[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6EST2PE9VHM4718KW4X381M":3,"skill-same:01M6EST2PE9VHM4718KW4X381M":367},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":26,"publishedAt":47,"linkOnly":48,"markdownContent":49,"markdownBody":50,"frontMatter":51,"refName":52,"commitSha":53,"skillDirectory":54,"forksCount":55,"repositoryHtmlUrl":56,"repositoryHomepageUrl":57,"ownerHtmlUrl":58,"ownerBlogUrl":6,"ownerDescription":59,"updatedAt":60,"install":61,"resources":74},"01M6EST2PE9VHM4718KW4X381M","when-deploying-cloud-swarm-use-flow-nexus-swarm",null,"Deploy cloud-based AI agent swarms with event-driven workflow automation using Flow Nexus platform. Supports hierarchical, mesh, ring, and star topologies with E2B sandbox distribution.","ComeOnOliver\u002Fskillshub","ComeOnOliver","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F43215937?v=4","01M6E5JNFECJAAVFE0W7SMWWD2","Haoran Shu","01M6E5JNNDQS7AJZDYFQ8TPZCK",67,"MIT","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm\u002FSKILL.md",[18,23],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000011","运维与部署","SCENARIO","使用场景",{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发",[27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46],"Nexus","when deploying cloud swarm use flow nexus swarm","flow nexus swarm","use","swarm","flow","cloud","Workflow Automation","automation","workflow","sandbox","platform","distribution","STAR","e2b sandbox","e2b","event","flow nexus platform","ai agent","mesh","2026-11-10 10:12:30",false,"---\nname: when-deploying-cloud-swarm-use-flow-nexus-swarm\ndescription: Deploy cloud-based AI agent swarms with event-driven workflow automation using Flow Nexus platform. Supports hierarchical, mesh, ring, and star topologies with E2B sandbox distribution.\n---\n\n# Flow Nexus Cloud Swarm Deployment SOP\n\n```yaml\nmetadata:\n  skill_name: when-deploying-cloud-swarm-use-flow-nexus-swarm\n  version: 1.0.0\n  category: platform-integration\n  difficulty: advanced\n  estimated_duration: 40-70 minutes\n  trigger_patterns:\n    - \"deploy cloud swarm\"\n    - \"flow nexus swarm\"\n    - \"distributed workflow\"\n    - \"event-driven agents\"\n    - \"cloud agent coordination\"\n  dependencies:\n    - flow-nexus MCP server\n    - Claude Flow hooks\n    - E2B account (optional)\n  agents:\n    - hierarchical-coordinator (swarm orchestrator)\n    - flow-nexus-swarm (cloud platform manager)\n    - adaptive-coordinator (dynamic optimization)\n  success_criteria:\n    - Swarm initialized successfully\n    - Agents deployed to cloud\n    - Workflows executing correctly\n    - Performance metrics tracked\n    - Auto-scaling functional\n```\n\n## Overview\n\nDeploy cloud-based AI agent swarms with event-driven workflow automation using Flow Nexus platform. Supports hierarchical, mesh, ring, and star topologies with E2B sandbox distribution.\n\n## Prerequisites\n\n**Required:**\n- Flow Nexus MCP server installed\n- Flow Nexus account (authenticated)\n- Basic understanding of swarm patterns\n\n**Optional:**\n- E2B API key for cloud sandboxes\n- Anthropic API key for Claude Code\n- Existing workflow definitions\n\n**Verification:**\n```bash\n# Check Flow Nexus availability\nnpx flow-nexus@latest --version\n\n# Verify authentication\nmcp__flow-nexus__auth_status\n```\n\n## Agent Responsibilities\n\n### hierarchical-coordinator (Swarm Orchestrator)\n**Role:** Coordinate multi-level swarm hierarchy, manage agent lifecycles, optimize task distribution\n\n**Expertise:**\n- Hierarchical swarm patterns\n- Task decomposition\n- Agent coordination\n- Resource allocation\n\n**Output:** Swarm topology, agent assignments, coordination protocols\n\n### flow-nexus-swarm (Cloud Platform Manager)\n**Role:** Manage Flow Nexus platform integration, E2B sandbox deployment, cloud resources\n\n**Expertise:**\n- Flow Nexus platform APIs\n- E2B sandbox management\n- Cloud infrastructure\n- Distributed systems\n\n**Output:** Cloud deployment, sandbox configuration, resource management\n\n### adaptive-coordinator (Dynamic Optimization)\n**Role:** Monitor swarm performance, adapt topology, optimize resource usage dynamically\n\n**Expertise:**\n- Performance monitoring\n- Dynamic optimization\n- Resource management\n- Adaptive algorithms\n\n**Output:** Performance metrics, optimization recommendations, scaling policies\n\n## Phase 1: Initialize Cloud Swarm\n\n**Objective:** Initialize swarm with selected topology and agent configuration\n\n**Evidence-Based Validation:**\n- Swarm created successfully\n- Topology configured correctly\n- Swarm ID stored in memory\n- Configuration validated\n\n**hierarchical-coordinator Actions:**\n```bash\n# Pre-task coordination\nnpx claude-flow@alpha hooks pre-task --description \"Initialize cloud swarm deployment\"\n\n# Restore session\nnpx claude-flow@alpha hooks session-restore --session-id \"cloud-swarm-$(date +%s)\"\n\n# Create project structure\nmkdir -p swarm\u002F{config,agents,workflows,monitoring,docs}\n\n# Design swarm topology\ncat > swarm\u002Fconfig\u002Ftopology.json \u003C\u003C 'EOF'\n{\n  \"topology\": \"hierarchical\",\n  \"maxAgents\": 8,\n  \"strategy\": \"adaptive\",\n  \"roles\": {\n    \"coordinator\": {\n      \"count\": 1,\n      \"capabilities\": [\"task_delegation\", \"monitoring\", \"optimization\"]\n    },\n    \"supervisor\": {\n      \"count\": 2,\n      \"capabilities\": [\"team_management\", \"task_execution\", \"reporting\"]\n    },\n    \"worker\": {\n      \"count\": 5,\n      \"capabilities\": [\"task_execution\", \"specialization\"]\n    }\n  },\n  \"communication\": {\n    \"protocol\": \"event-driven\",\n    \"queue\": \"message-queue\",\n    \"realtime\": true\n  }\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fconfig\u002Ftopology.json\" --memory-key \"swarm\u002Ftopology\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Initialize swarm on Flow Nexus platform\nmcp__flow-nexus__swarm_init {\n  \"topology\": \"hierarchical\",\n  \"maxAgents\": 8,\n  \"strategy\": \"adaptive\"\n}\n\n# Store swarm ID\nSWARM_ID=\"[returned_swarm_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fswarm-id\" --value \"$SWARM_ID\"\n\n# Get swarm status\nmcp__flow-nexus__swarm_status { \"swarm_id\": \"$SWARM_ID\" }\n\n# List available swarm templates\nmcp__flow-nexus__swarm_templates_list {\n  \"category\": \"specialized\",\n  \"includeStore\": true\n}\n\n# Store swarm configuration\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fconfig\" \\\n  --value \"{\\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"topology\\\": \\\"hierarchical\\\", \\\"max_agents\\\": 8, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n\n# Notify initialization complete\nnpx claude-flow@alpha hooks notify --message \"Cloud swarm initialized: $SWARM_ID\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create performance monitoring configuration\ncat > swarm\u002Fmonitoring\u002Fconfig.json \u003C\u003C 'EOF'\n{\n  \"metrics\": {\n    \"swarm\": [\"agent_count\", \"task_throughput\", \"response_time\"],\n    \"agents\": [\"utilization\", \"success_rate\", \"error_rate\"],\n    \"resources\": [\"cpu_usage\", \"memory_usage\", \"network_io\"]\n  },\n  \"thresholds\": {\n    \"high_utilization\": 0.85,\n    \"low_utilization\": 0.2,\n    \"max_response_time_ms\": 5000,\n    \"max_error_rate\": 0.05\n  },\n  \"scaling\": {\n    \"scale_up\": {\n      \"trigger\": \"utilization > 0.85 for 5 minutes\",\n      \"action\": \"add 2 agents\"\n    },\n    \"scale_down\": {\n      \"trigger\": \"utilization \u003C 0.2 for 10 minutes\",\n      \"action\": \"remove 1 agent\"\n    }\n  }\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fconfig.json\" --memory-key \"swarm\u002Fmonitoring-config\"\n```\n\n**Success Criteria:**\n- [ ] Swarm initialized on Flow Nexus\n- [ ] Topology configured\n- [ ] Monitoring setup created\n- [ ] Configuration stored\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase1-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"topology\\\": \\\"hierarchical\\\", \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 2: Deploy Agents to Cloud\n\n**Objective:** Deploy specialized agents to E2B sandboxes with role-specific configurations\n\n**Evidence-Based Validation:**\n- All agents deployed successfully\n- Sandboxes running\n- Agent capabilities configured\n- Communication established\n\n**hierarchical-coordinator Actions:**\n```bash\n# Define agent specifications\ncat > swarm\u002Fagents\u002Fspecifications.json \u003C\u003C 'EOF'\n{\n  \"coordinator\": {\n    \"type\": \"coordinator\",\n    \"capabilities\": [\"task_delegation\", \"monitoring\", \"optimization\"],\n    \"resources\": {\n      \"template\": \"nodejs\",\n      \"memory\": \"2GB\",\n      \"cpus\": 2\n    }\n  },\n  \"supervisors\": [\n    {\n      \"type\": \"supervisor\",\n      \"name\": \"supervisor-backend\",\n      \"capabilities\": [\"backend_tasks\", \"database\", \"api\"],\n      \"specialization\": \"backend\"\n    },\n    {\n      \"type\": \"supervisor\",\n      \"name\": \"supervisor-frontend\",\n      \"capabilities\": [\"frontend_tasks\", \"ui\", \"testing\"],\n      \"specialization\": \"frontend\"\n    }\n  ],\n  \"workers\": [\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-coder-1\",\n      \"capabilities\": [\"coding\", \"implementation\"],\n      \"specialization\": \"coder\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-coder-2\",\n      \"capabilities\": [\"coding\", \"implementation\"],\n      \"specialization\": \"coder\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-tester\",\n      \"capabilities\": [\"testing\", \"validation\"],\n      \"specialization\": \"tester\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-reviewer\",\n      \"capabilities\": [\"code_review\", \"quality\"],\n      \"specialization\": \"reviewer\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-docs\",\n      \"capabilities\": [\"documentation\", \"writing\"],\n      \"specialization\": \"documentation\"\n    }\n  ]\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fagents\u002Fspecifications.json\" --memory-key \"swarm\u002Fagent-specs\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Retrieve swarm ID\nSWARM_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fswarm-id\" | jq -r '.value')\n\n# Spawn coordinator agent\nmcp__flow-nexus__agent_spawn {\n  \"type\": \"coordinator\",\n  \"name\": \"coordinator-main\",\n  \"capabilities\": [\"task_delegation\", \"monitoring\", \"optimization\"]\n}\n\nCOORDINATOR_ID=\"[returned_agent_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fcoordinator-id\" --value \"$COORDINATOR_ID\"\n\n# Spawn supervisor agents\nfor spec in \"backend\" \"frontend\"; do\n  mcp__flow-nexus__agent_spawn {\n    \"type\": \"analyst\",\n    \"name\": \"supervisor-$spec\",\n    \"capabilities\": [\"team_management\", \"task_execution\", \"reporting\"]\n  }\ndone\n\n# Spawn worker agents\nfor spec in \"coder\" \"coder\" \"tester\" \"reviewer\" \"documentation\"; do\n  mcp__flow-nexus__agent_spawn {\n    \"type\": \"coder\",\n    \"name\": \"worker-$spec\",\n    \"capabilities\": [\"task_execution\", \"specialization\"]\n  }\ndone\n\n# Get agent list\nmcp__flow-nexus__agent_list { \"filter\": \"all\" }\n\n# Store agent count\nnpx claude-flow@alpha memory store --key \"swarm\u002Fagent-count\" --value \"8\"\n\n# Scale swarm if needed\nmcp__flow-nexus__swarm_scale {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"target_agents\": 8\n}\n\n# Notify deployment complete\nnpx claude-flow@alpha hooks notify --message \"8 agents deployed to cloud sandboxes\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create agent monitoring script\ncat > swarm\u002Fmonitoring\u002Fmonitor-agents.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nSWARM_ID=\"${SWARM_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fswarm-id | jq -r '.value')}\"\n\necho \"Monitoring swarm: $SWARM_ID\"\necho \"================================\"\n\n# Get agent metrics\nmcp__flow-nexus__agent_metrics --agentId=\"all\"\n\n# Get swarm status\nmcp__flow-nexus__swarm_status --swarm_id=\"$SWARM_ID\"\n\n# Check for performance issues\nUTILIZATION=$(mcp__flow-nexus__agent_metrics | jq '.avg_utilization')\nif (( $(echo \"$UTILIZATION > 0.85\" | bc -l) )); then\n  echo \"WARNING: High utilization detected ($UTILIZATION)\"\n  echo \"Consider scaling up the swarm\"\nfi\n\necho \"================================\"\necho \"Monitoring complete\"\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fmonitor-agents.sh\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fmonitor-agents.sh\" --memory-key \"swarm\u002Fmonitor-script\"\n```\n\n**Success Criteria:**\n- [ ] Coordinator agent deployed\n- [ ] Supervisor agents deployed (2)\n- [ ] Worker agents deployed (5)\n- [ ] Monitoring script created\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase2-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"agents_deployed\\\": 8, \\\"coordinator\\\": \\\"$COORDINATOR_ID\\\", \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 3: Coordinate Workflows\n\n**Objective:** Create event-driven workflows with agent coordination and task routing\n\n**Evidence-Based Validation:**\n- Workflows created successfully\n- Tasks being executed\n- Event-driven processing active\n- Message queue operational\n\n**hierarchical-coordinator Actions:**\n```bash\n# Design workflow structure\ncat > swarm\u002Fworkflows\u002Fmain-workflow.json \u003C\u003C 'EOF'\n{\n  \"id\": \"main-workflow\",\n  \"name\": \"Full-Stack Development Workflow\",\n  \"description\": \"Coordinate backend and frontend development with testing\",\n  \"steps\": [\n    {\n      \"id\": \"step1\",\n      \"name\": \"Requirements Analysis\",\n      \"agent\": \"coordinator\",\n      \"action\": \"analyze_requirements\",\n      \"output\": \"requirements_doc\"\n    },\n    {\n      \"id\": \"step2\",\n      \"name\": \"Backend Development\",\n      \"agent\": \"supervisor-backend\",\n      \"action\": \"coordinate_backend\",\n      \"dependencies\": [\"step1\"],\n      \"parallel\": true,\n      \"subtasks\": [\n        {\n          \"name\": \"API Development\",\n          \"agent\": \"worker-coder-1\"\n        },\n        {\n          \"name\": \"Database Schema\",\n          \"agent\": \"worker-coder-2\"\n        }\n      ]\n    },\n    {\n      \"id\": \"step3\",\n      \"name\": \"Frontend Development\",\n      \"agent\": \"supervisor-frontend\",\n      \"action\": \"coordinate_frontend\",\n      \"dependencies\": [\"step1\"],\n      \"parallel\": true,\n      \"subtasks\": [\n        {\n          \"name\": \"UI Components\",\n          \"agent\": \"worker-coder-1\"\n        }\n      ]\n    },\n    {\n      \"id\": \"step4\",\n      \"name\": \"Testing\",\n      \"agent\": \"worker-tester\",\n      \"action\": \"run_tests\",\n      \"dependencies\": [\"step2\", \"step3\"]\n    },\n    {\n      \"id\": \"step5\",\n      \"name\": \"Code Review\",\n      \"agent\": \"worker-reviewer\",\n      \"action\": \"review_code\",\n      \"dependencies\": [\"step4\"]\n    },\n    {\n      \"id\": \"step6\",\n      \"name\": \"Documentation\",\n      \"agent\": \"worker-docs\",\n      \"action\": \"generate_docs\",\n      \"dependencies\": [\"step5\"]\n    }\n  ],\n  \"triggers\": [\n    {\n      \"event\": \"pull_request_created\",\n      \"action\": \"start_workflow\"\n    },\n    {\n      \"event\": \"code_pushed\",\n      \"action\": \"run_tests\"\n    }\n  ]\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fworkflows\u002Fmain-workflow.json\" --memory-key \"swarm\u002Fworkflow\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Create workflow on Flow Nexus\nmcp__flow-nexus__workflow_create {\n  \"name\": \"Full-Stack Development Workflow\",\n  \"description\": \"Coordinate backend and frontend development with testing\",\n  \"steps\": [\n    {\n      \"name\": \"Requirements Analysis\",\n      \"agent_type\": \"coordinator\"\n    },\n    {\n      \"name\": \"Backend Development\",\n      \"agent_type\": \"supervisor\",\n      \"parallel\": true\n    },\n    {\n      \"name\": \"Frontend Development\",\n      \"agent_type\": \"supervisor\",\n      \"parallel\": true\n    },\n    {\n      \"name\": \"Testing\",\n      \"agent_type\": \"worker\"\n    },\n    {\n      \"name\": \"Code Review\",\n      \"agent_type\": \"worker\"\n    },\n    {\n      \"name\": \"Documentation\",\n      \"agent_type\": \"worker\"\n    }\n  ],\n  \"triggers\": [\n    { \"event\": \"pull_request_created\" },\n    { \"event\": \"code_pushed\" }\n  ],\n  \"priority\": 8,\n  \"metadata\": {\n    \"category\": \"development\",\n    \"tags\": [\"fullstack\", \"automated\"]\n  }\n}\n\n# Store workflow ID\nWORKFLOW_ID=\"[returned_workflow_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fworkflow-id\" --value \"$WORKFLOW_ID\"\n\n# Assign agents to workflow tasks\nmcp__flow-nexus__workflow_agent_assign {\n  \"task_id\": \"backend_development\",\n  \"agent_type\": \"analyst\",\n  \"use_vector_similarity\": true\n}\n\n# Execute workflow\nmcp__flow-nexus__workflow_execute {\n  \"workflow_id\": \"$WORKFLOW_ID\",\n  \"input_data\": {\n    \"project\": \"fullstack-app\",\n    \"requirements\": \"Build REST API with React frontend\"\n  },\n  \"async\": true\n}\n\n# Store execution ID\nEXECUTION_ID=\"[returned_execution_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fexecution-id\" --value \"$EXECUTION_ID\"\n\n# Notify workflow started\nnpx claude-flow@alpha hooks notify --message \"Workflow executing: $WORKFLOW_ID\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create workflow monitoring script\ncat > swarm\u002Fmonitoring\u002Fmonitor-workflow.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nWORKFLOW_ID=\"${WORKFLOW_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fworkflow-id | jq -r '.value')}\"\n\necho \"Monitoring workflow: $WORKFLOW_ID\"\necho \"================================\"\n\n# Get workflow status\nmcp__flow-nexus__workflow_status \\\n  --workflow_id=\"$WORKFLOW_ID\" \\\n  --include_metrics=true\n\n# Check queue status\nmcp__flow-nexus__workflow_queue_status \\\n  --include_messages=true\n\n# Get audit trail\nmcp__flow-nexus__workflow_audit_trail \\\n  --workflow_id=\"$WORKFLOW_ID\" \\\n  --limit=50\n\necho \"================================\"\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fmonitor-workflow.sh\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fmonitor-workflow.sh\" --memory-key \"swarm\u002Fworkflow-monitor\"\n```\n\n**Success Criteria:**\n- [ ] Workflow created on platform\n- [ ] Agents assigned to tasks\n- [ ] Workflow executing\n- [ ] Monitoring scripts ready\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase3-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"workflow_id\\\": \\\"$WORKFLOW_ID\\\", \\\"execution_id\\\": \\\"$EXECUTION_ID\\\", \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 4: Monitor Performance\n\n**Objective:** Track swarm performance, collect metrics, identify bottlenecks\n\n**Evidence-Based Validation:**\n- Metrics being collected\n- Performance within acceptable range\n- No critical bottlenecks\n- Dashboards accessible\n\n**hierarchical-coordinator Actions:**\n```bash\n# Create performance analysis script\ncat > swarm\u002Fmonitoring\u002Fanalyze-performance.