Nunchi Memory Local
A personal user can connect supported agents to a local SQLite Agent Memory without treating Nexus as a cloud-only product.
Nexus stores and recalls the decisions, verification results, failure causes, and session history produced by coding agents.
The browser surface is a thin console for API keys, usage, and MCP/AMCP connection status. The actual memory is written and recalled by Engram, Circuit, and coding agents during work.
The browser surface must serve both local-first individuals and hosted teams. Nunchi Memory Local keeps Agent Memory on one machine; hosted Nexus adds API keys, usage, sessions, team quota, and AMCP gateway operations.
A personal user can connect supported agents to a local SQLite Agent Memory without treating Nexus as a cloud-only product.
A user who needs continuity across devices starts from API keys, MCP setup, and hosted memory visibility.
A team uses Nexus as the Agent Memory layer that can coordinate with Norfolk Human Memory while preserving the separation between the two.
The real surface is the coding agent and the terminal. Nexus stores and recalls memory behind that workflow.
API keys, workspace status, monthly usage, and connection health need a browser console.
MCP and AMCP let multiple agents read and write the same durable memory.
It does not try to own raw code. It records decisions, verification results, session flow, and recovery reports as durable memory events.
MCP and API entry points bring memory into the agent loop with minimal friction.
Context is normalized into portable memory objects with scope, origin, and retention.
Relevant context returns when the next agent, session, or tool needs to continue the work.
The Nexus app surface is organized around API keys, usage, MCP/AMCP setup, sessions, and admin status. It should not look like a standalone consumer app.
const nexus = new NexusClient({
apiKey: process.env.NEXUS_API_KEY,
agentName: "your-agent",
});
await nexus.remember("Auth flow uses PKCE", "decision", {
scope: { kind: "project", id: "acme-web" },
});
const context = await nexus.recall("auth decisions", {
scope: { kind: "project", id: "acme-web" },
});This was not a leaderboard-only prototype. We measured the same Synapsis memory pipeline that handles real API traffic, then published the remaining failure cases and limitations.
Read the note for the production setup, failure cases, and why we think honest memory benchmarks matter more than vanity scores.
API key issue and rotation
Usage and session visibility
MCP/AMCP setup documentation
Agent Memory recall from Engram and Circuit