Knowledge Graph

Exploring Connections

from memory_os import MemoryOSClient

memory = MemoryOSClient(
    api_key="your_api_key",
    user_id="user_123"
)

# Get a memory and its connections
mem = memory.get_memory(memory_id="mem_123")

# Explore related memories
related = memory.get_related_memories(
    memory_id="mem_123",
    relationship_types=["similar", "temporal"],
    limit=10
)

# Process connections
for rel in related['relationships']:
    print(f"Relationship: {rel['type']}")
    print(f"Connected to: {rel['target_memory']['content']}")
    print(f"Strength: {rel['strength']}")
    print("---")

Graph Traversal

# Find path between two memories
path = memory.find_path(
    from_memory="mem_123",
    to_memory="mem_456",
    max_depth=3
)

# Discover clusters of related memories
clusters = memory.find_clusters(
    min_cluster_size=5,
    similarity_threshold=0.7
)

# Get memory neighborhood
neighborhood = memory.get_neighborhood(
    memory_id="mem_123",
    depth=2  # 2 hops away
)

# Visualize the graph
graph_data = memory.export_graph(
    memory_ids=["mem_123", "mem_456", "mem_789"],
    include_connections=True
)

Pattern Discovery

# Find patterns in the graph
patterns = memory.discover_patterns(
    pattern_type="frequent_connections",
    min_support=3
)

# Identify central/important memories
central_memories = memory.get_central_memories(
    metric="betweenness",  # or "degree", "pagerank"
    limit=10
)

# Find emerging topics
topics = memory.detect_topics(
    time_window_days=30,
    min_memories=5
)

for topic in topics:
    print(f"Topic: {topic['name']}")
    print(f"Memories: {topic['memory_count']}")
    print(f"Keywords: {', '.join(topic['keywords'])}")

🔍Discovery & Recommendations

"You asked about Python APIs. Based on your previous work with FastAPI and interest in authentication, you might want to explore OAuth2 implementation."

🧩Context Building

When answering a question, the AI can pull in connected memories to provide richer, more contextual responses.

📊Pattern Recognition

Identify recurring themes, common issues, or emerging trends across your memories.

🎯Smart Navigation

Navigate through your knowledge by following connections, discovering related information naturally.