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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{
"version": "1.0.0",
"name": "claude-flow-model-registry",
"description": "Pre-trained learning patterns for common development tasks",
"updatedAt": "2026-01-24T16:00:00.000Z",
"models": [
{
"id": "security-review-patterns",
"name": "Security Review Patterns",
"description": "Pre-trained patterns for security code review and vulnerability detection",
"version": "1.0.0",
"type": "learning-pattern",
"category": "security",
"cid": null,
"patterns": [
{
"id": "sec-001",
"trigger": "sql-query",
"action": "check-parameterized-queries",
"confidence": 0.95,
"usageCount": 2500,
"description": "Detect SQL injection vulnerabilities"
},
{
"id": "sec-002",
"trigger": "user-input",
"action": "validate-sanitize-input",
"confidence": 0.94,
"usageCount": 3200,
"description": "Input validation and sanitization"
},
{
"id": "sec-003",
"trigger": "file-path",
"action": "check-path-traversal",
"confidence": 0.96,
"usageCount": 1800,
"description": "Path traversal prevention"
},
{
"id": "sec-004",
"trigger": "authentication",
"action": "verify-secure-auth",
"confidence": 0.93,
"usageCount": 2100,
"description": "Authentication security patterns"
},
{
"id": "sec-005",
"trigger": "html-output",
"action": "check-xss-prevention",
"confidence": 0.94,
"usageCount": 2800,
"description": "XSS prevention patterns"
}
],
"metadata": {
"trainedOn": "2026-01-15T00:00:00.000Z",
"accuracy": 0.94,
"totalUsage": 12400,
"sourceAgent": "security-architect"
}
},
{
"id": "code-review-patterns",
"name": "Code Review Patterns",
"description": "Pre-trained patterns for comprehensive code quality review",
"version": "1.0.0",
"type": "learning-pattern",
"category": "quality",
"cid": null,
"patterns": [
{
"id": "cr-001",
"trigger": "function-definition",
"action": "check-single-responsibility",
"confidence": 0.89,
"usageCount": 4500,
"description": "Single responsibility principle"
},
{
"id": "cr-002",
"trigger": "error-handling",
"action": "verify-error-propagation",
"confidence": 0.91,
"usageCount": 3800,
"description": "Error handling completeness"
},
{
"id": "cr-003",
"trigger": "async-code",
"action": "check-await-handling",
"confidence": 0.92,
"usageCount": 2900,
"description": "Async/await best practices"
},
{
"id": "cr-004",
"trigger": "type-definition",
"action": "verify-type-safety",
"confidence": 0.93,
"usageCount": 3100,
"description": "TypeScript type safety"
},
{
"id": "cr-005",
"trigger": "code-duplication",
"action": "suggest-abstraction",
"confidence": 0.87,
"usageCount": 2200,
"description": "DRY principle violations"
}
],
"metadata": {
"trainedOn": "2026-01-18T00:00:00.000Z",
"accuracy": 0.90,
"totalUsage": 16500,
"sourceAgent": "reviewer"
}
},
{
"id": "performance-optimization-patterns",
"name": "Performance Optimization Patterns",
"description": "Pre-trained patterns for identifying and fixing performance issues",
"version": "1.0.0",
"type": "learning-pattern",
"category": "performance",
"cid": null,
"patterns": [
{
"id": "perf-001",
"trigger": "loop-operation",
"action": "analyze-complexity",
"confidence": 0.91,
"usageCount": 3200,
"description": "O(n²) loop detection"
},
{
"id": "perf-002",
"trigger": "database-query",
"action": "check-n-plus-one",
"confidence": 0.94,
"usageCount": 2800,
"description": "N+1 query problem detection"
},
{
"id": "perf-003",
"trigger": "memory-allocation",
"action": "detect-memory-leaks",
"confidence": 0.88,
"usageCount": 1900,
"description": "Memory leak patterns"
},
{
"id": "perf-004",
"trigger": "caching-opportunity",
"action": "suggest-memoization",
"confidence": 0.86,
"usageCount": 2100,
"description": "Caching and memoization"
},
{
"id": "perf-005",
"trigger": "bundle-size",
"action": "analyze-tree-shaking",
"confidence": 0.89,
"usageCount": 1500,
"description": "Bundle optimization"
}
],
"metadata": {
"trainedOn": "2026-01-20T00:00:00.000Z",
"accuracy": 0.89,
"totalUsage": 11500,
"sourceAgent": "performance-engineer"
}
},
{
"id": "testing-patterns",
"name": "Testing Patterns",
"description": "Pre-trained patterns for comprehensive test coverage",
"version": "1.0.0",
"type": "learning-pattern",
"category": "testing",
"cid": null,
"patterns": [
{
"id": "test-001",
"trigger": "function-boundary",
"action": "test-edge-cases",
"confidence": 0.92,
"usageCount": 4100,
"description": "Edge case identification"
},
{
"id": "test-002",
"trigger": "async-operation",
"action": "test-error-scenarios",
"confidence": 0.90,
"usageCount": 3500,
"description": "Async error testing"
},
{
"id": "test-003",
"trigger": "external-dependency",
"action": "mock-appropriately",
"confidence": 0.93,
"usageCount": 2900,
"description": "Mock strategy patterns"
},
{
"id": "test-004",
"trigger": "integration-point",
"action": "verify-contracts",
"confidence": 0.91,
"usageCount": 2200,
"description": "Contract testing"
},
{
"id": "test-005",
"trigger": "coverage-gap",
"action": "prioritize-critical-paths",
"confidence": 0.88,
"usageCount": 1800,
