ColGrep-Agent cuts per-question tool calls from 7.1 to 4.0 by searching locally

IgorCarron · x · 2026-10-12

LightOn explains why ColGrep-Agent is cheaper: fewer Claude turns overall. Per question: Claude turns 5.5→3.9, grep/find/ls calls 5.1→2.0, file reads 2.0→0.9.

The trade-off is slightly higher end-to-end latency from the local agent, so the team made the Balanced mode (Claude picks between ColGrep and ColGrep-Agent) the default.

Related event: Open-Source ColGrep-Agent-2B Cuts Claude Code Token Use 34.3%(7 posts)→

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