> ## Documentation Index > Fetch the complete documentation index at: https://docs.kubiya.ai/llms.txt > Use this file to discover all available pages before exploring further. # Context Graph > Query and explore the organizational knowledge graph powered by Neo4j Neo4j-based organizational knowledge graph storing resources, relationships, and execution history. ## Quick Start ```bash theme={null} # View graph statistics kubiya graph stats # List all node labels kubiya graph labels # Execute custom Cypher query kubiya graph query --query "MATCH (n:Agent) RETURN n LIMIT 10" ``` **Output:** ``` 📊 Graph Statistics Total Nodes: 1,247 Total Relationships: 3,891 Node Types: - Agent: 42 - Team: 15 - Environment: 8 - Skill: 127 - Execution: 892 - User: 163 ``` ```bash theme={null} # List available integrations kubiya graph integrations list ``` **Output:** ``` 📊 Available Integrations (32) INTEGRATION DESCRIPTION aws Amazon Web Services cloud platform github GitHub repository management slack Slack team communication kubernetes Kubernetes cluster management terraform Infrastructure as code datadog Monitoring and analytics pagerduty Incident management jira Issue tracking and project management [... 24 more integrations] ``` ## Graph Statistics ### Get Overall Statistics ```bash theme={null} # View overall statistics kubiya graph stats # Stats for specific integration kubiya graph stats --integration github ``` ## Nodes ### List Nodes ```bash theme={null} # List all nodes kubiya graph nodes list # Filter by label kubiya graph nodes list --label Agent kubiya graph nodes list --label Team # Limit results kubiya graph nodes list --limit 100 ``` ### Get Node Details ```bash theme={null} # View specific node kubiya graph nodes get ``` ### Get Node Relationships ```bash theme={null} # View node relationships kubiya graph nodes relationships ``` ### Search Nodes ```bash theme={null} # Search by property kubiya graph nodes search \ --label Agent \ --property-name name \ --property-value "deploy" ``` ## Integrations List all integrated data sources that contribute to the knowledge graph: ```bash theme={null} # List all integrated data sources kubiya graph integrations list ``` ## Custom Queries Run custom Cypher queries to analyze your organizational knowledge graph: ```bash theme={null} # Run Cypher query kubiya graph query --query "MATCH (n:Agent) RETURN n LIMIT 10" # Find agents with specific skill kubiya graph query --query "MATCH (a:Agent)-[:HAS_SKILL]->(s:Skill) WHERE s.name = 'kubernetes' RETURN a.name" # Analyze team composition kubiya graph query --query "MATCH (t:Team)-[:HAS_MEMBER]->(a:Agent) RETURN t.name, count(a) as member_count" ``` ## Schema Discovery ### List Labels ```bash theme={null} # List all node labels kubiya graph labels ``` **Output:** ``` 📋 Node Labels (12) - Agent - Team - Environment - Skill - Policy - Execution - User - Integration - Secret - WorkerQueue - Job - Project ``` ### List Relationship Types ```bash theme={null} # List all relationship types kubiya graph relationship-types ``` **Output:** ``` 🔗 Relationship Types (18) - HAS_SKILL - HAS_MEMBER - BELONGS_TO - EXECUTED_BY - USES_POLICY - CREATED_BY - HAS_INTEGRATION - DEPLOYED_TO - DEPENDS_ON ... ``` ## Subgraph Exploration Extract a subgraph around a specific node: ```bash theme={null} # Get subgraph around node kubiya graph subgraph --node-id --depth 2 ``` ## Intelligent Search AI-powered natural language search for the context graph using Claude: ```bash theme={null} # Simple search kubiya graph search "Find all production environments in AWS" # Search with streaming kubiya graph search "Show me critical security issues" --stream # Advanced search with parameters kubiya graph search "Find Kubernetes clusters" \ --max-turns 10 \ --model kubiya/claude-opus-4 \ --temperature 0.5 \ --integration AWS # Continue a conversation kubiya graph search "Tell me more about the first one" --session abc-123-def # JSON output kubiya graph search "List all teams" --output json ``` **Output:** ``` 🤖 AI-Powered Graph Search 🔍 Query: Find all production environments in AWS Searching context graph... ✓ Found 3 production environments: 1. prod-us-east-1 (Environment) Region: us-east-1 Status: active Resources: 42 nodes 2. prod-us-west-2 (Environment) Region: us-west-2 Status: active Resources: 38 nodes 3. prod-eu-west-1 (Environment) Region: eu-west-1 Status: active Resources: 31 nodes ``` **Available Features**: * **AI-powered**: Claude-based agent with specialized graph tools * **Flexible**: Configurable model, temperature, and search parameters * **Smart tools**: 10 graph operations (property search, relationships, subgraphs, etc.) * **Streaming**: Real-time progress updates (default: enabled) * **Session continuity**: Continue conversations with `--session` flag **Optional Flags**: * `--stream` - Enable real-time streaming (default: true) * `--model` - LiteLLM model name (default: kubiya/claude-sonnet-4) * `--temperature` - Model temperature 0.0-2.0 (default: 0.7) * `--max-turns` - Maximum conversation turns 1-20 (default: 5) * `--integration` - Filter by integration (AWS, Azure, Slack, etc.) * `--label` - Filter by node label * `--semantic` - Enable semantic search * `--cypher` - Enable custom Cypher queries * `--output` - Output format (text, json) Use intelligent search for exploratory queries. For structured data retrieval, use `kubiya graph nodes` commands or custom Cypher queries. ## Best Practices * Use graph queries for resource discovery and pattern analysis * Monitor agent activity and execution success rates * Optimize graph queries with indexes and limits * Archive old execution data periodically * Implement regular Neo4j backups * Use intelligent search for exploration, structured queries for automation * Filter queries by integration or label for performance * Set appropriate depth limits for subgraph queries ## Command Reference ```bash theme={null} # Statistics kubiya graph stats [--integration ] # Nodes kubiya graph nodes list [--label ] [--limit ] kubiya graph nodes get kubiya graph nodes relationships kubiya graph nodes search --label --property-name --property-value # Integrations kubiya graph integrations list # Custom Queries kubiya graph query --query "" # Schema kubiya graph labels kubiya graph relationship-types # Subgraph kubiya graph subgraph --node-id --depth # Intelligent Search kubiya graph search "" [--stream] [--model ] [--temperature ] kubiya graph search "" --integration --label kubiya graph search "" --session --max-turns ``` ## Next Steps Store and recall contextual knowledge using semantic search Create and manage agents, teams, and projects Execute tasks with intelligent planning Configure skills, models, and policies