zihenghe04

zihenghe04 / CCDash

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Open-source unified usage dashboard for Claude — track tokens, quota, costs across Claude Code, claude.ai & API in one panel. 开源 Claude 全平台用量监控面板，聚合 Claude Code / claude.ai / API 数据，适用于 Pro/Max 订阅用户与开发者。https://dyp23yngrtumg.ok.kimi.link

dyp23yngrtumg.ok.kimi.link
25
1
100% credibility
Found Mar 25, 2026 at 25 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
Python
AI Summary

CCDash is a self-hosted web dashboard that reads local Claude Code CLI files to provide detailed analytics on token usage, estimated API costs, quotas, and session details without needing an API key.

How It Works

1
📰 Discover CCDash

You hear about this free tool from other AI fans who want to see exactly how their chats use up their subscription.

2
📥 Download and start

Save the files to your computer and launch the dashboard with a few simple steps—no extra software needed.

3
🌐 See your dashboard

Open your web browser to a beautiful page showing your AI usage overview, quotas, and trends right away.

4
📊 Check real-time stats

Watch gauges for your daily limits, token breakdowns, costs, and speed—everything updates live.

5
🔍 Dive into details

Explore charts for models, projects, tools, and sessions to understand your habits and efficiency.

6
Add extras if needed
✅
Skip ahead

Jump straight to enjoying your insights without changes.

🔗
Link more

Easily add remote views or subscription details for fuller tracking.

🎉 Master your usage

Now you know where every chat token goes, spot savings, and stay under limits happily.

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Star Growth

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AI-Generated Review

What is CCDash?

CCDash is a Python-based, zero-dependency dashboard that pulls usage data from Claude Code CLI sessions in ~/.claude/, claude.ai quotas via session cookies, and API calls into one self-hosted web panel at localhost:8420. Run `python server.py` after cloning—no pip, npm, or Docker needed—and get real-time gauges for 5h/7d quotas, token breakdowns by model (Opus/Sonnet/Haiku), cost estimates at API rates, cache hit rates, and burn projections. Deploy lightweight agents on remote servers for unified multi-machine monitoring via SSH tunnels.

Why is it gaining traction?

Unlike claude.ai's basic settings or API-focused tools like Karma/Dragon-UI, CCDash works without API keys for Pro/Max subscribers, adding HUD-style burn rate alerts, session timelines with tool badges, coding rhythm heatmaps, and CSV/JSON exports—all in a bilingual dark/light UI with smooth animations. Among open source GitHub tools and open source unified remote options, its stdlib backend and vanilla JS frontend deliver instant setup and privacy mode for blurring sensitive prompts, hooking devs tired of fragmented tracking.

Who should use this?

Claude Code CLI power users on Pro/Max plans monitoring token spend across local and cloud servers. Teams optimizing cache efficiency or projecting costs before hitting limits. Developers needing session chains for `claude --resume` workflows or per-project breakdowns without vendor dashboards.

Verdict

Grab it if you're deep into Claude—MIT-licensed, bilingual docs, and feature-packed for 25 stars. 1.0% credibility score flags its newness (low tests/maintainer activity), so test on non-prod data first; solid foundation for open source unified endpoint management in AI workflows.

(198 words)

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