Cross-Tool Token Metrics, Not Editor Lock-in

The short version: Windsurf

Windsurf is an excellent AI-native IDE — formerly Codeium, rebuilt with AI woven into the editor itself. It surfaces some token usage within its own UI. That is useful when you live entirely inside Windsurf. The moment you also use Claude Code for agentic terminal work, Copilot for inline completion, or Cursor for refactoring, those metrics fragment: each tool reports its own numbers, in its own format, locked to its own surface. There is no unified score.

SigRank is the platform-neutral layer that fixes that. It reads token telemetry from Windsurf, Claude Code, Copilot, Cursor, and 15+ other tools, scores them all on the same cascade axis (Υ Yield), and gives you one rank that follows you across editors. You don't switch editors to use SigRank — you add it alongside whatever you already drive.

Feature comparison

The editor lock-in problem

Windsurf's metrics are real — but they are editor-scoped and editor-locked. The numbers live inside Windsurf, in Windsurf's format, visible only in Windsurf's UI. They do not export. They do not compare to anyone outside Windsurf. And they vanish the day you try a different tool.

Most operators do not live in one editor. A realistic week: Windsurf for AI-native editing, Claude Code for agentic terminal tasks, Copilot for inline completions, maybe a Cursor refactoring pass. Windsurf's metrics cover one slice of that week. Your actual efficiency is the union — and SigRank is the only layer that scores the union on a single axis.

Your score follows you, not the tool

SigRank's operator identity is tied to you, not to your editor. Enroll once, submit from any tool, and every signed snapshot feeds the same leaderboard rank. Switch from Windsurf to Claude Code to Copilot over a month and your Υ trajectory reflects your driving across all three — not three disconnected per-editor gauges. That is the difference between a metric and a reputation.

Frequently asked questions

Does SigRank replace Windsurf?

No — SigRank is not an editor. Windsurf is an AI-native IDE where you write code; SigRank is the scoring layer that measures how efficiently you drive any AI tool, including Windsurf. You keep using Windsurf (or Claude Code, or Cursor) and run the SigRank CLI alongside it. SigRank reads your token telemetry locally, computes your Υ Yield, and publishes a signed snapshot to the leaderboard. Your editor stays; your efficiency gets measured.

Does Windsurf have token usage metrics?

Windsurf surfaces some token usage within its own UI — how many tokens a request consumed, context window usage. That is editor-scoped and editor-locked: the numbers live inside Windsurf and do not leave it. SigRank reads the same underlying token flow but computes the full cascade architecture (Υ Yield, compression ratio, SNR, Leverage, Velocity), assigns a class tier, and lets you compare against every other operator on the board — including ones who never touch Windsurf.

Why does platform neutrality matter?

Because most operators do not use one tool. You might use Windsurf for AI-native editing, Claude Code for agentic terminal tasks, and Copilot for inline completions. Windsurf's metrics cover only the Windsurf slice; your actual efficiency is the union across all of them. SigRank is platform-neutral — it reads telemetry from Windsurf, Claude Code, Copilot, Cursor, and 15+ others, scores them on the same cascade axis, and gives you one comparable rank. Your score follows you across tools, not the other way around.

Can I use SigRank with Windsurf specifically?

Yes. The SigRank CLI reads token telemetry from Windsurf's local logs the same way it reads Claude Code's (ccusage is bundled for Claude Code; additional readers cover other platforms). Run `sigrank enroll` to create your operator identity, then `sigrank submit` to score and publish. Your Windsurf sessions contribute to the same leaderboard rank as your Claude Code or Copilot sessions — unified, not siloed.

What is the difference between Windsurf and SigRank metrics?

Windsurf's metrics answer "how many tokens did this request use?" — a per-request, editor-local view. SigRank's metrics answer "how efficiently does this operator drive AI across all their tools?" — a cascade-level, cross-platform view. Windsurf tells you what you spent in one editor; SigRank tells you your Υ Yield (is signal compounding or burning?), your class tier, and your global rank among all operators regardless of editor. The first is a gauge; the second is a leaderboard.