Memstem
One memory layer for every AI agent
AI Clients
sources — write to disk
Claude Code
anthropic
OpenClaw
agent runtime
Codex
openai
+
Cursor · Aider · yours
adapter SDK — on the roadmap
writes session + memory files to disk
inotify watch
adapters
Memstem
Pull-based — survives every client upgrade
normalize
embed queue
Canonical Vault
markdown — git-friendly, rebuildable
🗀 memories/
▤ note1.md · note2.md
🗀 skills/
🗀 sessions/
🗀 distillations/
🗀 daily/
SQLite Index
rebuildable from canonical vault
FTS5
BM25 keyword
sqlite-vec
cosine sim.
RRF fusion
MCP API
HTTP API
CLI