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nSWARM_ID=\"${SWARM_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fswarm-id | jq -r '.value')}\"\n\necho \"Performance Analysis: $SWARM_ID\"\necho \"================================\"\n\n# Get agent metrics\necho \"Agent Metrics:\"\nmcp__flow-nexus__agent_metrics --metric=\"all\"\n\n# Get workflow metrics\necho -e \"\\nWorkflow Metrics:\"\nmcp__flow-nexus__workflow_status --include_metrics=true\n\n# Get system health\necho -e \"\\nSystem Health:\"\nmcp__flow-nexus__system_health\n\n# Calculate summary\necho -e \"\\n================================\"\necho \"Performance Summary:\"\necho \"- Average agent utilization: [calculated]\"\necho \"- Workflow completion rate: [calculated]\"\necho \"- Average response time: [calculated]\"\necho \"- Error rate: [calculated]\"\necho \"================================\"\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fanalyze-performance.sh\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fanalyze-performance.sh\" --memory-key \"swarm\u002Fperf-analysis\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Get swarm metrics\nSWARM_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fswarm-id\" | jq -r '.value')\nmcp__flow-nexus__swarm_status {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"verbose\": true\n}\n\n# Get detailed agent metrics\nmcp__flow-nexus__agent_metrics { \"metric\": \"all\" }\n\n# Get workflow status with metrics\nWORKFLOW_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fworkflow-id\" | jq -r '.value')\nmcp__flow-nexus__workflow_status {\n  \"workflow_id\": \"$WORKFLOW_ID\",\n  \"include_metrics\": true\n}\n\n# Store performance metrics\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fperformance-metrics\" \\\n  --value \"{\\\"avg_utilization\\\": 0.72, \\\"throughput_tps\\\": 12, \\\"avg_response_ms\\\": 2400, \\\"error_rate\\\": 0.02, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create performance report\ncat > swarm\u002Fmonitoring\u002Fperformance-report.md \u003C\u003C 'EOF'\n# Swarm Performance Report\n\n**Generated:** $(date -Iseconds)\n**Swarm ID:** $SWARM_ID\n\n## Swarm Metrics\n\n- **Topology:** Hierarchical\n- **Total Agents:** 8 (1 coordinator, 2 supervisors, 5 workers)\n- **Active Workflows:** 1\n\n## Performance Metrics\n\n### Agent Utilization\n- Average: 72%\n- Coordinator: 85%\n- Supervisors: 78%\n- Workers: 68%\n\n### Throughput\n- Tasks per second: 12\n- Tasks completed: [calculated]\n- Tasks pending: [calculated]\n\n### Response Time\n- Average: 2.4s\n- p50: 1.8s\n- p95: 4.2s\n- p99: 6.8s\n\n### Error Rate\n- Overall: 2%\n- By agent type:\n  - Coordinator: 0%\n  - Supervisors: 1%\n  - Workers: 3%\n\n## Bottleneck Analysis\n\n### Identified Issues\n- Worker-coder-1 at 95% utilization (bottleneck)\n- Message queue backlog: 23 tasks\n\n### Recommendations\n1. Scale up worker agents (+2)\n2. Optimize task distribution algorithm\n3. Increase message queue capacity\n4. Consider specialized worker for high-load tasks\n\n## Resource Usage\n\n- CPU: 65% average\n- Memory: 4.2GB \u002F 16GB\n- Network I\u002FO: 120 Mbps\n\n## Scaling Recommendations\n\nBased on current metrics:\n- **Immediate**: Add 1 worker agent\n- **Short-term**: Optimize coordinator algorithm\n- **Long-term**: Implement auto-scaling policies\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fperformance-report.md\" --memory-key \"swarm\u002Fperf-report\"\n```\n\n**Success Criteria:**\n- [ ] Metrics collected successfully\n- [ ] Performance analyzed\n- [ ] Bottlenecks identified\n- [ ] Report generated\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase4-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"performance_good\\\": true, \\\"bottleneck_identified\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 5: Scale and Optimize\n\n**Objective:** Implement auto-scaling, optimize performance, adapt topology dynamically\n\n**Evidence-Based Validation:**\n- Scaling policies active\n- Performance improved\n- Auto-scaling working\n- Optimization applied\n\n**hierarchical-coordinator Actions:**\n```bash\n# Create scaling policy\ncat > swarm\u002Fconfig\u002Fscaling-policy.json \u003C\u003C 'EOF'\n{\n  \"auto_scaling\": {\n    \"enabled\": true,\n    \"min_agents\": 5,\n    \"max_agents\": 15,\n    \"rules\": [\n      {\n        \"name\": \"scale_up_high_utilization\",\n        \"condition\": \"avg_utilization > 0.80 for 5 minutes\",\n        \"action\": \"add_agents\",\n        \"count\": 2,\n        \"cooldown\": 300\n      },\n      {\n        \"name\": \"scale_down_low_utilization\",\n        \"condition\": \"avg_utilization \u003C 0.30 for 10 minutes\",\n        \"action\": \"remove_agents\",\n        \"count\": 1,\n        \"cooldown\": 600\n      },\n      {\n        \"name\": \"scale_up_queue_backlog\",\n        \"condition\": \"queue_size > 50\",\n        \"action\": \"add_agents\",\n        \"count\": 3,\n        \"cooldown\": 180\n      }\n    ]\n  },\n  \"optimization\": {\n    \"task_distribution\": \"load_balanced\",\n    \"agent_specialization\": true,\n    \"dynamic_reassignment\": true,\n    \"priority_queuing\": true\n  }\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fconfig\u002Fscaling-policy.json\" --memory-key \"swarm\u002Fscaling-policy\"\n\n# Post-task hook\nnpx claude-flow@alpha hooks post-task --task-id \"cloud-swarm-deployment\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Scale swarm based on analysis\nSWARM_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fswarm-id\" | jq -r '.value')\nmcp__flow-nexus__swarm_scale {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"target_agents\": 10\n}\n\n# Spawn additional worker agents\nmcp__flow-nexus__agent_spawn {\n  \"type\": \"coder\",\n  \"name\": \"worker-coder-3\",\n  \"capabilities\": [\"task_execution\", \"specialization\"]\n}\n\nmcp__flow-nexus__agent_spawn {\n  \"type\": \"coder\",\n  \"name\": \"worker-coder-4\",\n  \"capabilities\": [\"task_execution\", \"specialization\"]\n}\n\n# Get updated swarm status\nmcp__flow-nexus__swarm_status {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"verbose\": true\n}\n\n# Store final configuration\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Ffinal-config\" \\\n  --value \"{\\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"agents\\\": 10, \\\"scaled\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create auto-scaling monitor\ncat > swarm\u002Fmonitoring\u002Fauto-scale-monitor.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nSWARM_ID=\"${SWARM_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fswarm-id | jq -r '.value')}\"\n\necho \"Auto-Scaling Monitor: $SWARM_ID\"\necho \"================================\"\n\nwhile true; do\n  # Get current metrics\n  METRICS=$(mcp__flow-nexus__agent_metrics --metric=\"all\")\n  UTILIZATION=$(echo \"$METRICS\" | jq '.avg_utilization')\n  AGENT_COUNT=$(mcp__flow-nexus__swarm_status --swarm_id=\"$SWARM_ID\" | jq '.agent_count')\n\n  echo \"[$(date -Iseconds)] Utilization: $UTILIZATION, Agents: $AGENT_COUNT\"\n\n  # Check scaling conditions\n  if (( $(echo \"$UTILIZATION > 0.80\" | bc -l) )); then\n    echo \"High utilization detected. Scaling up...\"\n    NEW_COUNT=$((AGENT_COUNT + 2))\n    if [ $NEW_COUNT -le 15 ]; then\n      mcp__flow-nexus__swarm_scale --swarm_id=\"$SWARM_ID\" --target_agents=$NEW_COUNT\n    fi\n  elif (( $(echo \"$UTILIZATION \u003C 0.30\" | bc -l) )); then\n    echo \"Low utilization detected. Scaling down...\"\n    NEW_COUNT=$((AGENT_COUNT - 1))\n    if [ $NEW_COUNT -ge 5 ]; then\n      mcp__flow-nexus__swarm_scale --swarm_id=\"$SWARM_ID\" --target_agents=$NEW_COUNT\n    fi\n  fi\n\n  sleep 300  # Check every 5 minutes\ndone\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fauto-scale-monitor.sh\n\n# Create deployment summary\ncat > swarm\u002Fdocs\u002FDEPLOYMENT-SUMMARY.md \u003C\u003C 'EOF'\n# Cloud Swarm Deployment Summary\n\n**Deployment Date:** $(date -Iseconds)\n**Swarm ID:** $SWARM_ID\n\n## Configuration\n\n- **Topology:** Hierarchical\n- **Initial Agents:** 8\n- **Final Agents:** 10\n- **Auto-scaling:** Enabled (5-15 agents)\n\n## Deployed Agents\n\n### Coordinator\n- coordinator-main: Task delegation, monitoring, optimization\n\n### Supervisors\n- supervisor-backend: Backend development coordination\n- supervisor-frontend: Frontend development coordination\n\n### Workers\n- worker-coder-1, 2, 3, 4: Implementation\n- worker-tester: Testing and validation\n- worker-reviewer: Code review\n- worker-docs: Documentation\n\n## Workflows\n\n- Full-Stack Development Workflow (executing)\n- Event-driven processing enabled\n- Message queue operational\n\n## Performance\n\n- Average utilization: 72%\n- Throughput: 12 TPS\n- Response time: 2.4s avg\n- Error rate: 2%\n\n## Monitoring\n\n- Real-time metrics collection\n- Auto-scaling monitor running\n- Performance analysis available\n- Audit trail active\n\n## Next Steps\n\n1. Monitor auto-scaling behavior\n2. Optimize task distribution\n3. Fine-tune performance thresholds\n4. Add custom workflows as needed\n5. Review and adjust scaling policies\n\n## Access\n\n- Swarm status: `mcp__flow-nexus__swarm_status`\n- Agent metrics: `mcp__flow-nexus__agent_metrics`\n- Workflow status: `mcp__flow-nexus__workflow_status`\n- Performance: `.\u002Fswarm\u002Fmonitoring\u002Fanalyze-performance.sh`\nEOF\n\n# Post-edit hooks\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fauto-scale-monitor.sh\" --memory-key \"swarm\u002Fauto-scale-monitor\"\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fdocs\u002FDEPLOYMENT-SUMMARY.md\" --memory-key \"swarm\u002Fsummary\"\n\n# Session end hook\nnpx claude-flow@alpha hooks session-end --export-metrics true\n```\n\n**Success Criteria:**\n- [ ] Swarm scaled to 10 agents\n- [ ] Auto-scaling policies active\n- [ ] Performance optimized\n- [ ] Monitoring running\n- [ ] Documentation complete\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase5-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"agents\\\": 10, \\\"auto_scaling\\\": true, \\\"optimized\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n\n# Final workflow summary\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fworkflow-complete\" \\\n  --value \"{\\\"status\\\": \\\"success\\\", \\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"agents\\\": 10, \\\"workflow_executing\\\": true, \\\"auto_scaling\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Workflow Summary\n\n**Total Estimated Duration:** 40-70 minutes\n\n**Phase Breakdown:**\n1. Initialize Cloud Swarm: 5-10 minutes\n2. Deploy Agents to Cloud: 10-15 minutes\n3. Coordinate Workflows: 10-15 minutes\n4. Monitor Performance: 10-15 minutes\n5. Scale and Optimize: 5-15 minutes\n\n**Key Deliverables:**\n- Cloud swarm deployment\n- 10 specialized agents\n- Event-driven workflows\n- Performance monitoring\n- Auto-scaling system\n- Complete documentation\n\n## Evidence-Based Success Metrics\n\n**Swarm Deployment:**\n- Swarm initialized successfully\n- All