Codegraph was recommended to me: https://github.com/colbymchenry/... I've now run our benchmark on it and the results were negative: +6,094 estimated tokens, +4,046 tool-output tokens, +54.3% API-rate cost. I think a lot of tools do a cool thing, but don't necessarily lead to better agentic coding or saved tokens.
https://analyzer.spec-kitty.ai now has the benchmark results for codeanalyzer built in but doesn't include it in the recommended list of token-saving tools.
I did some benchmarking, and the results are interesting. https://analyzer.spec-kitty.ai/p... Agent Analyzer guidance reduced measured token waste and API-rate cost in repeated controlled runs.
On the larger noisy repo, three fresh Agent Analyzer guided runs averaged 12,370 fewer estimated tokens, 12,698 fewer tool-output tokens, 504 fewer Claude output tokens while preserving the quality gate. Repriced at published Claude Sonnet 4.6 API rates, the repeated mean delta was -$0.059207, or 23.986% lower cost. Some of the techniques and tools used are shown here: https://analyzer.spec-kitty.ai/p... We'll be launching the tool on PH tomorrow, hope you support us!
Token Saving Analyzer builds you a plugin to cut token waste. It runs a deterministic profiler on your agentic coding logs (eg. Claude Code, Copilot, Cursor.) Wasteful patterns get identified and it generates a custom plugin that you can install to instantly cut waste and get up to 50% more use from your subscriptions.
