claude-flow
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Ruflo - Enterprise AI agent orchestration for Claude Code. Deploy 60+ specialized agents in coordinated swarms with self-learning, fault-tolerant consensus, vector memory, and MCP integration
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{
"magic": "CFP1",
"version": "1.0.0",
"createdAt": "2026-01-08T18:42:43.016Z",
"generatedBy": "claude-flow@3.0.0-alpha",
"metadata": {
"id": "2f7e59c0-af7d-45c8-af9c-4725c6e47e9f",
"name": "seraphine-genesis",
"description": "The foundational Claude Flow pattern model. Contains core routing patterns, complexity heuristics, and coordination trajectories for multi-agent swarms.",
"author": {
"id": "claude-flow-team",
"verified": false
},
"license": "MIT",
"tags": [
"genesis",
"foundational",
"routing",
"swarm",
"coordination",
"multi-agent",
"hello-world"
],
"language": "typescript",
"framework": "claude-flow",
"createdAt": "2026-01-08T18:42:43.016Z",
"updatedAt": "2026-01-08T18:42:43.016Z"
},
"anonymization": {
"level": "standard",
"appliedTransforms": [
"author-name-removed",
"pii-redacted",
"timestamps-generalized"
],
"piiRedacted": true,
"pathsStripped": false,
"timestampsGeneralized": true,
"checksum": "8df766b89d044815c84796e7f33ba30d7806bff7eb2a75e2a0b7d26b64c45231"
},
"patterns": {
"routing": [
{
"id": "route-code-to-coder",
"trigger": "implement|code|write|create function|build feature",
"action": "spawn coder agent",
"confidence": 0.95,
"usageCount": 1000,
"successRate": 0.92,
"context": {
"category": "development",
"priority": "high"
}
},
{
"id": "route-test-to-tester",
"trigger": "test|validate|verify|check|ensure quality",
"action": "spawn tester agent",
"confidence": 0.93,
"usageCount": 850,
"successRate": 0.89,
"context": {
"category": "quality",
"priority": "high"
}
},
{
"id": "route-review-to-reviewer",
"trigger": "review|audit|analyze code|check security",
"action": "spawn reviewer agent",
"confidence": 0.91,
"usageCount": 720,
"successRate": 0.87,
"context": {
"category": "quality",
"priority": "medium"
}
},
{
"id": "route-research-to-researcher",
"trigger": "research|investigate|explore|find|search codebase",
"action": "spawn researcher agent",
"confidence": 0.94,
"usageCount": 680,
"successRate": 0.91,
"context": {
"category": "discovery",
"priority": "medium"
}
},
{
"id": "route-architecture-to-architect",
"trigger": "design|architect|plan structure|refactor system",
"action": "spawn architect agent",
"confidence": 0.88,
"usageCount": 420,
"successRate": 0.85,
"context": {
"category": "design",
"priority": "high"
}
},
{
"id": "route-complex-to-swarm",
"trigger": "complex task|multi-file|feature implementation|major refactor",
"action": "initialize hierarchical swarm",
"confidence": 0.87,
"usageCount": 350,
"successRate": 0.82,
"context": {
"category": "coordination",
"priority": "critical",
"agentCount": 5
}
},
{
"id": "route-security-to-auditor",
"trigger": "security|vulnerability|CVE|threat|penetration",
"action": "spawn security-architect agent",
"confidence": 0.96,
"usageCount": 280,
"successRate": 0.94,
"context": {
"category": "security",
"priority": "critical"
}
},
{
"id": "route-performance-to-optimizer",
"trigger": "optimize|performance|speed|memory|benchmark",
"action": "spawn performance-engineer agent",
"confidence": 0.89,
"usageCount": 310,
"successRate": 0.86,
"context": {
"category": "optimization",
"priority": "high"
}
}
],
"complexity": [
{
"id": "complexity-single-file",
"pattern": "single file modification",
"complexity": 1,
"tokens": 500,
"frequency": 0.45
},
{
"id": "complexity-multi-file",
"pattern": "multiple file changes (2-5 files)",