agents deployed (10)\n- Topology configured correctly\n\n**Workflows:**\n- Workflow executing\n- Event-driven processing active\n- Task completion rate >90%\n\n**Performance:**\n- Average utilization 70-80%\n- Response time \u003C3s\n- Error rate \u003C5%\n- Throughput >10 TPS\n\n**Scaling:**\n- Auto-scaling functional\n- Scaling policies effective\n- Performance improved after scaling\n\n## Troubleshooting\n\n**Swarm Initialization Failed:**\n- Verify Flow Nexus authentication\n- Check account credits\n- Review topology configuration\n\n**Agent Deployment Issues:**\n- Check E2B sandbox availability\n- Verify agent specifications\n- Review resource limits\n\n**Workflow Execution Errors:**\n- Check agent assignments\n- Verify task dependencies\n- Review event triggers\n\n**Performance Issues:**\n- Analyze bottlenecks\n- Scale up agents\n- Optimize task distribution\n\n**Auto-scaling Not Working:**\n- Verify scaling policies\n- Check metric thresholds\n- Review cooldown periods\n\n## Best Practices\n\n1. **Topology Selection**: Choose based on task complexity\n2. **Agent Specialization**: Assign clear roles\n3. **Monitoring**: Track all metrics\n4. **Scaling**: Start small, scale gradually\n5. **Optimization**: Iterate based on metrics\n6. **Documentation**: Keep updated\n7. **Testing**: Validate workflows thoroughly\n8. **Resources**: Monitor costs and usage\n\n## References\n\n- Flow Nexus Swarm API: https:\u002F\u002Fflow-nexus.ruv.io\u002Fdocs\u002Fswarm\n- E2B Sandboxes: https:\u002F\u002Fe2b.dev\u002Fdocs\n- Claude Flow: https:\u002F\u002Fgithub.com\u002Fruvnet\u002Fclaude-flow\n- Event-Driven Architecture: https:\u002F\u002Fmartinfowler.com\u002Farticles\u002F201701-event-driven.html\n","# Flow Nexus Cloud Swarm Deployment SOP\n\n```yaml\nmetadata:\n  skill_name: when-deploying-cloud-swarm-use-flow-nexus-swarm\n  version: 1.0.0\n  category: platform-integration\n  difficulty: advanced\n  estimated_duration: 40-70 minutes\n  trigger_patterns:\n    - \"deploy cloud swarm\"\n    - \"flow nexus swarm\"\n    - \"distributed workflow\"\n    - \"event-driven agents\"\n    - \"cloud agent coordination\"\n  dependencies:\n    - flow-nexus MCP server\n    - Claude Flow hooks\n    - E2B account (optional)\n  agents:\n    - hierarchical-coordinator (swarm orchestrator)\n    - flow-nexus-swarm (cloud platform manager)\n    - adaptive-coordinator (dynamic optimization)\n  success_criteria:\n    - Swarm initialized successfully\n    - Agents deployed to cloud\n    - Workflows executing correctly\n    - Performance metrics tracked\n    - Auto-scaling functional\n```\n\n## Overview\n\nDeploy cloud-based AI agent swarms with event-driven workflow automation using Flow Nexus platform. Supports hierarchical, mesh, ring, and star topologies with E2B sandbox distribution.\n\n## Prerequisites\n\n**Required:**\n- Flow Nexus MCP server installed\n- Flow Nexus account (authenticated)\n- Basic understanding of swarm patterns\n\n**Optional:**\n- E2B API key for cloud sandboxes\n- Anthropic API key for Claude Code\n- Existing workflow definitions\n\n**Verification:**\n```bash\n# Check Flow Nexus availability\nnpx flow-nexus@latest --version\n\n# Verify authentication\nmcp__flow-nexus__auth_status\n```\n\n## Agent Responsibilities\n\n### hierarchical-coordinator (Swarm Orchestrator)\n**Role:** Coordinate multi-level swarm hierarchy, manage agent lifecycles, optimize task distribution\n\n**Expertise:**\n- Hierarchical swarm patterns\n- Task decomposition\n- Agent coordination\n- Resource allocation\n\n**Output:** Swarm topology, agent assignments, coordination protocols\n\n### flow-nexus-swarm (Cloud Platform Manager)\n**Role:** Manage Flow Nexus platform integration, E2B sandbox deployment, cloud resources\n\n**Expertise:**\n- Flow Nexus platform APIs\n- E2B sandbox management\n- Cloud infrastructure\n- Distributed systems\n\n**Output:** Cloud deployment, sandbox configuration, resource management\n\n### adaptive-coordinator (Dynamic Optimization)\n**Role:** Monitor swarm performance, adapt topology, optimize resource usage dynamically\n\n**Expertise:**\n- Performance monitoring\n- Dynamic optimization\n- Resource management\n- Adaptive algorithms\n\n**Output:** Performance metrics, optimization recommendations, scaling policies\n\n## Phase 1: Initialize Cloud Swarm\n\n**Objective:** Initialize swarm with selected topology and agent configuration\n\n**Evidence-Based Validation:**\n- Swarm created successfully\n- Topology configured correctly\n- Swarm ID stored in memory\n- Configuration validated\n\n**hierarchical-coordinator Actions:**\n```bash\n# Pre-task coordination\nnpx claude-flow@alpha hooks pre-task --description \"Initialize cloud swarm deployment\"\n\n# Restore session\nnpx claude-flow@alpha hooks session-restore --session-id \"cloud-swarm-$(date +%s)\"\n\n# Create project structure\nmkdir -p swarm\u002F{config,agents,workflows,monitoring,docs}\n\n# Design swarm topology\ncat > swarm\u002Fconfig\u002Ftopology.json \u003C\u003C 'EOF'\n{\n  \"topology\": \"hierarchical\",\n  \"maxAgents\": 8,\n  \"strategy\": \"adaptive\",\n  \"roles\": {\n    \"coordinator\": {\n      \"count\": 1,\n      \"capabilities\": [\"task_delegation\", \"monitoring\", \"optimization\"]\n    },\n    \"supervisor\": {\n      \"count\": 2,\n      \"capabilities\": [\"team_management\", \"task_execution\", \"reporting\"]\n    },\n    \"worker\": {\n      \"count\": 5,\n      \"capabilities\": [\"task_execution\", \"specialization\"]\n    }\n  },\n  \"communication\": {\n    \"protocol\": \"event-driven\",\n    \"queue\": \"message-queue\",\n    \"realtime\": true\n  }\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fconfig\u002Ftopology.json\" --memory-key \"swarm\u002Ftopology\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Initialize swarm on Flow Nexus platform\nmcp__flow-nexus__swarm_init {\n  \"topology\": \"hierarchical\",\n  \"maxAgents\": 8,\n  \"strategy\": \"adaptive\"\n}\n\n# Store swarm ID\nSWARM_ID=\"[returned_swarm_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fswarm-id\" --value \"$SWARM_ID\"\n\n# Get swarm status\nmcp__flow-nexus__swarm_status { \"swarm_id\": \"$SWARM_ID\" }\n\n# List available swarm templates\nmcp__flow-nexus__swarm_templates_list {\n  \"category\": \"specialized\",\n  \"includeStore\": true\n}\n\n# Store swarm configuration\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fconfig\" \\\n  --value \"{\\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"topology\\\": \\\"hierarchical\\\", \\\"max_agents\\\": 8, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n\n# Notify initialization complete\nnpx claude-flow@alpha hooks notify --message \"Cloud swarm initialized: $SWARM_ID\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create performance monitoring configuration\ncat > swarm\u002Fmonitoring\u002Fconfig.json \u003C\u003C 'EOF'\n{\n  \"metrics\": {\n    \"swarm\": [\"agent_count\", \"task_throughput\", \"response_time\"],\n    \"agents\": [\"utilization\", \"success_rate\", \"error_rate\"],\n    \"resources\": [\"cpu_usage\", \"memory_usage\", \"network_io\"]\n  },\n  \"thresholds\": {\n    \"high_utilization\": 0.85,\n    \"low_utilization\": 0.2,\n    \"max_response_time_ms\": 5000,\n    \"max_error_rate\": 0.05\n  },\n  \"scaling\": {\n    \"scale_up\": {\n      \"trigger\": \"utilization > 0.85 for 5 minutes\",\n      \"action\": \"add 2 agents\"\n    },\n    \"scale_down\": {\n      \"trigger\": \"utilization \u003C 0.2 for 10 minutes\",\n      \"action\": \"remove 1 agent\"\n    }\n  }\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fconfig.json\" --memory-key \"swarm\u002Fmonitoring-config\"\n```\n\n**Success Criteria:**\n- [ ] Swarm initialized on Flow Nexus\n- [ ] Topology configured\n- [ ] Monitoring setup created\n- [ ] Configuration stored\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase1-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"topology\\\": \\\"hierarchical\\\", \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 2: Deploy Agents to Cloud\n\n**Objective:** Deploy specialized agents to E2B sandboxes with role-specific configurations\n\n**Evidence-Based Validation:**\n- All agents deployed successfully\n- Sandboxes running\n- Agent capabilities configured\n- Communication established\n\n**hierarchical-coordinator Actions:**\n```bash\n# Define agent specifications\ncat > swarm\u002Fagents\u002Fspecifications.json \u003C\u003C 'EOF'\n{\n  \"coordinator\": {\n    \"type\": \"coordinator\",\n    \"capabilities\": [\"task_delegation\", \"monitoring\", \"optimization\"],\n    \"resources\": {\n      \"template\": \"nodejs\",\n      \"memory\": \"2GB\",\n      \"cpus\": 2\n    }\n  },\n  \"supervisors\": [\n    {\n      \"type\": \"supervisor\",\n      \"name\": \"supervisor-backend\",\n      \"capabilities\": [\"backend_tasks\", \"database\", \"api\"],\n      \"specialization\": \"backend\"\n    },\n    {\n      \"type\": \"supervisor\",\n      \"name\": \"supervisor-frontend\",\n      \"capabilities\": [\"frontend_tasks\", \"ui\", \"testing\"],\n      \"specialization\": \"frontend\"\n    }\n  ],\n  \"workers\": [\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-coder-1\",\n      \"capabilities\": [\"coding\", \"implementation\"],\n      \"specialization\": \"coder\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-coder-2\",\n      \"capabilities\": [\"coding\", \"implementation\"],\n      \"specialization\": \"coder\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-tester\",\n      \"capabilities\": [\"testing\", \"validation\"],\n      \"specialization\": \"tester\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-reviewer\",\n      \"capabilities\": [\"code_review\", \"quality\"],\n      \"specialization\": \"reviewer\"\n    },\n    {\n      \"type\": \"worker\",\n      \"name\": \"worker-docs\",\n      \"capabilities\": [\"documentation\", \"writing\"],\n      \"specialization\": \"documentation\"\n    }\n  ]\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fagents\u002Fspecifications.json\" --memory-key \"swarm\u002Fagent-specs\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Retrieve