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TypeScript SDK v3 pipeline (full parity with Python): - Single-pass additive extraction with ADDITIVE_EXTRACTION_PROMPT - Hybrid search (semantic + BM25 + entity boost) with additive scoring - 8-phase batch pipeline (batch embed, persist, entity linking) - New utils: scoring.ts, lemmatization.ts (natural), entity_extraction.ts (compromise) - keywordSearch() on 8 vector stores (3 full: PGVector, Memory, Azure AI Search) - Message persistence in SQLiteManager (rolling window of 10) - Entity store as second vector collection - MAX_BATCH=100 chunking guard on OpenAI/Azure embedBatch - Updated default LLM model to gpt-4.1-nano-2025-04-14 - compromise + natural added as peer dependencies Graph store removal (Python + TypeScript): - Removed Neo4j, Memgraph, Kuzu, Neptune, Apache AGE integrations - Deleted 18 graph-related files across both SDKs - Removed GraphStoreFactory, GraphStoreConfig, graph_store config field - Removed "relations" key from all API responses - Removed graph optional dependency group from pyproject.toml - Removed neo4j-driver from TS peerDependencies - Simplified add/search/delete/reset (no more parallel graph operations) Client SDK v3 API migration: - add() endpoint: /v1/memories/ -> /v3/memories/ (async response) - search() endpoint: /v2/memories/search/ -> /v3/memories/search/ - Removed output_format injection and v1.1 unwrapping logic - Applied to both Python (sync + async) and TypeScript clients Review feedback fixes: - Removed deprecated custom_update_memory_prompt from MemoryConfig - Added MAX_BATCH=100 chunking to Python + TS embed_batch - Moved all inline imports to top level in main.py - Cleaned up GraphStoreError dead code from exceptions.py Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Mem0 REST API Server
Mem0 provides a REST API server (written using FastAPI). Users can perform all operations through REST endpoints. The API also includes OpenAPI documentation, accessible at /docs when the server is running.
Features
- Create memories: Create memories based on messages for a user, agent, or run.
- Retrieve memories: Get all memories for a given user, agent, or run.
- Search memories: Search stored memories based on a query.
- Update memories: Update an existing memory.
- Delete memories: Delete a specific memory or all memories for a user, agent, or run.
- Reset memories: Reset all memories for a user, agent, or run.
- OpenAPI Documentation: Accessible via
/docsendpoint.
Running the server
Follow the instructions in the docs to run the server.