr..amazonaws.com/-frontend:latest\",\n \"portMappings\": [{\"containerPort\": 3000, \"protocol\": \"tcp\"}],\n \"environment\": [\n {\"name\": \"NEXT_PUBLIC_API_URL\", \"value\": \"https:///api\"}\n ],\n \"logConfiguration\": {\n \"logDriver\": \"awslogs\",\n \"options\": {\n \"awslogs-group\": \"/ecs//frontend\",\n \"awslogs-region\": \"\",\n \"awslogs-stream-prefix\": \"ecs\"\n }\n },\n \"essential\": true\n },\n {\n \"name\": \"backend\",\n \"image\": \".dkr.ecr..amazonaws.com/-backend:latest\",\n \"portMappings\": [{\"containerPort\": 8000, \"protocol\": \"tcp\"}],\n \"environment\": [\n {\"name\": \"MONGODB_URI\", \"value\": \"\"},\n {\"name\": \"REDIS_URL\", \"value\": \"redis://:6379\"},\n {\"name\": \"OPENAI_API_KEY\", \"value\": \"\"}\n ],\n \"logConfiguration\": {\n \"logDriver\": \"awslogs\",\n \"options\": {\n \"awslogs-group\": \"/ecs//backend\",\n \"awslogs-region\": \"\",\n \"awslogs-stream-prefix\": \"ecs\"\n }\n },\n \"essential\": true\n }\n ]\n}\n```\n\n```bash\n# Register task definition\naws ecs register-task-definition --cli-input-json file://infra/task-definition.json\n\n# Create ECS service\naws ecs create-service \\\n --cluster -cluster \\\n --service-name -service \\\n --task-definition \\\n --desired-count 2 \\\n --launch-type FARGATE \\\n --network-configuration \"awsvpcConfiguration={subnets=[,],securityGroups=[],assignPublicIp=DISABLED}\" \\\n --load-balancers \"targetGroupArn=,containerName=frontend,containerPort=3000\" \"targetGroupArn=,containerName=backend,containerPort=8000\"\n```\n\n### Step 7: GitHub Actions CI/CD\n\n`.github/workflows/deploy.yml`:\n```yaml\nname: Deploy to AWS ECS\n\non:\n push:\n branches: [main]\n\nenv:\n AWS_REGION: ap-south-1\n ECR_FRONTEND: -frontend\n ECR_BACKEND: -backend\n ECS_CLUSTER: -cluster\n ECS_SERVICE: -service\n TASK_DEFINITION: \n\njobs:\n deploy:\n runs-on: ubuntu-latest\n steps:\n - uses: actions/checkout@v4\n\n - name: Configure AWS credentials\n uses: aws-actions/configure-aws-credentials@v4\n with:\n aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}\n aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}\n aws-region: ${{ env.AWS_REGION }}\n\n - name: Login to ECR\n id: ecr\n uses: aws-actions/amazon-ecr-login@v2\n\n - name: Build & push frontend\n run: |\n docker build -t ${{ steps.ecr.outputs.registry }}/${{ env.ECR_FRONTEND }}:${{ github.sha }} -f frontend/Dockerfile frontend/\n docker push ${{ steps.ecr.outputs.registry }}/${{ env.ECR_FRONTEND }}:${{ github.sha }}\n\n - name: Build & push backend\n run: |\n docker build -t ${{ steps.ecr.outputs.registry }}/${{ env.ECR_BACKEND }}:${{ github.sha }} -f backend/Dockerfile backend/\n docker push ${{ steps.ecr.outputs.registry }}/${{ env.ECR_BACKEND }}:${{ github.sha }}\n\n - name: Download current task definition\n run: |\n aws ecs describ","tagline":"Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production.","category":"automation","tags":["agent-skill"],"author":"aiagentwithdhruv","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"aiagentwithdhruv/skills","creatorName":"aiagentwithdhruv","creatorUrl":"https://github.com/aiagentwithdhruv","sourceUrl":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy#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":16,"forks":6,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":31.86},"quality":{"score":59,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"16","tone":"neutral"},{"label":"Freshness","value":"11d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Low GitHub adoption signal","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup."]},"trust":{"version":"trust-score-v5","score":45,"base_score":57,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"11d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"3 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 6 forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","install":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","11d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"high","label":"High review required","notes":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["automation","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","trust_score":45,"trust_version":"trust-score-v5","risk_level":"high","do_not_use_when":["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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["automation","agent-skill"],"doNotUseFor":["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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":57,"tier":"risk","label":"High review required","summary":"Sparse or weak trust signals. Treat this as an experimental candidate."}}},"trust_score_v4":{"version":"trust-score-v4","score":57,"tier":"risk","label":"High review required","summary":"Sparse or weak trust signals. Treat this as an experimental candidate.","recommendedAction":"Use only in a controlled test environment until missing trust signals are resolved.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"16 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"16 stars, 6 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"11d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":28,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy"},{"id":"review_status","label":"Review status","score":66,"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":"fail","label":"GitHub adoption","detail":"16 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"16 stars, 6 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"11d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"3 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 6 forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","install":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","11d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"high","label":"High review