Changelog

Recall API for retrieving stored memories — by @devwdave in #271

Context management and connection handling improvements to Memori and database layer

Refactored FactCandidates with list-based structures for improved search relevance

Integration tests — by @harshalmore31 in #256

OpenAI Responses client support — by @harshalmore31

OceanBase/SeekDB database support — by @PsiACE (first contribution)

Refactored embeddings and search utilities

Embedding updates — by @devwdave

Benchmarking suite — by @devwdave

AzureOpenAI client support — by @harshalmore31

Debug logging support and enhanced documentation

Enhanced embedding configuration and error handling

Google GenAI response handling — by @harshalmore31

Memori cookbook links — by @Boburmirzo

New exception classes for API error handling — by @devwdave & @HyoTaek-Jang (first contribution)

Nebius AI Studio documentation and support

Troubleshooting guide — by @Boburmirzo

Deprecation warnings for upcoming API changes — by @devwdave

Automatic memory injection for Google GenAI provider — by @KarthikeyaKollu in #215 (first contribution)

Quota testing reliability — by @devwdave

Google drivers enhancements — by @harshalmore31

LLM instrument registration system — by @devwdave

augmentation.wait() method for graceful interrupt/termination handling

Wait functionality for async memory augmentation in examples

Refactored augmentation payload to include hashed entity and process ID

Updated test mode to route Advanced Aug tests to staging

Security policy and markdown documentation updates

Issue templates for bug reports and feature requests — by @devwdave

Quickstart page — by @Boburmirzo

PyMongo connectivity bugs with Atlas clusters — by @devwdave

Improved unsupported error handling across the system

Agno provider support for memory-augmented agents — by @devwdave