swarm ID\nSWARM_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fswarm-id\" | jq -r '.value')\n\n# Spawn coordinator agent\nmcp__flow-nexus__agent_spawn {\n  \"type\": \"coordinator\",\n  \"name\": \"coordinator-main\",\n  \"capabilities\": [\"task_delegation\", \"monitoring\", \"optimization\"]\n}\n\nCOORDINATOR_ID=\"[returned_agent_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fcoordinator-id\" --value \"$COORDINATOR_ID\"\n\n# Spawn supervisor agents\nfor spec in \"backend\" \"frontend\"; do\n  mcp__flow-nexus__agent_spawn {\n    \"type\": \"analyst\",\n    \"name\": \"supervisor-$spec\",\n    \"capabilities\": [\"team_management\", \"task_execution\", \"reporting\"]\n  }\ndone\n\n# Spawn worker agents\nfor spec in \"coder\" \"coder\" \"tester\" \"reviewer\" \"documentation\"; do\n  mcp__flow-nexus__agent_spawn {\n    \"type\": \"coder\",\n    \"name\": \"worker-$spec\",\n    \"capabilities\": [\"task_execution\", \"specialization\"]\n  }\ndone\n\n# Get agent list\nmcp__flow-nexus__agent_list { \"filter\": \"all\" }\n\n# Store agent count\nnpx claude-flow@alpha memory store --key \"swarm\u002Fagent-count\" --value \"8\"\n\n# Scale swarm if needed\nmcp__flow-nexus__swarm_scale {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"target_agents\": 8\n}\n\n# Notify deployment complete\nnpx claude-flow@alpha hooks notify --message \"8 agents deployed to cloud sandboxes\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create agent monitoring script\ncat > swarm\u002Fmonitoring\u002Fmonitor-agents.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nSWARM_ID=\"${SWARM_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fswarm-id | jq -r '.value')}\"\n\necho \"Monitoring swarm: $SWARM_ID\"\necho \"================================\"\n\n# Get agent metrics\nmcp__flow-nexus__agent_metrics --agentId=\"all\"\n\n# Get swarm status\nmcp__flow-nexus__swarm_status --swarm_id=\"$SWARM_ID\"\n\n# Check for performance issues\nUTILIZATION=$(mcp__flow-nexus__agent_metrics | jq '.avg_utilization')\nif (( $(echo \"$UTILIZATION > 0.85\" | bc -l) )); then\n  echo \"WARNING: High utilization detected ($UTILIZATION)\"\n  echo \"Consider scaling up the swarm\"\nfi\n\necho \"================================\"\necho \"Monitoring complete\"\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fmonitor-agents.sh\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fmonitor-agents.sh\" --memory-key \"swarm\u002Fmonitor-script\"\n```\n\n**Success Criteria:**\n- [ ] Coordinator agent deployed\n- [ ] Supervisor agents deployed (2)\n- [ ] Worker agents deployed (5)\n- [ ] Monitoring script created\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase2-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"agents_deployed\\\": 8, \\\"coordinator\\\": \\\"$COORDINATOR_ID\\\", \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 3: Coordinate Workflows\n\n**Objective:** Create event-driven workflows with agent coordination and task routing\n\n**Evidence-Based Validation:**\n- Workflows created successfully\n- Tasks being executed\n- Event-driven processing active\n- Message queue operational\n\n**hierarchical-coordinator Actions:**\n```bash\n# Design workflow structure\ncat > swarm\u002Fworkflows\u002Fmain-workflow.json \u003C\u003C 'EOF'\n{\n  \"id\": \"main-workflow\",\n  \"name\": \"Full-Stack Development Workflow\",\n  \"description\": \"Coordinate backend and frontend development with testing\",\n  \"steps\": [\n    {\n      \"id\": \"step1\",\n      \"name\": \"Requirements Analysis\",\n      \"agent\": \"coordinator\",\n      \"action\": \"analyze_requirements\",\n      \"output\": \"requirements_doc\"\n    },\n    {\n      \"id\": \"step2\",\n      \"name\": \"Backend Development\",\n      \"agent\": \"supervisor-backend\",\n      \"action\": \"coordinate_backend\",\n      \"dependencies\": [\"step1\"],\n      \"parallel\": true,\n      \"subtasks\": [\n        {\n          \"name\": \"API Development\",\n          \"agent\": \"worker-coder-1\"\n        },\n        {\n          \"name\": \"Database Schema\",\n          \"agent\": \"worker-coder-2\"\n        }\n      ]\n    },\n    {\n      \"id\": \"step3\",\n      \"name\": \"Frontend Development\",\n      \"agent\": \"supervisor-frontend\",\n      \"action\": \"coordinate_frontend\",\n      \"dependencies\": [\"step1\"],\n      \"parallel\": true,\n      \"subtasks\": [\n        {\n          \"name\": \"UI Components\",\n          \"agent\": \"worker-coder-1\"\n        }\n      ]\n    },\n    {\n      \"id\": \"step4\",\n      \"name\": \"Testing\",\n      \"agent\": \"worker-tester\",\n      \"action\": \"run_tests\",\n      \"dependencies\": [\"step2\", \"step3\"]\n    },\n    {\n      \"id\": \"step5\",\n      \"name\": \"Code Review\",\n      \"agent\": \"worker-reviewer\",\n      \"action\": \"review_code\",\n      \"dependencies\": [\"step4\"]\n    },\n    {\n      \"id\": \"step6\",\n      \"name\": \"Documentation\",\n      \"agent\": \"worker-docs\",\n      \"action\": \"generate_docs\",\n      \"dependencies\": [\"step5\"]\n    }\n  ],\n  \"triggers\": [\n    {\n      \"event\": \"pull_request_created\",\n      \"action\": \"start_workflow\"\n    },\n    {\n      \"event\": \"code_pushed\",\n      \"action\": \"run_tests\"\n    }\n  ]\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fworkflows\u002Fmain-workflow.json\" --memory-key \"swarm\u002Fworkflow\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Create workflow on Flow Nexus\nmcp__flow-nexus__workflow_create {\n  \"name\": \"Full-Stack Development Workflow\",\n  \"description\": \"Coordinate backend and frontend development with testing\",\n  \"steps\": [\n    {\n      \"name\": \"Requirements Analysis\",\n      \"agent_type\": \"coordinator\"\n    },\n    {\n      \"name\": \"Backend Development\",\n      \"agent_type\": \"supervisor\",\n      \"parallel\": true\n    },\n    {\n      \"name\": \"Frontend Development\",\n      \"agent_type\": \"supervisor\",\n      \"parallel\": true\n    },\n    {\n      \"name\": \"Testing\",\n      \"agent_type\": \"worker\"\n    },\n    {\n      \"name\": \"Code Review\",\n      \"agent_type\": \"worker\"\n    },\n    {\n      \"name\": \"Documentation\",\n      \"agent_type\": \"worker\"\n    }\n  ],\n  \"triggers\": [\n    { \"event\": \"pull_request_created\" },\n    { \"event\": \"code_pushed\" }\n  ],\n  \"priority\": 8,\n  \"metadata\": {\n    \"category\": \"development\",\n    \"tags\": [\"fullstack\", \"automated\"]\n  }\n}\n\n# Store workflow ID\nWORKFLOW_ID=\"[returned_workflow_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fworkflow-id\" --value \"$WORKFLOW_ID\"\n\n# Assign agents to workflow tasks\nmcp__flow-nexus__workflow_agent_assign {\n  \"task_id\": \"backend_development\",\n  \"agent_type\": \"analyst\",\n  \"use_vector_similarity\": true\n}\n\n# Execute workflow\nmcp__flow-nexus__workflow_execute {\n  \"workflow_id\": \"$WORKFLOW_ID\",\n  \"input_data\": {\n    \"project\": \"fullstack-app\",\n    \"requirements\": \"Build REST API with React frontend\"\n  },\n  \"async\": true\n}\n\n# Store execution ID\nEXECUTION_ID=\"[returned_execution_id]\"\nnpx claude-flow@alpha memory store --key \"swarm\u002Fexecution-id\" --value \"$EXECUTION_ID\"\n\n# Notify workflow started\nnpx claude-flow@alpha hooks notify --message \"Workflow executing: $WORKFLOW_ID\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create workflow monitoring script\ncat > swarm\u002Fmonitoring\u002Fmonitor-workflow.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nWORKFLOW_ID=\"${WORKFLOW_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fworkflow-id | jq -r '.value')}\"\n\necho \"Monitoring workflow: $WORKFLOW_ID\"\necho \"================================\"\n\n# Get workflow status\nmcp__flow-nexus__workflow_status \\\n  --workflow_id=\"$WORKFLOW_ID\" \\\n  --include_metrics=true\n\n# Check queue status\nmcp__flow-nexus__workflow_queue_status \\\n  --include_messages=true\n\n# Get audit trail\nmcp__flow-nexus__workflow_audit_trail \\\n  --workflow_id=\"$WORKFLOW_ID\" \\\n  --limit=50\n\necho \"================================\"\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fmonitor-workflow.sh\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fmonitor-workflow.sh\" --memory-key \"swarm\u002Fworkflow-monitor\"\n```\n\n**Success Criteria:**\n- [ ] Workflow created on platform\n- [ ] Agents assigned to tasks\n- [ ] Workflow executing\n- [ ] Monitoring scripts ready\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase3-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"workflow_id\\\": \\\"$WORKFLOW_ID\\\", \\\"execution_id\\\": \\\"$EXECUTION_ID\\\", \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 4: Monitor Performance\n\n**Objective:** Track swarm performance, collect metrics, identify bottlenecks\n\n**Evidence-Based Validation:**\n- Metrics being collected\n- Performance within acceptable range\n- No critical bottlenecks\n- Dashboards accessible\n\n**hierarchical-coordinator Actions:**\n```bash\n# Create performance analysis script\ncat > swarm\u002Fmonitoring\u002Fanalyze-performance.