memnode
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Practical Patterns

Use cases pulled from the actual examples

The best Memnode story is not a vague "memory layer" claim. It is three concrete agent shapes already in the repo, plus a hosted control plane that turns them into a product instead of a local-only library.

Cross-session chat memory

Use recall before every answer and record both sides of the turn so assistants survive restarts and model swaps.

  • Customer support copilots
  • Internal assistants with persistent preferences
  • Personal assistants that remember location, plans, and context

Coding conventions as entities

Record projects, conventions, services, and rules as typed graph nodes rather than generic text snippets.

  • Team-specific test rules
  • API endpoint conventions
  • Repo-specific deployment knowledge

Research with provenance

Distinguish reported claims from inferred conclusions so later answers can expose source quality instead of blending everything together.

  • Paper review workflows
  • Due diligence agents
  • Internal knowledge synthesis with explicit citations

Shared team memory

Hosted tenants give a shared memory substrate for multiple agents or services without forcing every user to self-host.

  • Planner/coder/reviewer agent handoffs
  • Shared memory for app + background jobs
  • Quota-governed team workspaces