Vector databases are infrastructure
They are powerful primitives, but teams still have to design memory capture, retrieval routing, provenance, agent instructions, and operational UX.
Compare vector DBs
Palace vs building memory on a vector database
memory system
A vector database can store embeddings. Palace adds the coding-agent workflows around memory: MCP tools, diaries, KG facts, provenance, install rules, and team deployment.
Works with Cursor, Claude Code, Codex, and other MCP-capable clients.
Combines semantic retrieval, BM25-style search, diaries, and knowledge graph recall.
Open-source MIT core for solo developers; paid server for shared team memory.
Palace is productized memory
Palace uses searchable storage as one ingredient, then adds the interfaces coding agents need to recall and write memory consistently.
Best fit
Choose Palace if your goal is agent memory for engineering work, not building a custom memory platform from primitives.