Machineworthy take
It uses inspectable documents and explicit context loading instead of embeddings or a background memory service. The underlying agent still receives selected context; shared Markdown must be reviewed before committing, and documents can become stale.
Access and pricing
Free BSD-3-Clause helper and adapters; the chosen coding-agent subscription or model usage is separate.
Verification notes
Official repository and October 3 helper 1.7.0 Claude Code adapter release checked on 2026-10-05; no independent savings benchmark claimed.
Review scope: official-source desk review. This is not a hands-on performance test or endorsement.