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universal-ai-brain

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🧠 UNIVERSAL AI BRAIN 3.3 - The world's most advanced cognitive architecture with 24 specialized systems, MongoDB 8.1 $rankFusion hybrid search, latest Voyage 3.5 embeddings, and framework-agnostic design. Works with Mastra, Vercel AI, LangChain, OpenAI A

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{ "$schema": "http://json-schema.org/draft-07/schema#", "title": "AgentTrace", "description": "Comprehensive agent tracing document for enterprise observability", "type": "object", "required": [ "traceId", "agentId", "sessionId", "startTime", "status", "operation", "steps", "performance", "errors", "contextUsed", "tokensUsed", "cost", "framework" ], "properties": { "_id": { "type": "string", "pattern": "^[0-9a-fA-F]{24}$" }, "traceId": { "type": "string", "description": "Unique trace identifier" }, "agentId": { "type": "string", "pattern": "^[0-9a-fA-F]{24}$", "description": "Reference to agent ObjectId" }, "sessionId": { "type": "string", "description": "User session identifier" }, "conversationId": { "type": "string", "description": "Conversation context identifier" }, "startTime": { "type": "string", "format": "date-time" }, "endTime": { "type": "string", "format": "date-time" }, "totalDuration": { "type": "number", "minimum": 0, "description": "Total duration in milliseconds" }, "status": { "type": "string", "enum": ["active", "completed", "failed", "cancelled", "timeout"] }, "operation": { "type": "object", "required": ["type", "userInput"], "properties": { "type": { "type": "string", "enum": ["generate_text", "stream_text", "generate_object", "chat", "memory_retrieval", "context_search", "custom"] }, "description": { "type": "string" }, "userInput": { "type": "string" }, "finalOutput": { "type": "string" }, "outputType": { "type": "string", "enum": ["text", "object", "stream", "error"] } } }, "steps": { "type": "array", "items": { "type": "object", "required": ["stepId", "stepType", "startTime", "status"], "properties": { "stepId": { "type": "string" }, "stepType": { "type": "string", "enum": ["context_injection", "prompt_enhancement", "framework_call", "response_processing", "safety_check", "memory_storage"] }, "startTime": { "type": "string", "format": "date-time" }, "endTime": { "type": "string", "format": "date-time" }, "duration": { "type": "number", "minimum": 0 }, "status": { "type": "string", "enum": ["pending", "running", "completed", "failed", "cancelled"] }, "input": {}, "output": {}, "error": { "$ref": "#/definitions/AgentError" }, "metadata": { "type": "object" } } } }, "performance": { "type": "object", "required": [ "totalDuration", "contextRetrievalTime", "promptEnhancementTime", "frameworkCallTime", "responseProcessingTime", "memoryStorageTime" ], "properties": { "totalDuration": { "type": "number", "minimum": 0 }, "contextRetrievalTime": { "type": "number", "minimum": 0 }, "promptEnhancementTime": { "type": "number", "minimum": 0 }, "frameworkCallTime": { "type": "number", "minimum": 0 }, "responseProcessingTime": { "type": "number", "minimum": 0 }, "memoryStorageTime": { "type": "number", "minimum": 0 }, "memoryUsage": { "type": "object", "properties": { "heapUsed": { "type": "number", "minimum": 0 }, "heapTotal": { "type": "number", "minimum": 0 }, "external": { "type": "number", "minimum": 0 } } }, "networkMetrics": { "type": "object", "properties": { "requestCount": { "type": "number", "minimum": 0 }, "totalBytes": { "type": "number", "minimum": 0 }, "avgLatency": { "type": "number", "minimum": 0 } } } } }, "errors": { "type": "array", "items": { "$ref": "#/definitions/AgentError" } }, "warnings": { "type": "array", "items": { "type": "string" } }, "contextUsed": { "type": "array", "items": { "type": "object", "required": ["contextId", "source", "content", "relevanceScore", "retrievalTime"], "properties": { "contextId": { "type": "string" }, "source": { "type": "string" }, "content": { "type": "string" }, "relevanceScore": { "type": "number", "minimum": 0, "maximum": 1 }, "retrievalTime": { "type": "number", "minimum": 0 }, "metadata": { "type": "object" } } } }, "memoryOperations": { "type": "object", "properties": { "retrieved": { "type": "number", "minimum": 0 }, "stored": { "type": "number", "minimum": 0 }, "updated": { "type": "number", "minimum": 0 } } }, "tokensUsed": { "type": "object", "required": ["promptTokens", "completionTokens", "totalTokens"], "properties": { "promptTokens": { "type": "number", "minimum": 0 }, "completionTokens": { "type": "number", "minimum": 0 }, "totalTokens": { "type": "number", "minimum": 0 }, "embeddingTokens": { "type": "number", "minimum": 0 }, "frameworkTokens": { "type": "object", "properties": { "inputTokens": { "type": "number", "minimum": 0 }, "outputTokens": { "type": "number", "minimum": 0 }, "reasoningTokens": { "type": "number", "minimum": 0 } } } } }, "cost": { "type": "object", "required": ["totalCost", "embeddingCost", "completionCost", "promptCost", "currency", "calculatedAt"], "properties": { "totalCost": { "type": "number", "minimum": 0 }, "embeddingCost": { "type": "number", "minimum": 0 }, "completionCost": { "type": "number", "minimum": 0 }, "promptCost": { "type": "number", "minimum": 0 }, "frameworkCosts": { "type": "object", "properties": { "modelCost": { "type": "number", "minimum": 0 }, "apiCost": { "type": "number", "minimum": 0 }, "additionalCosts": { "type": "object" } } }, "mongoCosts": { "type": "object", "properties": { "vectorSearchCost": { "type": "number", "minimum": 0 }, "readCost": { "type": "number", "minimum": 0 }, "writeCost": { "type": "number", "minimum": 0 } } }, "currency": { "type": "string", "default": "USD" }, "calculatedAt": { "type": "string", "format": "date-time" } } }, "framework": { "type": "object", "required": ["frameworkName"], "properties": { "frameworkName": { "type": "string", "enum": ["vercel-ai", "mastra", "openai-agents", "langchain", "unknown"] }, "frameworkVersion": { "type": "string" }, "vercelAI": { "type": "object", "properties": { "model": { "type": "string" }, "provider": { "type": "string" }, "streaming": { "type": "boolean" }, "tools": { "type": "array", "items": { "type": "string" } } } }, "mastra": { "type": "object", "properties": { "agentId": { "type": "string" }, "resourceId": { "type": "string" }, "threadId": { "type": "string" }, "workflowId": { "type": "string" } } }, "openaiAgents": { "type": "object", "properties": { "assistantId": { "type": "string" }, "threadId": { "type": "string" }, "runId": { "type": "string" }, "tools": { "type": "array", "items": { "type": "string" } } } }, "langchain": { "type": "object", "properties": { "chainType": { "type": "string" }, "memoryType": { "type": "string" }, "vectorStore": { "type": "string" }, "llmProvider": { "type": "string" } } } } }, "safetyChecks": { "type": "object", "properties": { "piiDetected": { "type": "boolean" }, "contentFiltered": { "type": "boolean" }, "hallucinationScore": { "type": "number", "minimum": 0, "maximum": 1 }, "complianceFlags": { "type": "array", "items": { "type": "string" } } } }, "debugInfo": { "type": "object", "properties": { "environment": { "type": "string" }, "nodeVersion": { "type": "string" }, "memorySnapshot": {}, "stackTrace": { "type": "array", "items": { "type": "string" } } } }, "userContext": { "type": "object", "properties": { "userId": { "type": "string" }, "userAgent": { "type": "string" }, "ipAddress": { "type": "string" }, "location": { "type": "string" } } }, "tags": { "type": "array", "items": { "type": "string" } }, "metadata": { "type": "object" }, "createdAt": { "type": "string", "format": "date-time" }, "updatedAt": { "type": "string", "format": "date-time" } }, "definitions": { "AgentError": { "type": "object", "required": ["errorId", "errorType", "message", "timestamp", "recoverable"], "properties": { "errorId": { "type": "string" }, "errorType": { "type": "string", "enum": ["validation_error", "framework_error", "mongodb_error", "network_error", "timeout_error", "safety_violation", "unknown_error"] }, "message": { "type": "string" }, "stack": { "type": "string" }, "code": { "oneOf": [ { "type": "string" }, { "type": "number" } ] }, "timestamp": { "type": "string", "format": "date-time" }, "recoverable": { "type": "boolean" }, "retryCount": { "type": "number", "minimum": 0 }, "context": { "type": "object" } } } } }