Developer Resources
Everything needed to run, integrate and evaluate the memory framework. Every link below goes to something that exists.
Guide
NMAFC documentation
What the framework does, how it works, and what it does not do. Start here.
Read more →Quickstart
Install and first turn
Install the package, construct a memory, process one turn and recall what it kept.
Read more →Integration
Harness setup — MCP
Point Claude Code, OpenCode, Cursor or Codex at the memory server. One config block each.
Read more →Reference
SDK, REST and API reference
The Python API, the HTTP endpoints, configuration keys and the full provider list.
Read more →Benchmarks
LoCoMo results
Accuracy across all five question categories, with the p-values and the losses. Reproducible with one command.
Read more →Source
Repository
The engine, under Apache-2.0. Open an issue or read the implementation.
Open GitHub →