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MCP Tools Reference

All 41 MCP Tools available to your AI

Core Memory (6 tools)

store_memory

Store a new memory with metadata and category

Parameters:
  • content (required) - The content to remember
  • category (required) - One of 12 categories
  • metadata (optional) - Additional key-value pairs
  • relevance_score (optional) - 0.0-1.0 relevance score

search_memory

Search memories using hybrid text and semantic search

Parameters:
  • query (required) - Search query
  • category (optional) - Category filter
  • limit (optional) - Max results (1-50, default 10)
  • min_similarity (optional) - Minimum score (default 0.7)
  • search_mode (optional) - "hybrid", "semantic", "text", "phrase"
  • metadata_filter (optional) - Filter by metadata fields (e.g., {"topic": "auth"})

get_memory, update_memory, delete_memory, list_memories

CRUD operations for managing memories

Standard operations for retrieving, updating, and deleting individual memories or listing recent ones.

Enhanced Memory (3 tools)

find_similar_memories

Find memories similar to a specific memory using semantic similarity

Great for discovering related context you may have forgotten about.

get_stats, get_embedding_stats

Get memory statistics and usage information

View plan limits, usage percentages, and semantic search status.

Context Management (4 tools)

create_context, list_contexts

Create and manage context workspaces

Organize memories into focused workspaces for specific tasks or topics.

search_context

Search within a specific context using scoped hybrid search

More accurate results when you know the context you're working in.

add_memory_to_context

Link existing memories to contexts (many-to-many)

Memories can be in multiple contexts for flexible organization.

Snapshots & Temporal (8 tools)

create_snapshot, get_snapshot, list_snapshots

Create immutable snapshots for time-travel debugging

Perfect for understanding what an agent knew at a specific point in time.

create_temporal_snapshot, list_temporal_snapshots

Named snapshots for fast temporal queries

Create checkpoints at important moments for later analysis.

search_at_time, get_memory_history, compare_snapshots

Query memories as they existed at specific times

Debug decisions: "What did the agent know when it chose X?"

Graph Analytics (4 tools)

get_memory_graph

Get relationship graph for a context

Visualize how memories connect to each other.

detect_contradictions

Find contradicting memory pairs within a context

Identify inconsistencies in stored information.

get_context_insights, classify_query_intent

Get insights and classify query intent

Pre-compiled analytics and AI-powered query classification.

Context Intelligence (3 tools)

infer_memory_relationships

Infer semantic relationships for a specific memory

Automatically discover how memories relate to each other.

enhanced_search

Smart search with intent classification and relationship expansion

Get better results by understanding query intent and following relationships.

get_memory_insights

Get insights about memory patterns and relationships

Understand how a specific memory fits into your knowledge graph.

Advanced Analytics (4 tools)

detect_memory_contradictions

Detect contradictions with confidence scoring

generate_context_graph

Generate interactive context graph with clusters

generate_memory_insights

Generate insights about memory usage patterns

get_predictive_analytics

Forecast memory growth and quality trends

Personal Memory (2 tools)

set_memory_visibility

Change visibility scope (personal, shared, project)

list_personal_memories

List personal memories for current user only

Causal Reasoning (4 tools)

trace_causality

Trace causal reasoning chain from a memory

Critical for RLM debugging: understand why an agent made a decision.

infer_causality

Infer causal relationship between two memories

get_causal_links, validate_causal_link

Get and validate causal relationships

Audit & Compliance (3 tools)

query_audit_log

Query audit logs with filters

generate_compliance_report

Generate SOC2/compliance audit report

get_audit_stats

Get audit logging statistics and health metrics