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nSWARM_ID=\"${SWARM_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fswarm-id | jq -r '.value')}\"\n\necho \"Performance Analysis: $SWARM_ID\"\necho \"================================\"\n\n# Get agent metrics\necho \"Agent Metrics:\"\nmcp__flow-nexus__agent_metrics --metric=\"all\"\n\n# Get workflow metrics\necho -e \"\\nWorkflow Metrics:\"\nmcp__flow-nexus__workflow_status --include_metrics=true\n\n# Get system health\necho -e \"\\nSystem Health:\"\nmcp__flow-nexus__system_health\n\n# Calculate summary\necho -e \"\\n================================\"\necho \"Performance Summary:\"\necho \"- Average agent utilization: [calculated]\"\necho \"- Workflow completion rate: [calculated]\"\necho \"- Average response time: [calculated]\"\necho \"- Error rate: [calculated]\"\necho \"================================\"\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fanalyze-performance.sh\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fanalyze-performance.sh\" --memory-key \"swarm\u002Fperf-analysis\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Get swarm metrics\nSWARM_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fswarm-id\" | jq -r '.value')\nmcp__flow-nexus__swarm_status {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"verbose\": true\n}\n\n# Get detailed agent metrics\nmcp__flow-nexus__agent_metrics { \"metric\": \"all\" }\n\n# Get workflow status with metrics\nWORKFLOW_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fworkflow-id\" | jq -r '.value')\nmcp__flow-nexus__workflow_status {\n  \"workflow_id\": \"$WORKFLOW_ID\",\n  \"include_metrics\": true\n}\n\n# Store performance metrics\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fperformance-metrics\" \\\n  --value \"{\\\"avg_utilization\\\": 0.72, \\\"throughput_tps\\\": 12, \\\"avg_response_ms\\\": 2400, \\\"error_rate\\\": 0.02, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create performance report\ncat > swarm\u002Fmonitoring\u002Fperformance-report.md \u003C\u003C 'EOF'\n# Swarm Performance Report\n\n**Generated:** $(date -Iseconds)\n**Swarm ID:** $SWARM_ID\n\n## Swarm Metrics\n\n- **Topology:** Hierarchical\n- **Total Agents:** 8 (1 coordinator, 2 supervisors, 5 workers)\n- **Active Workflows:** 1\n\n## Performance Metrics\n\n### Agent Utilization\n- Average: 72%\n- Coordinator: 85%\n- Supervisors: 78%\n- Workers: 68%\n\n### Throughput\n- Tasks per second: 12\n- Tasks completed: [calculated]\n- Tasks pending: [calculated]\n\n### Response Time\n- Average: 2.4s\n- p50: 1.8s\n- p95: 4.2s\n- p99: 6.8s\n\n### Error Rate\n- Overall: 2%\n- By agent type:\n  - Coordinator: 0%\n  - Supervisors: 1%\n  - Workers: 3%\n\n## Bottleneck Analysis\n\n### Identified Issues\n- Worker-coder-1 at 95% utilization (bottleneck)\n- Message queue backlog: 23 tasks\n\n### Recommendations\n1. Scale up worker agents (+2)\n2. Optimize task distribution algorithm\n3. Increase message queue capacity\n4. Consider specialized worker for high-load tasks\n\n## Resource Usage\n\n- CPU: 65% average\n- Memory: 4.2GB \u002F 16GB\n- Network I\u002FO: 120 Mbps\n\n## Scaling Recommendations\n\nBased on current metrics:\n- **Immediate**: Add 1 worker agent\n- **Short-term**: Optimize coordinator algorithm\n- **Long-term**: Implement auto-scaling policies\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fperformance-report.md\" --memory-key \"swarm\u002Fperf-report\"\n```\n\n**Success Criteria:**\n- [ ] Metrics collected successfully\n- [ ] Performance analyzed\n- [ ] Bottlenecks identified\n- [ ] Report generated\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase4-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"performance_good\\\": true, \\\"bottleneck_identified\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Phase 5: Scale and Optimize\n\n**Objective:** Implement auto-scaling, optimize performance, adapt topology dynamically\n\n**Evidence-Based Validation:**\n- Scaling policies active\n- Performance improved\n- Auto-scaling working\n- Optimization applied\n\n**hierarchical-coordinator Actions:**\n```bash\n# Create scaling policy\ncat > swarm\u002Fconfig\u002Fscaling-policy.json \u003C\u003C 'EOF'\n{\n  \"auto_scaling\": {\n    \"enabled\": true,\n    \"min_agents\": 5,\n    \"max_agents\": 15,\n    \"rules\": [\n      {\n        \"name\": \"scale_up_high_utilization\",\n        \"condition\": \"avg_utilization > 0.80 for 5 minutes\",\n        \"action\": \"add_agents\",\n        \"count\": 2,\n        \"cooldown\": 300\n      },\n      {\n        \"name\": \"scale_down_low_utilization\",\n        \"condition\": \"avg_utilization \u003C 0.30 for 10 minutes\",\n        \"action\": \"remove_agents\",\n        \"count\": 1,\n        \"cooldown\": 600\n      },\n      {\n        \"name\": \"scale_up_queue_backlog\",\n        \"condition\": \"queue_size > 50\",\n        \"action\": \"add_agents\",\n        \"count\": 3,\n        \"cooldown\": 180\n      }\n    ]\n  },\n  \"optimization\": {\n    \"task_distribution\": \"load_balanced\",\n    \"agent_specialization\": true,\n    \"dynamic_reassignment\": true,\n    \"priority_queuing\": true\n  }\n}\nEOF\n\n# Post-edit hook\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fconfig\u002Fscaling-policy.json\" --memory-key \"swarm\u002Fscaling-policy\"\n\n# Post-task hook\nnpx claude-flow@alpha hooks post-task --task-id \"cloud-swarm-deployment\"\n```\n\n**flow-nexus-swarm Actions:**\n```bash\n# Scale swarm based on analysis\nSWARM_ID=$(npx claude-flow@alpha memory retrieve --key \"swarm\u002Fswarm-id\" | jq -r '.value')\nmcp__flow-nexus__swarm_scale {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"target_agents\": 10\n}\n\n# Spawn additional worker agents\nmcp__flow-nexus__agent_spawn {\n  \"type\": \"coder\",\n  \"name\": \"worker-coder-3\",\n  \"capabilities\": [\"task_execution\", \"specialization\"]\n}\n\nmcp__flow-nexus__agent_spawn {\n  \"type\": \"coder\",\n  \"name\": \"worker-coder-4\",\n  \"capabilities\": [\"task_execution\", \"specialization\"]\n}\n\n# Get updated swarm status\nmcp__flow-nexus__swarm_status {\n  \"swarm_id\": \"$SWARM_ID\",\n  \"verbose\": true\n}\n\n# Store final configuration\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Ffinal-config\" \\\n  --value \"{\\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"agents\\\": 10, \\\"scaled\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n**adaptive-coordinator Actions:**\n```bash\n# Create auto-scaling monitor\ncat > swarm\u002Fmonitoring\u002Fauto-scale-monitor.sh \u003C\u003C 'EOF'\n#!\u002Fbin\u002Fbash\n\nSWARM_ID=\"${SWARM_ID:-$(npx claude-flow@alpha memory retrieve --key swarm\u002Fswarm-id | jq -r '.value')}\"\n\necho \"Auto-Scaling Monitor: $SWARM_ID\"\necho \"================================\"\n\nwhile true; do\n  # Get current metrics\n  METRICS=$(mcp__flow-nexus__agent_metrics --metric=\"all\")\n  UTILIZATION=$(echo \"$METRICS\" | jq '.avg_utilization')\n  AGENT_COUNT=$(mcp__flow-nexus__swarm_status --swarm_id=\"$SWARM_ID\" | jq '.agent_count')\n\n  echo \"[$(date -Iseconds)] Utilization: $UTILIZATION, Agents: $AGENT_COUNT\"\n\n  # Check scaling conditions\n  if (( $(echo \"$UTILIZATION > 0.80\" | bc -l) )); then\n    echo \"High utilization detected. Scaling up...\"\n    NEW_COUNT=$((AGENT_COUNT + 2))\n    if [ $NEW_COUNT -le 15 ]; then\n      mcp__flow-nexus__swarm_scale --swarm_id=\"$SWARM_ID\" --target_agents=$NEW_COUNT\n    fi\n  elif (( $(echo \"$UTILIZATION \u003C 0.30\" | bc -l) )); then\n    echo \"Low utilization detected. Scaling down...\"\n    NEW_COUNT=$((AGENT_COUNT - 1))\n    if [ $NEW_COUNT -ge 5 ]; then\n      mcp__flow-nexus__swarm_scale --swarm_id=\"$SWARM_ID\" --target_agents=$NEW_COUNT\n    fi\n  fi\n\n  sleep 300  # Check every 5 minutes\ndone\nEOF\n\nchmod +x swarm\u002Fmonitoring\u002Fauto-scale-monitor.sh\n\n# Create deployment summary\ncat > swarm\u002Fdocs\u002FDEPLOYMENT-SUMMARY.md \u003C\u003C 'EOF'\n# Cloud Swarm Deployment Summary\n\n**Deployment Date:** $(date -Iseconds)\n**Swarm ID:** $SWARM_ID\n\n## Configuration\n\n- **Topology:** Hierarchical\n- **Initial Agents:** 8\n- **Final Agents:** 10\n- **Auto-scaling:** Enabled (5-15 agents)\n\n## Deployed Agents\n\n### Coordinator\n- coordinator-main: Task delegation, monitoring, optimization\n\n### Supervisors\n- supervisor-backend: Backend development coordination\n- supervisor-frontend: Frontend development coordination\n\n### Workers\n- worker-coder-1, 2, 3, 4: Implementation\n- worker-tester: Testing and validation\n- worker-reviewer: Code review\n- worker-docs: Documentation\n\n## Workflows\n\n- Full-Stack Development Workflow (executing)\n- Event-driven processing enabled\n- Message queue operational\n\n## Performance\n\n- Average utilization: 72%\n- Throughput: 12 TPS\n- Response time: 2.4s avg\n- Error rate: 2%\n\n## Monitoring\n\n- Real-time metrics collection\n- Auto-scaling monitor running\n- Performance analysis available\n- Audit trail active\n\n## Next Steps\n\n1. Monitor auto-scaling behavior\n2. Optimize task distribution\n3. Fine-tune performance thresholds\n4. Add custom workflows as needed\n5. Review and adjust scaling policies\n\n## Access\n\n- Swarm status: `mcp__flow-nexus__swarm_status`\n- Agent metrics: `mcp__flow-nexus__agent_metrics`\n- Workflow status: `mcp__flow-nexus__workflow_status`\n- Performance: `.\u002Fswarm\u002Fmonitoring\u002Fanalyze-performance.sh`\nEOF\n\n# Post-edit hooks\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fmonitoring\u002Fauto-scale-monitor.sh\" --memory-key \"swarm\u002Fauto-scale-monitor\"\nnpx claude-flow@alpha hooks post-edit --file \"swarm\u002Fdocs\u002FDEPLOYMENT-SUMMARY.md\" --memory-key \"swarm\u002Fsummary\"\n\n# Session end hook\nnpx claude-flow@alpha hooks session-end --export-metrics true\n```\n\n**Success Criteria:**\n- [ ] Swarm scaled to 10 agents\n- [ ] Auto-scaling policies active\n- [ ] Performance optimized\n- [ ] Monitoring running\n- [ ] Documentation complete\n\n**Memory Persistence:**\n```bash\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fphase5-complete\" \\\n  --value \"{\\\"status\\\": \\\"complete\\\", \\\"agents\\\": 10, \\\"auto_scaling\\\": true, \\\"optimized\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n\n# Final workflow summary\nnpx claude-flow@alpha memory store \\\n  --key \"swarm\u002Fworkflow-complete\" \\\n  --value \"{\\\"status\\\": \\\"success\\\", \\\"swarm_id\\\": \\\"$SWARM_ID\\\", \\\"agents\\\": 10, \\\"workflow_executing\\\": true, \\\"auto_scaling\\\": true, \\\"timestamp\\\": \\\"$(date -Iseconds)\\\"}\"\n```\n\n## Workflow Summary\n\n**Total Estimated Duration:** 40-70 minutes\n\n**Phase Breakdown:**\n1. Initialize Cloud Swarm: 5-10 minutes\n2. Deploy Agents to Cloud: 10-15 minutes\n3. Coordinate Workflows: 10-15 minutes\n4. Monitor Performance: 10-15 minutes\n5. Scale and Optimize: 5-15 minutes\n\n**Key Deliverables:**\n- Cloud swarm deployment\n- 10 specialized agents\n- Event-driven workflows\n- Performance monitoring\n- Auto-scaling system\n- Complete documentation\n\n## Evidence-Based