Claumon is a fast and secure local dashboard that utilizes a statistical model (Gamma process) to predict Claude Code token usage and limit-reaching times with 80% accuracy.
Lead
Imagine this. Late Friday afternoon, you are staring intently at your computer screen, trying to catch the final bug in a critical software project before the weekend deployment. To help with the complex code analysis that would have taken days alone, you have ‘Claude Code,’ a smart AI coding assistant, open in a terminal window on one side of your screen.
“Can you find why I’m getting an error here?”, “Clean up this code for me.” Every time you toss a request, the AI pours out solutions like magic. It feels fantastic, as if a senior engineer from Google or Apple is sitting right next to you, giving you private tutoring. Almost all the bugs are fixed, and it’s the perfect timing—just one more crucial file to touch up, and you can head home for the weekend.
But at that very moment, a cold warning message appears in red text on your screen:
“Usage limit exceeded. Please try again in a few hours.”
Suddenly, your mind goes blank, and the smooth flow of work is shattered. The competent digital colleague you were working with just moments ago has effectively “clocked out” without any notice. Clutching your head, you look at the clock—there are still three hours left until your next usage allowance is refilled.
As AI becomes a workplace essential, many professionals and casual users experience great frustration by hitting this “invisible barrier.” Since you’re paying tens of dollars a month for a premium plan, you might expect unlimited use, but AI also has strict “stamina” limits. Interrupting the flow during programming or writing tasks that require maintaining long context is a particularly heavy blow.
To prevent such frustrating situations, an interesting free program recently surfaced on Hacker News, the global developer community, and is creating quite a buzz. It’s ‘Claumon,’ a tool that analyzes your token usage patterns in real-time and acts like a weather forecast, telling you exactly when your AI’s stamina will be exhausted and cause it to stop Show HN: Claumon – forecasting Claude Code usage limits with a Gamma process.
Today at MindTickleBytes, we will warmly and kindly explain why this small program is necessary, the secret of the AI budget that gets chipped away without us knowing, and how it predicts our future through complex mathematics.
Why It Matters
To understand why a smart dashboard like Claumon is so welcomed, we first need to understand the “hidden traps” we easily fall into when using a powerful AI like Claude.
| When you subscribe to a premium plan like Pro or Max for nearly $20 a month, it’s easy to expect a generous amount of AI usage for both the web browser (Claude.ai) for casual questions and the terminal (Claude Code) for tasks. However, there is an important rule hidden here that users find hard to notice intuitively: the shocking fact that Claude on the web and Claude Code in the terminal share the exact same usage pool [How to Double Your Claude Code Usage Limits… | Nathan Onn](https://www.nathanonn.com/how-to-double-your-claude-code-usage-limits-without-upgrading-to-max/). |
| Let’s use an analogy from daily life. Suppose you have a “shared living expense card” that you use with your family. On your way to work in the morning, you open Claude on your smartphone and ask it to summarize a massive PDF or translate a complex foreign article. This is like paying for an expensive hotel buffet early in the morning with that shared card. A massive amount of tokens (cost) is immediately deducted from the total budget. Then, in the afternoon, when you turn on your work computer and try to start a complex task with Claude Code, your AI assistant is already “hungry,” and the budget is depleted. This is because the moment you start a conversation on either tool, the timer for deducting the entire budget starts running simultaneously [How to Double Your Claude Code Usage Limits… | Nathan Onn](https://www.nathanonn.com/how-to-double-your-claude-code-usage-limits-without-upgrading-to-max/). |
| What’s even more troublesome is that the plan system itself is quite complex. For regular subscribers, usage is usually measured by session limits that reset every 5 hours and a weekly limit [Claude Code Token Usage Guide: How to Track, Reduce, and Plan Around Limits (2026) | LaoZhang AI Blog](https://blog.laozhang.ai/en/posts/claude-code-rate-limit). On the other hand, if you use the “API mode” to connect Claude to a program you developed yourself, measurements are taken by the second using entirely different criteria, such as requests per minute (RPM), the absolute number of words (tokens) exchanged, and a monthly payment cap you set [Claude Code Token Usage Guide: How to Track, Reduce, and Plan Around Limits (2026) | LaoZhang AI Blog](https://blog.laozhang.ai/en/posts/claude-code-rate-limit). Since the standards vary so much, it is as anxious and difficult for a regular user to figure out “How much AI stamina do I have left?” as it is to drive a car on a highway blindfolded [Models, usage, and limits in Claude Code | Claude Help Center](https://support.claude.com/en/articles/14552983-models-usage-and-limits-in-claude-code). |
Of course, there was some refreshing news recently. Anthropic doubled the usage limits for Claude Code for its loyal premium plan users overnight Higher usage limits for Claude and a compute deal with SpaceX. It certainly provided some breathing room. However, there is no such thing as perfect freedom in the world of developers. No matter how much the capacity has doubled, analyzing complex code involving hundreds of files can easily exhaust even that generous limit in just an hour or two. Ultimately, the ability to check “remaining stamina” in real-time and adjust the difficulty of questions has become a core skill determining the productivity of modern workers and developers.
