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Developer Audits 87 Claude Code Sessions to Trace AI Coding Costs

11/02/2026 — 11/02, 16:18·1 sources (all)·1 reports (all)

Key takeaways

  • A developer logged 87 Claude Code sessions running Claude Sonnet 5 across two open-source repositories and compared them line by line agains…
  • the first two versions saved nothing, and the write-up traces which changes finally did.

Background & analysis

On November 2, 2026, a developer published an article on DEV Community titled "Recording 87 Claude Code sessions to work out where the money goes." The stated motivation was to find out why AI coding agents get expensive on real codebases, so rather than keep guessing the author started recording. Every session in the article is a real Claude Code run on Claude Sonnet 5, saved as a full transcript together with the cost reported by Claude Code itself. In total there are 87 sessions, all run against two open-source repositories. Along the way the developer wrote knock, an open-source MCP server that hands the agent a map of the codebase. According to the article, the first two versions of knock saved nothing, and the piece walks through what changed once they finally did start to help. That is where the account currently stops: the cost figures from the 87 recorded sessions, the release of knock as an open-source project, and the author's explanation of why the early versions failed to cut costs and what made the difference later on.

AI-generated from 1 reports · updated 10 hours ago

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Reports on this story headlines open the original

Yesterday
  1. A developer recorded 87 Claude Code sessions (Claude Sonnet 5) across two open-source repositories, logging the cost reported for each run to understand why coding agents get expensive on real codebases. Along the way he built knock, an open-source MCP server that gives an agent a map of the codebase; the first two versions saved nothing, and the post explains what changed when they did.

    DEV Community · AIAI score 55

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