Tool Categories

The 163 MCP tools are organized by domain. Each tool maps to an internal service call and accepts JSON arguments.

Health

Tools for system diagnostics, self-healing, and incident management.

Tool	Purpose
`health_observer_status`	Current observer daemon state
`health_observer_check`	Run health diagnostic across all categories
`health_observer_start` / `stop`	Control the health observer daemon
`health_observer_incidents`	List active and recent incidents
`health_observer_incident_detail`	Detailed view of a specific incident
`fmea_catalog`	Browse failure modes and their RPN scores
`fmea_calculate_rpn`	Calculate Risk Priority Number for a failure mode
`fmea_get_controls`	Get remediation controls for a failure mode

Tools for managing agent versions, evolution cycles, and cognition.

Tool	Purpose
`list_agent_versions`	All agent versions with metadata
`get_active_config`	Current active agent configuration
`get_best_agent_version`	Highest-performing version for an agent
`save_agent_version` / `rollback_agent`	Version management
`optimize_agent`	Trigger optimization for an agent
`evolution_status`	Current generation, evaluation state
`trigger_evolution`	Start a new evolution cycle
`trigger_task_ideation`	Generate new training tasks
`get_capability_gaps`	Identify areas where agents underperform

Tools for managing LLM endpoints, inference scheduling, and XAI budget.

Tool	Purpose
`list_models` / `get_model`	Browse available models
`gpu_health`	GPU utilization and endpoint status
`model_launch_coding` / `model_stop_coding`	Control inference endpoints
`model_generate_code`	Generate code using a managed model
`model_validate_code`	Validate generated code
`get_xai_budget` / `reset_xai_budget`	Manage XAI inference budget
`evaluate_with_xai`	Run evaluation using XAI model

Tools for searching, reading, and managing knowledge base content.

Tool	Purpose
`search_kb`	Full-text search across KB entries
`read_kb` / `create_kb` / `update_kb` / `delete_kb`	CRUD operations
`list_kb`	List entries with filters
`kb_sync`	Synchronize KB with external sources
`semantic_search`	Vector similarity search
`embed_text` / `embed_texts`	Generate embeddings

Tools for metrics, monitoring, and system telemetry.

Tool	Purpose
`observe_status` / `observe_metrics`	Observability pipeline state
`prometheus_query` / `prometheus_query_range`	Direct PromQL queries
`prometheus_health`	Prometheus server status
`metabase_status`	Metabase analytics server status
`metabase_list_dashboards` / `metabase_get_dashboard`	Browse dashboards
`log_activity` / `get_activity_stats` / `get_daily_summary`	Activity tracking

Tools for rendering card visualizations and managing collections.

Tool	Purpose
`collection_status` / `collection_list` / `collection_create`	Manage collections
`collection_add_card` / `collection_list_cards`	Card management
`collection_publish_cards` / `collection_publish_viz`	Publishing pipeline
`collection_generate_summaries`	AI-generated card summaries
`article_list` / `article_curate` / `article_new`	Article management

Tools for querying the Bases feature store.

Tool	Purpose
`bases_list`	List available bases
`bases_query`	Run DQL queries against a base
`bases_entity_history`	Entity change history
`bases_health`	Feature store health status

Tools for agent thinking, memory consolidation, and self-reflection.

Tool	Purpose
`trigger_cognition`	Trigger a cognition cycle
`trigger_self_observation`	Agent self-reflection
`get_thought_chain` / `get_recent_thoughts`	View agent reasoning
`what_are_you_thinking`	Current agent state of mind
`theta_sitrep` / `theta_consolidate`	Theta wave memory consolidation
`reflect` / `quick_thought`	Lightweight reflection tools