TokenMaestro
For pipo wey dey build with AI

Make your AI coding plan do more for you. From di first request reach di last token.

TokenMaestro dey conduct di work between you, your AI agent and your computer: one local model dey structure your request, e dey ask wetin dey miss before di agent start, heavy work dey go to tools wey dey installed for your machine, and each task dey get di right model and effort. Every saving, dem dey measure am for your machine, e no be estimate.

First release: di free X-ray, for Claude Code. Next: di full orchestra, plus Codex, Gemini and oda agents.

Free X-ray · No account · Nothing dey comot from your computer

Measured, no be estimateDi token counts come from wetin di API return, and we merge dem and remove di duplicates di correct way.
Cross-checkedWe dey compare our count with Claude Code own counters, and we dey show di difference.
LocalE dey run for your machine. No account, no upload.

Di orchestra: less tokens from di start

Most token tools dey compress wetin di agent don already spend. TokenMaestro dey work before di spending: for di request, di understanding, di tools and di model.

E dey come

Request wey dem build well

One small open model dey run for your computer and e dey turn wetin you type into clear, structured request before e reach di agent. E no dey cost any token.

E dey come

Questions before di work

When request no clear, TokenMaestro dey ask you first, so di agent no go spend tokens to dey guess and dey redo work.

E dey come

Local tools for di heavy work

To read text inside images, convert documents, cut video: tools wey dey installed for your machine dey do am, and TokenMaestro dey set dem up with your permission. Di agent only dey get di result.

E dey come

Di right model and effort

Simple tasks dey go to lighter model with low effort; di heavy model and high effort na only when di task need dem.

E dey come

Lean sessions

Compact or start fresh before di context swell, and before one break make di cache expire.

Free · first release

Every saving, measured

Di X-ray dey show where every token go. Dem dey measure each fix on top your own work, on and off; if e no pay, dem go switch am off.

Your agent, your choice: Claude Code first; Codex, Gemini and oda ones next. TokenMaestro dey conduct; na you dey choose di instruments.

Free

Start with di X-ray: how much your plan worth, and where e go

One command dey read months of logs inside seconds and e go write one dashboard file: value for API prices by day, model, effort level and project; di days wey you hit di limit; and cross-check against Claude Code own counters.

TokenMaestro dashboard: about 24 thousand dollars of API-equivalent value inside five months, daily value chart with di days wey di plan limit hit, and di cross-check against Claude Code counters.
Di founder real dashboard: five months for flat-rate plan, about US$24,000 for API prices. Di dashboard dey for Portuguese for now; oda languages go follow.

Wetin e dey find: di leaks, with label for every number

“Measured” mean say di logs show am. “Ceiling” mean di most wey one fix fit recover — e no be saving. For di founder logs:

53%

Very big contexts

of di value go to turns wey get more than 400k tokens of context. Every step dey re-read everything wey come before am.

7.5%

Cache wey dem rewrite after breaks

Di cache expire 461 times during pauses, and dem write di whole context again for full price.

~56k

Tokens before di first answer

Instructions, tools and memory wey every session dey start with — dem dey re-read am for every turn after dat.

Leak cards for di dashboard: context wey pass 200 thousand tokens, cache wey dem rewrite after breaks and without breaks, fixed weight wey dem re-read every turn, files wey dem re-read without change, tools wey no dey di machine.

Di weight map

Wetin your agent read di most, by project and file. Di area na di volume wey enter di context; di colour dey show how much of am dem re-read when di file never change.

Next: di same map, drawn on top your code structure, with di path wey your agent take for each session.

Treemap of di files wey di agent read di most, grouped by project.
Dem don replace project and file names with neutral labels, di way di X-ray allow anybody do before dem share am.

Why you fit trust di numbers

Most token tools dey report savings wey dem estimate by demsef. Independent measurements of di popular ones no find any savings, and sometimes dem find higher cost. We start from di oda side.

Di log traps, handled

Claude Code dey write plenty records for one message, and di early ones get partial counts; sessions wey dem resume dey replay messages; subagents dey write separate files. Each case get test.

Checked against Claude Code

For 8 sessions wey we fit compare, our cache-read count come out 4.9% below Claude Code own counters, and e never pass dem. Di numbers na floor.

No savings claims until we measure

No percentage go enter dis page until dem publish one paired measurement with di raw data and one way to reproduce am.

Download

Di X-ray na small command-line tool. Paste one line for your terminal to install am, or download di file.

WindowsmacOSLinux

We dey prepare di first public release. Di download links for Windows, macOS and Linux go dey here when e comot.

Price

X-ray

Free
  • Value and usage dashboard
  • Leaks, with evidence labels
  • Weight map
  • Cross-check with Claude Code counters
  • Check for tools wey dey miss

Pro E dey come

US$79 / year

Founding members: US$49 for di first year, for di first 500 pipo.

  • Structured requests from one local model
  • Questions before di agent start
  • Local tools, installed and tuned
  • Di right model and effort for each task
  • Savings wey dem measure on top your own work
  • Limit meter; Codex, Gemini and oda agents as dem dey come
Buy Pro

Purchase go open with di first public release.

If you push one plan upgrade back by just one month, e go pay for one year of Pro.

Questions

Wetin TokenMaestro dey read?

Di session logs wey Claude Code don already dey write for your machine (~/.claude/projects): di token counts wey di API return for each message, and which tools run and how much dem return. Nothing dey go anywhere.

Na di dollar value be wetin I pay?

No. Na wetin your usage for cost for API prices. For flat-rate plan, e dey show how much your plan deliver, e no be bill.

Claude Code already get /usage. Why dis one?

/usage dey tell you how much of your limit don go. TokenMaestro dey tell you where e go, how much e worth, and wetin dey leak.

How much I go save?

We no dey promise any number before we measure. Di X-ray dey show how much dey leak for your case. When di fixes come out, dem go measure each one on top your own work.

I need account?

No. Di X-ray no need account or email. Pro dey use license key, wey dem go send by email when you buy.

E dey work with Codex, Cursor or Gemini?

Di X-ray dey read Claude Code first. Codex and Gemini go come next: you go choose di agent, TokenMaestro go conduct di rest.

Windows, macOS, Linux?

Yes. Di X-ray dey run for all three.

I need to install models or tools?

No. When one task need am, TokenMaestro go show wetin dey miss, explain why, and install am with your permission. Di local model small and e dey open; if your computer no fit run am well, TokenMaestro go work without am. (Pro, e dey come.)

Start with di free X-ray

Download di free X-ray