
CCgather is a free, open-source Claude Code leaderboard designed for AI-first developers who want to track, compare, and celebrate their AI coding journey. Created as a solo side project by a non-developer from South Korea, it fills a critical gap for anyone using Claude Code heavily. The core value lies in turning ephemeral token usage into a permanent, gamified record that shows where you stand globally. By automatically syncing your Claude Code sessions, CCgather preserves data that would otherwise vanish when sessions expire. It serves developers, hobbyists, and curious tinkerers alike, offering a community-driven platform that rewards exploration over raw skill. With its global rankings and progression system, CCgather makes the invisible visible—your daily tokens become a story of growth and competition.
The central pain point CCgather solves is the inherent ephemerality of Claude Code sessions. When a Claude Code session ends, its token count, cost, and conversation history are lost unless manually saved. For heavy users who run hundreds of sessions, this means losing a wealth of insight into their actual AI usage patterns. Developers often wonder: How many tokens did I burn through last week? What did that intense debugging session cost? CCgather eliminates this blindness by automatically logging every session via a simple CLI command. The leaderboard preserves not just numbers but context—tokens, costs, sessions count, and a heatmap of activity. This matters because AI coding is becoming central to workflows, and without tracking, users cannot optimize their usage or budget efficiently.
The first major feature group is the global leaderboard with country-based filtering. CCgather displays rankings for all users combined and per country, with filters for 7-day or 30-day periods. Each user profile shows their rank, level, total cost, and tokens consumed. The leaderboard updates in real time as new sessions are synced. This feature works by collecting usage data from the CLI tool that runs alongside Claude Code. Why it is useful: Developers can see who is the top user in their country, compare their own token consumption against peers, and identify outliers. It transforms solitary AI coding into a shared, competitive experience. The country filter is particularly valuable for regional communities or events, fostering local leaderboards that recognize top talent.
The second major feature group is the progression system with 10 levels and 27 badges. Progression moves from Rookie to Immortal, with each level tied to cumulative token ranges. For example, a Legend level (Lv.7) corresponds to 10B–30B tokens. Badges are earned for milestones like first session, high daily usage, or sustained streaks. This gamification works by tracking total tokens, sessions, and days active. Why it is useful: It provides a sense of achievement beyond raw numbers, encouraging consistent use and exploration. Users can see their current level and the next target (e.g., “Legend → Mythic”). The badge system adds variety—collecting them becomes a mini-game. This feature deepens engagement, making the leaderboard not just a stat sheet but an evolving journey that rewards dedication.
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The third feature group includes the 3D globe visualization and GitHub-style activity heatmap, plus AI-powered translation for community posts. The 3D globe plots user activity geographically, showing where top users are located. The heatmap displays daily token usage over time, similar to GitHub's contribution graph. These visual tools help users quickly grasp usage trends and global distribution. Additionally, CCgather offers a multilingual community feature where posts are auto-translated via AI, breaking language barriers. This is especially useful given the global user base across 40+ countries. The heatmap helps identify peak usage days, while the globe provides a macro view of the AI coding world. Together, they turn data into an interactive, shareable experience that makes stats tangible.
The overall workflow of CCgather is designed for simplicity in three steps: sign in via quick OAuth, install the CLI with a single command (`npx ccgather`), and auto-sync begins automatically. The CLI runs alongside Claude Code, capturing token usage and session metadata without manual intervention. The data is sent to CCgather’s servers where it is processed and displayed on the dashboard. Users can view their own stats and the global leaderboard from any device thanks to the PWA (Progressive Web App) support. Push notifications keep users updated on new achievements or ranking changes. The entire system is built on an open-source codebase (Apache 2.0), ensuring transparency and community contributions. This approach lowers the barrier to entry—no complex setup, just a CLI command and immediate access to a rich analytics environment.
Concrete use cases for CCgather include a developer who wants to see if their 500K tokens per day is above average globally; they can filter the leaderboard by country and compare. Another scenario: a team running a Claude Code hackathon uses CCgather to track participant engagement and award badges for top token users. A solo developer who fears losing session history installs CCgather to preserve their entire coding journey. The activity heatmap helps a freelancer optimize work hours by revealing peak productivity days. Community managers use the AI translation feature to share tips across language groups. The outcome across these scenarios is data-driven insight: users know exactly how much they use Claude Code, where they rank, and what patterns emerge. This transforms a ephemeral tool into a long-term companion for growth and competition.
CCgather targets a broad audience but is specifically built for developers who actively use Claude Code—whether professionals, students, or hobbyists. It also appeals to non-developers who rely on Claude Code for automated tasks or creative projects. The tech stack is web-based (PWA), with a CLI available via npm. It is completely free to use, with no paid tiers mentioned. Its open-source nature under Apache 2.0 invites contributions and custom extensions. The product is ideal for AI coding enthusiasts who want to gamify their workflow, track costs for budgeting, or simply connect with a global community of like-minded users. In summary, CCgather provides a unique, community-driven leaderboard that elevates Claude Code from a transient assistant to a tracked, celebrated journey with measurable growth and friendly competition worldwide.
CCgather is built for developers, students, and hobbyists who actively use Claude Code for AI-assisted coding. It appeals to individuals who want to track their token consumption, costs, and sessions over time, as well as those seeking a global competitive community. Productivity enthusiasts, open-source contributors, and AI coding tool adopters will find value in the gamified progression and country-based rankings. The platform also suits non-developers who use Claude Code for automation or creative tasks and need a simple way to monitor usage. Community managers and event organizers can leverage the leaderboard and translation features to engage multilingual audiences. Overall, anyone invested in understanding and celebrating their AI coding journey will benefit from CCgather's free, open-source analytics and social features.
Updated 2026-02-28