MemoriLabs/Memori v2.0.0 on GitHub

We are releasing Memori v2, a major upgrade focused on modularity, performance, and improved memory handling.

Highlights

Refactored into a more modular and maintainable codebase.
Simplified memory architecture for easier usage and extension.
Long-term memory now works without conscious_ingest=true, aligning with the original design.
Improved performance with fewer API calls and optimized search.

conscious_ingest behavior redesigned:
- Originally intended to handle only conscious-essential information (short-term personalization data such as your name, workplace, or other user-defining details).
- In v2, conscious_ingest is no longer tied to long-term memory ingestion. Instead, it injects short-term context into the system prompt for personalization.
- This keeps short-term, identity-related memory separate from long-term memory, which continues to grow automatically through auto_ingest.
Removed conscious_ingest processing from the main pipeline — now fully handled by memory_processing.
Simplified Pydantic schemas and reduced redundant API calls for faster execution.
Refactored search engine and memory handling with standardized SQLAlchemy integration.
Database connections modularized with adapter–connector design, enabling clean extensibility.

Added support for local and Azure OpenAI providers via the official OpenAI library.
Extended integration with Ollama and LM Studio.
Improved interception of LiteLLM, OpenAI.
Added examples showcasing how to use Memori with multiple OpenAI-compatible providers.

Added support for MySQL and PostgreSQL using SQLAlchemy.
Support for remote databases via connection strings.
Modular database adapters (mysql_adapter, postgresql_adapter, sqlite_adapter) with corresponding connectors for clean extensibility.
Added examples demonstrating database integration and usage.

Assistant loses context across questions in basic_usage.py #12
Resolved environment variable issues for OpenAI provider. #17
personal_assistant.py – Memory not saved + Assistant seems to partially forget preferences #13
The background analysis of memory_agent, conscious_agent #20
memory_agent isn't working ! #23
Support for better Search methods in Memori for multi-database support #24
Add support & docs for connecting to local OpenAI-compatible endpoints #40
Improved memory schema for clarity, performance, and consistency.