required","notes":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["automation","agent-skill"],"doNotUseFor":["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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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"]},"outcome_stats":null,"safety":{"score":25,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"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":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"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":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":56,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Trust score: Sparse or weak trust signals. Treat this as an experimental candidate.","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Trust score: Sparse or weak trust signals. Treat this as an experimental candidate.","Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Audit score: Needs review","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","No explicit mention of IAM roles for ECS tasks or least-privilege policies for the deployment user.","Commands assume a single region and may not cover multi-region or disaster recovery scenarios.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"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."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate aws-production-deploy before installing it in an agent workflow","automation","GitHub automation 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 aiagentwithdhruv/skills --skill aws-production-deploy"]},{"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 aiagentwithdhruv/skills --skill aws-production-deploy"]},{"id":"trust_score","label":"Trust score","status":"fail","score":57,"required_for_auto_install":true,"detail":"Sparse or weak trust signals. Treat this as an experimental candidate.","evidence":["High review required","16 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":69,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":25,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Metadata combines secrets access with shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"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":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"11d since push","evidence":["11d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":18,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy/evals","api":"/api/agent/evals?slug=aiagentwithdhruv-aws-production-deploy","text":"/api/agent/evals?slug=aiagentwithdhruv-aws-production-deploy&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aiagentwithdhruv-aws-production-deploy","name":"aws-production-deploy","description":"Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production.","category":"automation","url":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","github_repo":"aiagentwithdhruv/skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add aiagentwithdhruv-aws-production-deploy"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"aws-production-deploy\" agent skill from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy. 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"aws-production-deploy\" as a Claude Code skill from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy. 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"aws-production-deploy\" from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/aiagentwithdhruv-aws-production-deploy/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aiagentwithdhruv-aws-production-deploy"},"trust":{"score":57,"label":"High review required","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 6 forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","install":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["automation","agent-skill"],"known_risks":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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":69,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","No explicit mention of IAM roles for ECS tasks or least-privilege policies for the deployment user.","Commands assume a single region and may not cover multi-region or disaster recovery scenarios.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision."]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":59,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"11d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision"],"agent_contract":{"task_input":"Use aws-production-deploy in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 57/100 High review required","Audit: 69/100 Needs review","Safety: 25/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aiagentwithdhruv-aws-production-deploy (aws-production-deploy)","install_command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","risk_summary":"Needs review; Blocked for auto-install; High review required","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":"","skill_slug":"aiagentwithdhruv-aws-production-deploy","task":"Use aws-production-deploy 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/aiagentwithdhruv-aws-production-deploy","api":"https://www.openagentskill.com/api/agent/skills/aiagentwithdhruv-aws-production-deploy","audit":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aiagentwithdhruv-aws-production-deploy&task=Use%20aws-production-deploy%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20aws-production-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20aws-production-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aiagentwithdhruv-aws-production-deploy/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aiagentwithdhruv-aws-production-deploy"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"aiagentwithdhruv-aws-production-deploy","name":"aws-production-deploy","description":"Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production.","category":"automation","url":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","github_repo":"aiagentwithdhruv/skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add aiagentwithdhruv-aws-production-deploy"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"aws-production-deploy\" agent skill from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy. 