Success Metrics\n\n**Swarm Deployment:**\n- Swarm initialized successfully\n- All agents deployed (10)\n- Topology configured correctly\n\n**Workflows:**\n- Workflow executing\n- Event-driven processing active\n- Task completion rate >90%\n\n**Performance:**\n- Average utilization 70-80%\n- Response time \u003C3s\n- Error rate \u003C5%\n- Throughput >10 TPS\n\n**Scaling:**\n- Auto-scaling functional\n- Scaling policies effective\n- Performance improved after scaling\n\n## Troubleshooting\n\n**Swarm Initialization Failed:**\n- Verify Flow Nexus authentication\n- Check account credits\n- Review topology configuration\n\n**Agent Deployment Issues:**\n- Check E2B sandbox availability\n- Verify agent specifications\n- Review resource limits\n\n**Workflow Execution Errors:**\n- Check agent assignments\n- Verify task dependencies\n- Review event triggers\n\n**Performance Issues:**\n- Analyze bottlenecks\n- Scale up agents\n- Optimize task distribution\n\n**Auto-scaling Not Working:**\n- Verify scaling policies\n- Check metric thresholds\n- Review cooldown periods\n\n## Best Practices\n\n1. **Topology Selection**: Choose based on task complexity\n2. **Agent Specialization**: Assign clear roles\n3. **Monitoring**: Track all metrics\n4. **Scaling**: Start small, scale gradually\n5. **Optimization**: Iterate based on metrics\n6. **Documentation**: Keep updated\n7. **Testing**: Validate workflows thoroughly\n8. **Resources**: Monitor costs and usage\n\n## References\n\n- Flow Nexus Swarm API: https:\u002F\u002Fflow-nexus.ruv.io\u002Fdocs\u002Fswarm\n- E2B Sandboxes: https:\u002F\u002Fe2b.dev\u002Fdocs\n- Claude Flow: https:\u002F\u002Fgithub.com\u002Fruvnet\u002Fclaude-flow\n- Event-Driven Architecture: https:\u002F\u002Fmartinfowler.com\u002Farticles\u002F201701-event-driven.html\n",{"name":5,"description":7},"main","def8531e65114c0fca8fb8551c1871ee0eed705c","skills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm",24,"https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub","https:\u002F\u002Fskillshub.wtf","https:\u002F\u002Fgithub.com\u002FComeOnOliver","AI & Blockchain Engineer\r\n","2026-06-24 22:07:19",{"source":8,"skillName":5,"commands":62,"prompt":72,"zipAvailable":73},[63,66,69],{"tool":64,"command":65},"npx","npx skills add ComeOnOliver\u002Fskillshub --skill when-deploying-cloud-swarm-use-flow-nexus-swarm",{"tool":67,"command":68},"bunx","bunx skills add ComeOnOliver\u002Fskillshub --skill when-deploying-cloud-swarm-use-flow-nexus-swarm",{"tool":70,"command":71},"pnpm","pnpm dlx skills add ComeOnOliver\u002Fskillshub --skill when-deploying-cloud-swarm-use-flow-nexus-swarm","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm\u002FSKILL.md",true,[75,81,87,91,95,99,103,107,111,115,119,123,127,131,135,139,143,147,151,155,159,163,167,171,175,179,183,187,191,195,199,203,207,211,215,219,223,227,231,235,241,245,249,255,259,263,267,271,275,279,283,287,291,295,299,303,307,311,315,319,323,327,331,335,339,343,347,351,355,359,363],{"path":76,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":79,"sourceHtmlUrl":80},"data\u002Fapp-interface.csv","ASSET","资产文件",11046,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fapp-interface.csv",{"path":82,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":85,"sourceHtmlUrl":86},"data\u002Fcatalog-summary.json","REFERENCE","参考文档",2392,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fcatalog-summary.json",{"path":88,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":89,"sourceHtmlUrl":90},"data\u002Fcharts.csv",23365,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fcharts.csv",{"path":92,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":93,"sourceHtmlUrl":94},"data\u002Fcolors.csv",37940,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fcolors.csv",{"path":96,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":97,"sourceHtmlUrl":98},"data\u002Fdata-provenance.json",36686,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fdata-provenance.json",{"path":100,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":101,"sourceHtmlUrl":102},"data\u002Fgoogle-font-licenses.json",433127,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fgoogle-font-licenses.json",{"path":104,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":105,"sourceHtmlUrl":106},"data\u002Fgoogle-fonts.csv",747241,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fgoogle-fonts.csv",{"path":108,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":109,"sourceHtmlUrl":110},"data\u002Ficons.csv",57945,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Ficons.csv",{"path":112,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":113,"sourceHtmlUrl":114},"data\u002Flanding.csv",25449,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Flanding.csv",{"path":116,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":117,"sourceHtmlUrl":118},"data\u002Fmotion.csv",14679,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fmotion.csv",{"path":120,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":121,"sourceHtmlUrl":122},"data\u002Fphosphor-icons-upstream.json",823933,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fphosphor-icons-upstream.json",{"path":124,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":125,"sourceHtmlUrl":126},"data\u002Fproducts.csv",75623,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fproducts.csv",{"path":128,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":129,"sourceHtmlUrl":130},"data\u002Freact-performance.csv",15080,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Freact-performance.csv",{"path":132,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":133,"sourceHtmlUrl":134},"data\u002Fstacks\u002Fangular.csv",19863,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fangular.csv",{"path":136,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":137,"sourceHtmlUrl":138},"data\u002Fstacks\u002Fastro.csv",14591,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fastro.csv",{"path":140,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":141,"sourceHtmlUrl":142},"data\u002Fstacks\u002Favalonia.csv",27327,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Favalonia.csv",{"path":144,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":145,"sourceHtmlUrl":146},"data\u002Fstacks\u002Fflutter.csv",14192,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fflutter.csv",{"path":148,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":149,"sourceHtmlUrl":150},"data\u002Fstacks\u002Fhtml-tailwind.csv",16551,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fhtml-tailwind.csv",{"path":152,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":153,"sourceHtmlUrl":154},"data\u002Fstacks\u002Fjavafx.csv",33577,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fjavafx.csv",{"path":156,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":157,"sourceHtmlUrl":158},"data\u002Fstacks\u002Fjetpack-compose.csv",12295,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fjetpack-compose.csv",{"path":160,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":161,"sourceHtmlUrl":162},"data\u002Fstacks\u002Flaravel.csv",20163,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Flaravel.csv",{"path":164,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":165,"sourceHtmlUrl":166},"data\u002Fstacks\u002Fnextjs.csv",18687,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fnextjs.csv",{"path":168,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":169,"sourceHtmlUrl":170},"data\u002Fstacks\u002Fnuxt-ui.csv",24106,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fnuxt-ui.csv",{"path":172,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":173,"sourceHtmlUrl":174},"data\u002Fstacks\u002Fnuxtjs.csv",23014,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fnuxtjs.csv",{"path":176,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":177,"sourceHtmlUrl":178},"data\u002Fstacks\u002Freact-native.csv",14049,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Freact-native.csv",{"path":180,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":181,"sourceHtmlUrl":182},"data\u002Fstacks\u002Freact.csv",19036,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Freact.csv",{"path":184,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":185,"sourceHtmlUrl":186},"data\u002Fstacks\u002Fshadcn.csv",23184,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fshadcn.csv",{"path":188,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":189,"sourceHtmlUrl":190},"data\u002Fstacks\u002Fsvelte.csv",15078,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fsvelte.csv",{"path":192,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":193,"sourceHtmlUrl":194},"data\u002Fstacks\u002Fswiftui.csv",15323,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fswiftui.csv",{"path":196,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":197,"sourceHtmlUrl":198},"data\u002Fstacks\u002Fthreejs.csv",46051,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fthreejs.csv",{"path":200,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":201,"sourceHtmlUrl":202},"data\u002Fstacks\u002Funo.csv",30091,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Funo.csv",{"path":204,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":205,"sourceHtmlUrl":206},"data\u002Fstacks\u002Fuwp.csv",24692,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fuwp.csv",{"path":208,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":209,"sourceHtmlUrl":210},"data\u002Fstacks\u002Fvue.csv",12813,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fvue.csv",{"path":212,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":213,"sourceHtmlUrl":214},"data\u002Fstacks\u002Fwinui.csv",27890,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fwinui.csv",{"path":216,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":217,"sourceHtmlUrl":218},"data\u002Fstacks\u002Fwpf.csv",24158,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstacks\u002Fwpf.csv",{"path":220,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":221,"sourceHtmlUrl":222},"data