Memory Database Enhancements

This cluster focuses on improvements and fixes related to local embeddings and memory database providers in the OpenClaw framework.

18 PRs

feat memory Representative: #17030

#	Title	Author	Created	GitHub
10550	feat(memory-lancedb): local embeddings via node-llama-cpp	namick	2026-02-06	View
11258	feat(memory): Add Qdrant Vector Database Provider	hleliofficiel	2026-02-07	View
13251	fix: Windows local embeddings race condition	fayrose	2026-02-10	View
15639	fix(memory): serialize local embedding initialization to avoid duplicate mode...	SubtleSpark	2026-02-13	View
17030	feat(memory-lancedb): support Ollama and OpenAI-compatible embedding endpoints rep	nightfullstar	2026-02-15	View
17566	memory-lancedb: support local OpenAI-compatible embeddings	lumenradley	2026-02-15	View
17701	fix(memory-lancedb): add gemini-embedding-001 and baseUrl support	Phineas1500	2026-02-16	View
17874	feat(memory-lancedb): Custom OpenAI BaseURL & Dimensions Support	rish2jain	2026-02-16	View
18204	feat(memory): add native Telnyx embedding provider	aisling404	2026-02-16	View
18701	feat(memory-milvus): add Milvus/Zilliz Cloud vector memory provider	supmo668	2026-02-17	View
19006	feat(memory-lancedb): OpenAI-compatible baseUrl + Ollama provider + optional ...	martinsen-assistant	2026-02-17	View
19865	memory: add Ollama embedding provider	nico-hoff	2026-02-18	View
20315	fix(memory): add gemini-embedding-001 to GEMINI_MAX_INPUT_TOKENS	Clawborn	2026-02-18	View
20771	feat(memory-lancedb): support custom OpenAI-compatible embedding providers	marcodelpin	2026-02-19	View
21816	Add configurable `dimensions` for embedding models (Matryoshka support)	matthewspear	2026-02-20	View
21845	fix: use sequential embedding for local GGUF provider to prevent deadlock	slegarraga	2026-02-20	View
23172	feat: add Jina AI as embedding provider for memory search	hanxiao	2026-02-22	View
23608	feat(memory-lancedb): support custom embedding baseUrl + prefixed model ids	githubbzxs	2026-02-22	View