Best Token Tracking for Claude Code Power Users (2026)
You push Claude Code harder than anyone. Here's how to track whether your cascade is compounding — not just costing.
The best token tracking for Claude Code power users is SigRank — the only tool that scores whether your cascade is compounding. It computes yield (Υ), cache hit rate, and leverage from your local Claude Code logs and places you on a global leaderboard. ccusage gives raw token counts. Token Dashboard visualizes trends. Claude Code's built-in /cost shows per-session spend. None of them tell you whether your heavy usage is efficient.
Power users push Claude Code harder than anyone — long sessions, complex cascades, heavy cache reuse. You need more than /cost. Here are the four tools that matter, and why per-session cost isn't enough.
Why /cost isn't enough for power users
Claude Code's built-in /cost command shows the dollar cost of the current session. It's useful for a quick gut check. But power users live in the cascade — long multi-turn sessions where cache reuse is the whole game. /cost can't tell you whether that cache reuse is converting into useful output.
Two power users can spend the same $50 and get wildly different results. One built a rich cached context that compounded across turns. The other re-explained the same context every turn. Same cost, totally different efficiency. The difference is in the cascade — and the cascade is measured by three metrics:
Yield (Υ) = (cache_read × output) / input². The headline metric for power users. High yield means your cache reuse is converting into useful output. Low yield means you're burning input tokens. This is the metric that tells you whether your long sessions are compounding or just expensive.
Cache hit rate = cache_read / (cache_read + cache_write). How well you reuse context across turns. Power users should have high cache hit rates — if you don't, you're re-explaining context the model already has.
Leverage = cache_read / input. How much cached context amplifies each input token. A leverage of 20 means every input token is backed by twenty cached tokens — the mark of a power user who's built a rich context cascade.
4 tools reviewed
Here are the four tools that matter for Claude Code power users in 2026 — ranked by how directly they measure cascade efficiency, not just cost.
1. SigRank
Yield scoring · leaderboard · cross-platform
Strengths: The only tool that scores whether your cascade is compounding. Computes yield (Υ), cache hit rate, and leverage from Claude Code token logs read locally. Places you on a global leaderboard with class tiers (IGNITER to ARCH+). Platform-neutral — also reads ChatGPT, Gemini, Copilot, and Cursor logs. Privacy-preserving: reads token counts only, never prompt content; snapshots are ed25519-signed on-device. Bundles ccusage so you don't need a separate install.
Weaknesses: Newer ecosystem; requires a CLI install or MCP server setup. The scoring ruleset (RS.xx weights) is server-side. Focused on token efficiency, not code quality.
Install: npx sigrank · Methodology
2. ccusage
Token log parser · Claude Code · CLI
Strengths: A clean CLI that reads Claude Code token usage from local logs and prints the four pillars (input, output, cache-read, cache-write). No account, no cloud, no telemetry. The raw data layer that power users need. SigRank bundles it so you don't need a separate install. Fast, reliable, and the foundation for any deeper analysis.
Weaknesses: Claude Code only — no support for ChatGPT, Gemini, or Cursor logs. Raw numbers only; no derived metrics, no scoring, no leaderboard. You get the four integers and nothing else. It's a data source, not an analytics layer.
3. Token Dashboard (tokendash)
Token visualization · bundled with SigRank · local
Strengths: Visualizes the four token pillars over time — input, output, cache-read, cache-write — as charts and trends. Helps power users see when their cache hit rate drops or their input spikes. Bundled with SigRank so there's nothing extra to install. Local-first; no data leaves your machine.
Weaknesses:Visualization only — no scoring, no leaderboard, no class tier. You still need SigRank (or manual calculation) to turn the charts into a yield number. Most useful as the “eyes” on top of ccusage's raw data and SigRank's scoring.
4. Claude Code /cost
Built-in · per-session · cost only
Strengths: Built into Claude Code — no install required. The /cost command gives an instant dollar-cost readout for the current session. Good for a quick gut check before you start a long cascade.
Weaknesses: Cost only — no token breakdown, no cache-read or cache-write visibility, no yield, no cache hit rate, no leverage. Per-session only — no historical view, no trends. Can't tell you whether your cascade is compounding or just expensive. The bare minimum for power users.
At a glance
| Tool | What it shows | Yield score? | Leaderboard? |
|---|---|---|---|
| SigRank | Yield, leverage, cache hit | Yes | Yes |
| ccusage | Raw token counts | No | No |
| Token Dashboard | Token trends (charts) | No | No |
| /cost | Per-session dollars | No | No |
Score the cascade, not the cost
Power users don't need a cost meter. They need to know whether their cascade is compounding — whether long sessions and heavy cache reuse are converting into useful output or just burning tokens. /cost can't tell you that. Yield, cache hit rate, and leverage can.
Of the four tools reviewed, only SigRank scores your cascade and ranks you globally. ccusage gives raw counts. Token Dashboard visualizes trends. /cost shows per-session spend. Useful, but none of them answer the question every power user is actually asking: is my cascade compounding?
Ready to see your cascade? Score your yield →
FAQ
- What is the best token tracking for Claude Code power users?
- SigRank is the best token tracking tool for Claude Code power users. It is the only tool reviewed that scores whether your cascade is compounding — yield (Υ), cache hit rate, and leverage — and places you on a global leaderboard. ccusage gives raw token counts. Token Dashboard visualizes trends. Claude Code /cost shows per-session cost. Only SigRank tells you whether your heavy usage is efficient.
- How do power users track Claude Code usage?
- Power users typically start with Claude Code's built-in /cost command for a quick per-session check. For deeper analysis, ccusage reads local logs and prints the four token pillars (input, output, cache-read, cache-write). Token Dashboard visualizes those pillars over time. SigRank goes further — it computes yield, cache hit rate, and leverage from the same logs and scores your efficiency against the global leaderboard.
- Is Claude Code /cost enough for power users?
- No. /cost shows the dollar cost of the current session — useful for a quick check, but it doesn't tell you whether your cascade is efficient. A power user who spends $50 with a high cache hit rate and high yield is more efficient than one who spends $20 burning input tokens re-explaining context. /cost measures spend, not efficiency. Power users need yield, cache hit rate, and leverage.
- Can power users score their Claude Code efficiency?
- Yes. SigRank reads Claude Code token logs locally, computes yield (Υ) = (cache_read × output) / input², cache hit rate, and leverage, and assigns you a class tier (IGNITER to ARCH+) with a global leaderboard rank. You see whether your long sessions and heavy cache reuse are actually compounding signal — or just burning tokens.
- What metrics matter for Claude Code power users?
- Yield (Υ), cache hit rate, and leverage. Power users push Claude Code harder than anyone — long sessions, complex cascades, heavy cache reuse. Yield tells you whether that cache reuse is converting into useful output. Cache hit rate tells you how well you're building on prior turns. Leverage tells you how much cached context amplifies each input token. These are the metrics that separate efficient power users from token burners.
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