Persistent memory that remembers everything

# Search with external reranking (NEW!)
results = memory.search(
    query="user preferences",
    limit=10,
    rerank=True,
    rerank_provider="auto"  # Cohere or Jina
)

# Advanced metadata filtering (NEW!)
results = memory.search(
    query="programming",
    metadata_filter={
        "AND": [
            {"category": "work"},
            {"priority": {"$gte": 5}},
            {"NOT": {"archived": True}}
        ]
    }
)

# Multi-agent support
memory = Memphora(
    user_id="user123",
    api_key="your-api-key-here"
)

# Store memory for a specific agent
memory.store_agent_memory(
    agent_id="research_agent",
    content="PyTorch is popular",
    run_id="run_001",
    metadata={"task": "Research frameworks"}
)

# Search agent memories
results = memory.search_agent_memories(
    agent_id="research_agent",
    query="What frameworks are popular?",
    run_id="run_001"
)

# Group chat - store shared memory
memory.store_group_memory(
    group_id="ai_team_001",
    content="Let's use FastAPI for the API",
    metadata={"author": "alice"}
)

# Search group memories
group_results = memory.search_group_memories(
    group_id="ai_team_001",
    query="What did we decide about the API?",
    limit=5
)