Procedural Memory layer for AI agents.

MemFlow captures how-to knowledge (step-by-step instructions, workflows, SOPs) and makes them retrievable and executable.

Benchmark harnesses live in benchmark/. The WikiHow Procedure Silver benchmark vendors its query bank, but full retrieval evaluation requires rebuilding the local procedure corpus from Kaggle source shards.

Install the optional benchmark dependencies before downloading the WikiHow source data:

uv sync --extra benchmark
uv run kaggle datasets download \
  -d paolop/human-instructions-dataset-updated-json-files \
  -p benchmark/wikihow_procedure_silver/raw \
  --unzip
uv run benchmark/install_benchmark.py wikihow_procedure_silver \
  --raw-dir benchmark/wikihow_procedure_silver/raw