\u002Fstyles.csv",149478,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fstyles.csv",{"path":224,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":225,"sourceHtmlUrl":226},"data\u002Ftypography.csv",49997,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Ftypography.csv",{"path":228,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":229,"sourceHtmlUrl":230},"data\u002Fui-reasoning.csv",77360,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fui-reasoning.csv",{"path":232,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":233,"sourceHtmlUrl":234},"data\u002Fux-guidelines.csv",27516,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fdata\u002Fux-guidelines.csv",{"path":236,"resourceType":237,"resourceTypeDesc":238,"sizeBytes":239,"sourceHtmlUrl":240},"process-diagram.gv","OTHER","其他",5159,"https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm\u002Fprocess-diagram.gv",{"path":242,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":243,"sourceHtmlUrl":244},"PROCESS.md",5967,"https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm\u002FPROCESS.md",{"path":246,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":247,"sourceHtmlUrl":248},"README.md",1583,"https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm\u002FREADME.md",{"path":250,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":253,"sourceHtmlUrl":254},"scripts\u002Fcore.py","SCRIPT","脚本",41234,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Fcore.py",{"path":256,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":257,"sourceHtmlUrl":258},"scripts\u002Fdesign_system.py",70937,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Fdesign_system.py",{"path":260,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":261,"sourceHtmlUrl":262},"scripts\u002Freasoning_contract.py",5824,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Freasoning_contract.py",{"path":264,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":265,"sourceHtmlUrl":266},"scripts\u002Fsearch.py",9123,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Fsearch.py",{"path":268,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":269,"sourceHtmlUrl":270},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-api.json",1079,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-api.json",{"path":272,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":273,"sourceHtmlUrl":274},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-catalog.json",1772,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-catalog.json",{"path":276,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":277,"sourceHtmlUrl":278},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-existing.csv",480,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-existing.csv",{"path":280,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":281,"sourceHtmlUrl":282},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-metadata.json",328,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-metadata.json",{"path":284,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":285,"sourceHtmlUrl":286},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-overrides.json",97,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fgoogle-overrides.json",{"path":288,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":289,"sourceHtmlUrl":290},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Ficons-curated.csv",495,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Ficons-curated.csv",{"path":292,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":293,"sourceHtmlUrl":294},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-core.json",571,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-core.json",{"path":296,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":297,"sourceHtmlUrl":298},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-package.json",370,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-package.json",{"path":300,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":301,"sourceHtmlUrl":302},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-react-exports.json",87,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-react-exports.json",{"path":304,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":305,"sourceHtmlUrl":306},"scripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-react-package.json",81,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Fcatalogs\u002Fphosphor-react-package.json",{"path":308,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":309,"sourceHtmlUrl":310},"scripts\u002Ftests\u002Ffixtures\u002Frelevance-baseline.json",89436,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Frelevance-baseline.json",{"path":312,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":313,"sourceHtmlUrl":314},"scripts\u002Ftests\u002Ffixtures\u002Frelevance-cases.json",36734,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Frelevance-cases.json",{"path":316,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":317,"sourceHtmlUrl":318},"scripts\u002Ftests\u002Ffixtures\u002Frelevance-thresholds.json",5079,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ffixtures\u002Frelevance-thresholds.json",{"path":320,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":321,"sourceHtmlUrl":322},"scripts\u002Ftests\u002Ftest_catalog_refresh.py",19466,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_catalog_refresh.py",{"path":324,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":325,"sourceHtmlUrl":326},"scripts\u002Ftests\u002Ftest_core_data_quality.py",8954,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_core_data_quality.py",{"path":328,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":329,"sourceHtmlUrl":330},"scripts\u002Ftests\u002Ftest_core.py",16680,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_core.py",{"path":332,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":333,"sourceHtmlUrl":334},"scripts\u002Ftests\u002Ftest_data_contracts.py",19513,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_data_contracts.py",{"path":336,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":337,"sourceHtmlUrl":338},"scripts\u002Ftests\u002Ftest_design_system_mode.py",7690,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_design_system_mode.py",{"path":340,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":341,"sourceHtmlUrl":342},"scripts\u002Ftests\u002Ftest_native_desktop_stack_freshness.py",8170,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_native_desktop_stack_freshness.py",{"path":344,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":345,"sourceHtmlUrl":346},"scripts\u002Ftests\u002Ftest_relevance_evaluator.py",8430,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_relevance_evaluator.py",{"path":348,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":349,"sourceHtmlUrl":350},"scripts\u002Ftests\u002Ftest_style_taxonomy.py",7425,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_style_taxonomy.py",{"path":352,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":353,"sourceHtmlUrl":354},"scripts\u002Ftests\u002Ftest_text_layout_resilience.py",5874,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_text_layout_resilience.py",{"path":356,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":357,"sourceHtmlUrl":358},"scripts\u002Ftests\u002Ftest_web_stack_freshness.py",7699,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Ftests\u002Ftest_web_stack_freshness.py",{"path":360,"resourceType":251,"resourceTypeDesc":252,"sizeBytes":361,"sourceHtmlUrl":362},"scripts\u002Fvalidate_data.py",52064,"https:\u002F\u002Fgithub.com\u002FAb0umar\u002Fselrs.cc\u002Fblob\u002Fmain\u002F.agents\u002Fskills\u002Fui-ux-pro-max\u002Fscripts\u002Fvalidate_data.py",{"path":364,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":365,"sourceHtmlUrl":366},"skill-report.json",9687,"https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdnyoussef\u002Fwhen-deploying-cloud-swarm-use-flow-nexus-swarm\u002Fskill-report.json",[368,378,388,397,403,410],{"skillNo":369,"name":370,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":371,"categories":372,"keywords":374,"publishedAt":47},"01M6FKJN13GMG4KY57J3QD8GY5","model-hierarchy-skill","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Fzscole\u002Fmodel-hierarchy-skill\u002Fmodel-hierarchy-skill\u002FSKILL.md",[373],{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},[375,376,377],"model","model hierarchy","model hierarchy skill",{"skillNo":379,"name":380,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":381,"categories":382,"keywords":384,"publishedAt":47},"01M6FKJJJ6GCAMR4PPPRD12M5X","zoom-mcp","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Fzoom\u002Fskills\u002Fzoom-mcp\u002FSKILL.md",[383],{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},[385,386,387],"MCP","zoom","zoom mcp",{"skillNo":389,"name":390,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":391,"categories":392,"keywords":393,"publishedAt":47},"01M6FKJE3KYT3KPEZMEEHYKA6K","zoom-apps-sdk","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Fzoom\u002Fskills\u002Fzoom-apps-sdk\u002FSKILL.md",[],[394,395,396,386],"sdk","zoom apps sdk","apps",{"skillNo":398,"name":399,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":400,"categories":401,"keywords":402,"publishedAt":47},"01M6FKJ9EDH9Q5VWDF8HAJRSP0","windows","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Fzoom\u002Fskills\u002Fwindows\u002FSKILL.md",[],[399],{"skillNo":404,"name":405,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":406,"categories":407,"keywords":409,"publishedAt":47},"01M6FKJ666BEEFC3AE9GJ72Q93","whiteboard","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Fzoom\u002Fskills\u002Fwhiteboard\u002FSKILL.md",[408],{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},[405],{"skillNo":411,"name":412,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":413,"categories":414,"keywords":415,"publishedAt":47},"01M6FKJ21WFCDGTJQ2Q91T9DVW","websockets","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Fzoom\u002Fskills\u002Fwebsockets\u002FSKILL.md",[],[412]]