The Explainer
‘Claumon’ is the tool that appeared like a comet to elegantly solve this invisible barrier of usage. Created by a developer named Fabio Concina, this program is a small dashboard written in a very fast and lightweight computer language called ‘Go’ Show HN: Claumon – forecasting Claude Code usage limits with a Gamma process.
The usage is surprisingly simple. It’s a “zero-config” method that requires no complex setup. Just double-click a single file on any computer—Mac, Windows, or Linux—and it runs perfectly GitHub - fabioconcina/claumon: Claude Code dashboard — minimal…. Once the program is launched, a sophisticated screen appears in a web browser tab, looking much like the dashboard of a high-end sports car Claumon – Forecasting Claude Code usage limits with a Gamma….
So, is this dashboard just a plain table that recites the past, saying, “You’ve used 50,000 tokens so far”? No. The true magic of Claumon lies in its ability to predict your future state through a sophisticated statistical model called a ‘Gamma process’ Show HN: Claumon – forecasting Claude Code usage limits with a Gamma process.
Does “Gamma process” sound a bit difficult? Let’s use the rental car trip analogy again. A common fuel gauge on a car dashboard simply shows the objective current state: “The tank is half full.” It can’t tell you when the car will stop because it doesn’t know if you’ll be driving on mountain roads or flat plains next.
Simply put, Claumon’s statistical model is like a very smart “navigation expert” sitting in the passenger seat, constantly taking notes. This expert doesn’t just look at the remaining fuel. It learns your irregular behavioral patterns in real-time: how often you step on the gas (how frequently you ask Claude questions) and how much fuel you use each time (how long the documents you feed it are).
When enough data is gathered, this smart assistant gives advice by flashing a warning light on the dashboard: “Analyzing your erratic questioning pattern mathematically, it looks like you’ll hit the limit before the next refill time. Predicting with an 80% confidence interval, the AI will stop in 1 hour and 30 minutes at this rate” GitHub - fabioconcina/claumon: Claude Code dashboard — minimal…. It’s a magic crystal ball that looks into the coming risks by calculating even your irregular work habits, rather than just simple addition and subtraction of the past.
Furthermore, there is another decisive reason why this program is receiving high praise: thorough ‘privacy protection.’ Usually, these analysis tools secretly send your information to a central cloud server for calculations. However, Claumon doesn’t send a single byte of data to the external internet; it finishes all calculations only within your computer’s hard drive (Everything is local, no data leaves the machine) Claumon – Forecasting Claude Code usage limits with a Gamma…. You can use it with peace of mind even when asking about top-secret company code or sensitive personal information, as it will never leak out.
Where We Stand
Currently, this excellent dashboard is released to the world as “open source (MIT License),” allowing anyone to look into its internal structure and use it for free Claumon – Forecasting Claude Code usage limits with a Gamma…. Since anyone can verify it, the aforementioned perfect security gains even more trust.
Inside the program, besides the prediction feature, there is a comprehensive gift set for practitioners. It includes analog consumption gauges showing usage in beautiful colors, cost breakdowns that convert this AI power into actual cash, and a conversation history store where you can look back at past inspirations at any time Show HN: Claumon – forecasting Claude Code usage limits with a Gamma process. It even boasts extreme practicality by providing two dedicated memory management tabs that allow users to cut off unnecessary memories when a conversation gets too long and tokens are being wasted Show HN: Claumon – forecasting Claude Code usage limits with a Gamma process.
Of course, there is no shortage of competitors in the market. There are scripts like ‘Maciek-roboblog,’ a lightweight monitoring tool that simply displays token consumption and warning alarms GitHub - Maciek-roboblog/Claude-Code-Usage-Monitor: Real-time Claude Code usage monitor with predictions and warnings · GitHub, and for enterprise use, infrastructure specialists build and sell massive dashboards to prevent departmental budget overruns Claude Code Monitoring: A Guide to Tracking AI Developer Tool Usage. Even Anthropic’s headquarters is actively promoting a team-only dashboard that gives a statistical overview of the usage patterns of dozens of engineer users Tracking Team Usage with Analytics - Claude Code Docs.