"description": "Coverage prioritization"
}
],
"metadata": {
"trainedOn": "2026-01-19T00:00:00.000Z",
"accuracy": 0.91,
"totalUsage": 14500,
"sourceAgent": "tester"
}
},
{
"id": "api-development-patterns",
"name": "API Development Patterns",
"description": "Pre-trained patterns for REST/GraphQL API design and implementation",
"version": "1.0.0",
"type": "learning-pattern",
"category": "api",
"cid": null,
"patterns": [
{
"id": "api-001",
"trigger": "endpoint-design",
"action": "apply-restful-conventions",
"confidence": 0.94,
"usageCount": 3800,
"description": "RESTful design patterns"
},
{
"id": "api-002",
"trigger": "request-validation",
"action": "validate-with-schema",
"confidence": 0.95,
"usageCount": 4200,
"description": "Schema validation (Zod/Joi)"
},
{
"id": "api-003",
"trigger": "error-response",
"action": "standardize-error-format",
"confidence": 0.92,
"usageCount": 3100,
"description": "Error response standards"
},
{
"id": "api-004",
"trigger": "pagination",
"action": "implement-cursor-pagination",
"confidence": 0.89,
"usageCount": 2400,
"description": "Pagination strategies"
},
{
"id": "api-005",
"trigger": "rate-limiting",
"action": "implement-rate-limits",
"confidence": 0.91,
"usageCount": 1900,
"description": "Rate limiting patterns"
}
],
"metadata": {
"trainedOn": "2026-01-21T00:00:00.000Z",
"accuracy": 0.92,
"totalUsage": 15400,
"sourceAgent": "backend-dev"
}
},
{
"id": "bug-fixing-patterns",
"name": "Bug Fixing Patterns",
"description": "Pre-trained patterns for efficient debugging and bug resolution",
"version": "1.0.0",
"type": "learning-pattern",
"category": "debugging",
"cid": null,
"patterns": [
{
"id": "bug-001",
"trigger": "null-error",
"action": "trace-null-source",
"confidence": 0.93,
"usageCount": 5200,
"description": "Null/undefined tracing"
},
{
"id": "bug-002",
"trigger": "race-condition",
"action": "analyze-timing",
"confidence": 0.87,
"usageCount": 1800,
"description": "Race condition detection"
},
{
"id": "bug-003",
"trigger": "state-inconsistency",
"action": "trace-state-mutations",
"confidence": 0.89,
"usageCount": 2900,
"description": "State management bugs"
},
{
"id": "bug-004",
"trigger": "type-error",
"action": "verify-type-flow",
"confidence": 0.91,
"usageCount": 3400,
"description": "Type mismatch resolution"
},
{
"id": "bug-005",
"trigger": "regression",
"action": "bisect-commits",
"confidence": 0.88,
"usageCount": 2100,
"description": "Regression identification"
}
],
"metadata": {
"trainedOn": "2026-01-22T00:00:00.000Z",
"accuracy": 0.89,
"totalUsage": 15400,
"sourceAgent": "coder"
}
},
{
"id": "refactoring-patterns",
"name": "Refactoring Patterns",
"description": "Pre-trained patterns for safe and effective code refactoring",
"version": "1.0.0",
"type": "learning-pattern",
"category": "refactoring",
"cid": null,
"patterns": [
{
"id": "ref-001",
"trigger": "large-function",
"action": "extract-methods",
"confidence": 0.92,
"usageCount": 3100,
"description": "Method extraction"
},
{
"id": "ref-002",
"trigger": "god-class",
"action": "split-responsibilities",
"confidence": 0.88,
"usageCount": 2200,
"description": "Class decomposition"
},
{
"id": "ref-003",
"trigger": "primitive-obsession",
"action": "introduce-value-objects",
"confidence": 0.86,
"usageCount": 1800,
"description": "Value object patterns"
},
{
"id": "ref-004",
"trigger": "feature-envy",
"action": "move-behavior",
"confidence": 0.87,
"usageCount": 1600,
"description": "Behavior relocation"
},
{
"id": "ref-005",
"trigger": "magic-numbers",
"action": "extract-constants",
"confidence": 0.94,
"usageCount": 2800,
"description": "Constant extraction"
}
],
"metadata": {
"trainedOn": "2026-01-23T00:00:00.000Z",
"accuracy": 0.89,
"totalUsage": 11500,
"sourceAgent": "system-architect"
}
},
{
"id": "documentation-patterns",
"name": "Documentation Patterns",
"description": "Pre-trained patterns for generating comprehensive documentation",
"version": "1.0.0",
"type": "learning-pattern",
"category": "documentation",
"cid": null,
"patterns": [
{
"id": "doc-001",
"trigger": "public-api",
"action": "generate-jsdoc",
"confidence": 0.93,
"usageCount": 4200,
"description": "JSDoc generation"
},
{
"id": "doc-002",
"trigger": "complex-logic",
"action": "add-inline-comments",
"confidence": 0.88,
"usageCount": 3100,
"description": "Inline documentation"
},
{
"id": "doc-003",
"trigger": "api-endpoint",
"action": "generate-openapi",
"confidence": 0.91,
"usageCount": 2600,
"description": "OpenAPI spec generation"
},
{
"id": "doc-004",
"trigger": "architecture-change",
"action": "update-adr",
"confidence": 0.89,
"usageCount": 1800,
"description": "ADR updates"
},
{
"id": "doc-005",
"trigger": "new-feature",
"action": "write-usage-examples",
"confidence": 0.90,
"usageCount": 2200,
"description": "Example generation"
}
],
"metadata": {
"trainedOn": "2026-01-24T00:00:00.000Z",
"accuracy": 0.90,
"totalUsage": 13900,
"sourceAgent": "api-docs"
}
}
],
"metadata": {
"totalModels": 8,
"totalPatterns": 40,
"totalUsage": 110600,
"averageAccuracy": 0.905
}
}