OKF structured format cuts Claude Code costs 30%

The author tested whether Google's Open Knowledge Format could improve the accuracy and efficiency of Claude Code documentation memory files. Converting a homelab setup from large always-on markdown files to OKF's structured format—one concept per file behind an index with thin stubs—reduced session startup tokens by half, cut query costs by about 30%, and maintained accuracy. Open article →