However, Claumon remains firmly popular among power users thanks to its unique advantage of being able to receive future predictions while protecting your data on your personal computer without complex settings.
| One thing to keep in mind is that this amazing dashboard cannot increase the stamina of your AI itself. This tool is merely a weather station that informs you of an approaching storm. Once the red light on the screen turns on, it’s up to us holding the mouse. We need to make adult judgments, such as cleaning up useless conversation contexts and asking only the essentials, or taking a walk while leisurely waiting for the next reset time [Models, usage, and limits in Claude Code | Claude Help Center](https://support.claude.com/en/articles/14552983-models-usage-and-limits-in-claude-code). The fact that users can now control their own tools—that is the greatest sense of liberation this tool provides. |
What’s Next
We are currently standing at a massive turning point where the way humans and computers work is fundamentally changing. Beyond simple early chatbots that wrote text for a single question, we are now in a wondrous era where dozens of “virtual interns” make judgments and move on their own within our computers.
| According to a recent analysis, in the “Dynamic Workflows” environment created by Claude Code, over 1,000 detailed AI subagents partitioned roles themselves to finish a single complex task, showing the fearsome ability to fix massive source code reaching a million lines without tiring [Every Job Is an Algorithm — What Claude Code Workflows Just Proved | Pebblous](https://blog.pebblous.ai/report/claude-code-workflows-enterprise-ai/en/). |
As the scale of this machine army grows exponentially, the value of ‘tokens’—the only food and fuel that moves them—will continue to rise. No matter how many thousands of smart AI interns are on standby, if the fuel tank (usage limit) given to you is empty, all that work will come to a hollow halt. Figuring out how to optimize limited fuel will soon become a skill.
In this trend, the role of intelligent meta-tools (high-level tools that manage AI) like Claumon will grow beyond imagination. Future dashboards will do more than just turn on a red light. If your limit is running low, they will automatically reroute simple questions to cheaper and faster budget AI, and they will come with “auto-switching” and “smart caching” technologies as standard, which prevent fuel waste by finding and compressing useless conversation scraps to one-tenth of their size.
Ultimately, future competitiveness will not depend on “who uses the most expensive model,” but on “who most statistically and wisely understands and squeezes every drop of fuel.”
AI’s Take
This is the perspective of MindTickleBytes’ AI reporter.
Beyond simply showing how much was used in an Excel table, it is incredibly innovative that it uses statistics to even predict the user’s future behavior. Latest AI models have now moved beyond simple software to become infrastructure resources like electricity or water that keep society running.
Just as we unconsciously check the battery level of our smartphones when going out, in the future, wise tools like Claumon—which use a sophisticated Gamma process to predict the exhaustion of AI resources with 80% confidence—will reliably occupy a corner of everyone’s monitor. As powerful wild horses like AI appear, the importance of meta-tools that hold the reins and wisely control them will shine brighter than ever.
## References
- Show HN: Claumon – forecasting Claude Code usage limits with a Gamma process
-
[How to Double Your Claude Code Usage Limits… Nathan Onn](https://www.nathanonn.com/how-to-double-your-claude-code-usage-limits-without-upgrading-to-max/) -
[Claude Code Token Usage Guide: How to Track, Reduce, and Plan Around Limits (2026) LaoZhang AI Blog](https://blog.laozhang.ai/en/posts/claude-code-rate-limit) - Higher usage limits for Claude and a compute deal with SpaceX
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[Models, usage, and limits in Claude Code Claude Help Center](https://support.claude.com/en/articles/14552983-models-usage-and-limits-in-claude-code) - GitHub - fabioconcina/claumon: Claude Code dashboard — minimal…
- Claumon – Forecasting Claude Code usage limits with a Gamma…
- GitHub - Maciek-roboblog/Claude-Code-Usage-Monitor: Real-time Claude Code usage monitor with predictions and warnings · GitHub
- Claude Code Monitoring: A Guide to Tracking AI Developer Tool Usage
- Tracking Team Usage with Analytics - Claude Code Docs
-
[Every Job Is an Algorithm — What Claude Code Workflows Just Proved Pebblous](https://blog.pebblous.ai/report/claude-code-workflows-enterprise-ai/en/)
- It works only within the user's computer, keeping data safe and protected.
- It uses a Gamma process to predict when Claude's usage limit will be reached.
- It transmits data to a cloud server to perform complex statistical analysis.
- Web chat (Claude.ai) and Claude Code each have independent usage budgets.
- Starting a session in web chat triggers the usage deduction timers for both web and terminal tools simultaneously.
- Using the Pro plan completely removes usage limits.
- 50%
- 80%
- 99%