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"aws-production-deploy\" as a Claude Code skill from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy. 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"aws-production-deploy\" from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/aiagentwithdhruv-aws-production-deploy/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/aiagentwithdhruv-aws-production-deploy"},"trust":{"score":57,"label":"High review required","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 6 forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","install":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["automation","agent-skill"],"known_risks":["The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","Financial research output is not financial advice; require human review before any live investment decision.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"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":69,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","No explicit mention of IAM roles for ECS tasks or least-privilege policies for the deployment user.","Commands assume a single region and may not cover multi-region or disaster recovery scenarios.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision."]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":59,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"11d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision"],"agent_contract":{"task_input":"Use aws-production-deploy in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 57/100 High review required","Audit: 69/100 Needs review","Safety: 25/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"aiagentwithdhruv-aws-production-deploy (aws-production-deploy)","install_command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","risk_summary":"Needs review; Blocked for auto-install; High review required","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":"","skill_slug":"aiagentwithdhruv-aws-production-deploy","task":"Use aws-production-deploy 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/aiagentwithdhruv-aws-production-deploy","api":"https://www.openagentskill.com/api/agent/skills/aiagentwithdhruv-aws-production-deploy","audit":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=aiagentwithdhruv-aws-production-deploy&task=Use%20aws-production-deploy%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20aws-production-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20aws-production-deploy%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/aiagentwithdhruv-aws-production-deploy/install","manifest":"https://www.openagentskill.com/api/registry/manifest/aiagentwithdhruv-aws-production-deploy"}},"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":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"workflow-automation","title":"Workflow automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":16,"starsLabel":"16","forks":6,"license":"MIT","qualityScore":59,"trustScore":57,"auditScore":69},"maintenance":{"status":"fresh","label":"11d since push","daysSincePush":11,"lastPushedAt":"2026-08-27T21:20:18+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","No explicit mention of IAM roles for ECS tasks or least-privilege policies for the deployment user."]},"coverageTags":["Coding","GitHub automation","automation","agent-skill"]},"audit":{"audit_score":69,"risk_level":"needs_review","risk_label":"Needs review","quality_score":59,"trust_score":57,"maintenance_score":100,"security_score":66,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt is truncated; the full document may lack sections on limitations, troubleshooting, and cleanup.","No explicit mention of IAM roles for ECS tasks or least-privilege policies for the deployment user.","Commands assume a single region and may not cover multi-region or disaster recovery scenarios.","Low GitHub adoption signal","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 6 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":8.61,"usage_score":0,"review_score":5.25,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"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":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add aiagentwithdhruv/skills --skill aws-production-deploy","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add aiagentwithdhruv-aws-production-deploy","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"aws-production-deploy\" agent skill from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy. 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","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 \"aws-production-deploy\" as a Claude Code skill from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy. 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","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 \"aws-production-deploy\" from https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy 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: Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch, and Grafana. Use when deploying to AWS, setting up CI/CD, configuring production infrastructure, or shipping any app to production. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"aiagentwithdhruv-aws-production-deploy\",\"task\":\"Install aws-production-deploy\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","github_repo":"aiagentwithdhruv/skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/aiagentwithdhruv-aws-production-deploy","repository":"https://github.com/aiagentwithdhruv/skills/tree/main/aws-production-deploy","api":"/api/agent/skills/aiagentwithdhruv-aws-production-deploy","install_api":"/api/skills/aiagentwithdhruv-aws-production-deploy/install"},"meta":{"created_at":"2026-08-27T23:37:39.053333+00:00","updated_at":"2026-09-01T11:59:28.941454+00:00","agent_friendly":true}}