they stop repeating themselves.
Preferences, decisions, and context carry across sessions, repos, and time. The agent shows up already knowing them — the retention moment your team is chasing.
brain is a typed memory substrate that connects to your product through a single MCP surface. Skip the schema design, the retrieval tuning, the multi-tenant story — ship the memory layer your users feel.
brain handles the substrate so your team focuses on what makes the agent worth using. The benefits land in three places: your users, your engineers, and your retention metric.
Preferences, decisions, and context carry across sessions, repos, and time. The agent shows up already knowing them — the retention moment your team is chasing.
Drop in an MCP server. Skip the schema design, the retrieval tuning, the lifecycle math, the multi-tenant scaffolding. Get back to the parts only you can build.
Semantic retrieval over a thinking graph surfaces relevant prior thoughts unprompted. Less prompt engineering. More natural recall. Smarter answers without longer prompts.
The schema enforces structure (a feedback isn't a fact isn't a lesson). The graph enforces connection (related memories surface together). The retrieval layer handles freshness, decay, and contradiction so your agent doesn't have to think about any of it.
Your code calls capture, search, connect. brain handles the rest.
Watch a Claude Code session capture a preference, close, and recall it unprompted from a fresh session two weeks later. No rules file, no static config, no re-explaining.
Every team that builds memory in-house converges on the same four problems. brain solves them as a substrate so your team's time stays where it matters — on the agent, not the scaffolding.
Most pitches hide the gaps. We don't, because the design-partner conversation goes faster when both sides know what they're integrating against.
| capability | status | notes |
|---|---|---|
| typed schema (8 tables) | shipped | battle-tested in daily operator use |
| semantic search + thinking graph | shipped | vector + edge model, in production |
| MCP endpoint | shipped | brain.bfurg.com/mcp · two-tier auth |
| multi-tenant isolation | roadmap · q3 | design-partner pilots get dedicated tenants |
| contradiction detection | roadmap · q3 | schema supports it; logic in design |
| domain memory packs | roadmap · with partners | tuned to your vertical's vocabulary |
| SOC 2, audit log, region pinning | roadmap · enterprise tier | scoped after first paid partner |
brain's schema is mature enough to integrate today, but malleable enough to bend to your domain. After commercial launch, the schema calcifies. Design partners ship first, pay nothing during the pilot, and influence what enterprise sees later.
If the agent retention metric your team cares about is "did the user have to re-explain themselves" — brain is the layer you'd otherwise be building. We're picking 2–3 partners. Apply this month.
apply for design partner access →