"complexity": 3,
"tokens": 2000,
"frequency": 0.35
},
{
"id": "complexity-feature",
"pattern": "new feature implementation",
"complexity": 5,
"tokens": 5000,
"frequency": 0.12
},
{
"id": "complexity-refactor",
"pattern": "system-wide refactoring",
"complexity": 8,
"tokens": 10000,
"frequency": 0.05
},
{
"id": "complexity-migration",
"pattern": "major version migration",
"complexity": 10,
"tokens": 20000,
"frequency": 0.03
}
],
"coverage": [
{
"id": "coverage-typescript",
"domain": "TypeScript Development",
"coverage": 0.92,
"gaps": [
"advanced generics",
"decorators"
]
},
{
"id": "coverage-testing",
"domain": "Testing & QA",
"coverage": 0.88,
"gaps": [
"e2e testing",
"visual regression"
]
},
{
"id": "coverage-security",
"domain": "Security Analysis",
"coverage": 0.85,
"gaps": [
"supply chain",
"zero-day detection"
]
},
{
"id": "coverage-swarm",
"domain": "Multi-Agent Coordination",
"coverage": 0.9,
"gaps": [
"byzantine consensus",
"network partitions"
]
}
],
"trajectory": [
{
"id": "traj-bug-fix",
"steps": [
"research: identify bug location",
"coder: implement fix",
"tester: write regression test",
"reviewer: verify fix quality"
],
"outcome": "success",
"duration": 1800000,
"learnings": [
"Always add regression test for bug fixes",
"Review similar code for same bug pattern"
]
},
{
"id": "traj-feature-impl",
"steps": [
"architect: design feature structure",
"researcher: analyze existing patterns",
"coder: implement feature",
"tester: write comprehensive tests",
"reviewer: security and quality review",
"coder: address review feedback"
],
"outcome": "success",
"duration": 7200000,
"learnings": [
"Design before implementation reduces rework",
"Parallel testing accelerates delivery"
]
},
{
"id": "traj-refactor",
"steps": [
"researcher: map affected code",
"architect: plan refactoring strategy",
"tester: ensure test coverage exists",
"coder: incremental refactoring",
"tester: verify no regressions",
"reviewer: architectural review"
],
"outcome": "success",
"duration": 10800000,
"learnings": [
"Test coverage before refactoring is critical",
"Small incremental changes are safer"
]
},
{
"id": "traj-security-audit",
"steps": [
"security-architect: threat modeling",
"researcher: dependency analysis",
"security-auditor: code scanning",
"coder: remediation",
"security-architect: verification"
],
"outcome": "success",
"duration": 14400000,
"learnings": [
"Automated scanning catches common issues",
"Manual review needed for logic flaws"
]
}
],
"custom": [
{
"id": "custom-swarm-topology",
"type": "topology-recommendation",
"data": {
"taskType": "feature-implementation",
"recommendedTopology": "hierarchical",
"agentRoles": [
"coordinator",
"architect",
"coder",
"tester",
"reviewer"
],
"communicationPattern": "hub-spoke"
},
"metadata": {
"confidence": 0.89,
"source": "production-data"
}
},
{
"id": "custom-memory-strategy",
"type": "memory-optimization",
"data": {
"pattern": "vector-search-first",
"hnswParams": {
"m": 16,
"efConstruction": 200
},
"cacheStrategy": "lru-with-embedding"
},
"metadata": {
"speedup": "150x",
"memoryReduction": "60%"
}
},
{
"id": "custom-hello-world",
"type": "greeting",
"data": {
"message": "Hello, World! Welcome to Claude Flow pattern sharing.",
"version": "1.0.0",
"genesis": true
},
"metadata": {
"significance": "First pattern ever exported via transfer hook system",
"timestamp": "2026-01-08T18:42:43.014Z"
}
}
]
},
"statistics": {
"totalPatterns": 24,
"avgConfidence": 0.91625,
"patternTypes": {
"routing": 8,
"complexity": 5,
"coverage": 4,
"trajectory": 4,
"custom": 3
},
"timeRange": {
"start": "2026-01-08T18:42:43.016Z",
"end": "2026-01-08T18:42:43.016Z"
}
}
}