AI tool comparison
CodeBurn vs free-claude-code
Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.
Developer Tools
CodeBurn
Token cost analytics and waste finder for AI coding tools
75%
Panel ship
—
Community
Paid
Entry
CodeBurn is an open-source terminal dashboard that tracks and analyzes your token spend across Claude Code, OpenAI Codex, Cursor, OpenCode, and GitHub Copilot. It classifies coding sessions into 13 activity types — architecture, debugging, refactoring, code review, and more — and shows you exactly where your tokens are going. The standout feature is the optimizer: CodeBurn identifies wasteful patterns in your workflow — like repeatedly re-reading the same files, bloated context files, or MCP servers that are loaded but never used — and suggests concrete changes with estimated savings. It also tracks one-shot success rates per task type, helping you understand where AI is genuinely saving time vs. where you're fighting the tool. A macOS menu bar widget shows live token spend as you work, with a daily budget alert. Built by indie developer AgentSeal and shared as a Show HN, it picked up 80 upvotes and significant interest from developers who didn't realize how much they were spending on context re-reads alone. Open source under MIT license.
Developer Tools
free-claude-code
Route Claude Code traffic to DeepSeek, OpenRouter, or local models
50%
Panel ship
—
Community
Free
Entry
free-claude-code is a lightweight proxy that intercepts Claude Code's Anthropic Messages API calls and reroutes them to six alternative backends: NVIDIA NIM, OpenRouter, DeepSeek, LM Studio, llama.cpp, and Ollama. From Claude Code's perspective nothing changes — the UX, tool calls, streaming, and reasoning blocks all work identically. Under the hood, you're spending almost nothing. The project supports per-model routing, so you can send Opus traffic to OpenRouter while Haiku goes to a local Ollama instance. It handles the full protocol stack: streaming completions, multi-turn tool use, thinking block pass-through, and request optimization for local hardware. An optional Discord or Telegram bot wrapper lets you trigger remote coding sessions from your phone. With 17K+ GitHub stars and still climbing, this is clearly scratching a real itch. The Anthropic gating of Claude Code behind Pro subscriptions created exactly the market condition this project was built for. Whether it stays ahead of API changes is the open question — but right now it's the fastest path to a near-free Claude Code experience.
Reviewer scorecard
“I ran this on a week of Claude Code sessions and immediately found I was spending 30% of my tokens re-reading the same five config files. The menu bar widget is the killer feature — seeing the cost counter tick up while you work changes your behavior instantly. Instant install for anyone serious about AI coding.”
“This is exactly what the indie dev community needed after Anthropic tightened Pro limits. The per-model routing is clever — I can push heavy reasoning to DeepSeek and let fast autocomplete hit a local 8B model. Setup took about 15 minutes.”
“The 13 activity categories feel arbitrary and require calibration. More importantly, this is fundamentally a symptom-treating tool — the real fix is better context management built into the AI tools themselves. And if you're on a flat-rate API plan, cost tracking is largely irrelevant.”
“This is a proxy built around undocumented client behavior — any Claude Code update could break it silently. Running your codebase through third-party provider APIs also introduces real IP and data risk. For solo projects it's probably fine; for anything professional, think twice.”
“Observability for AI token usage is an entire category about to explode. As agentic workflows scale from individual developers to teams and enterprises, understanding where tokens go becomes as important as understanding where CPU cycles go. CodeBurn is early but directionally correct.”
“The fact that 17K people starred this in days is a signal: developers want Claude Code's UX without the lock-in. This kind of proxy layer is how model pluralism actually happens in practice — not through official integrations but through community shims.”
“Even for non-coding creative work — writing, research, brainstorming — understanding which prompting patterns are wasteful vs. effective is valuable. The one-shot success rate tracking by task type is a genuinely novel idea I haven't seen anywhere else.”
“If you're not deep in CLI-land, the setup friction is real. But for technical creators who've been priced out of Claude Code Pro, this is a legitimate workaround while the pricing landscape settles.”
Weekly AI Tool Verdicts
Get the next comparison in your inbox
New AI tools ship daily. We compare them before you waste an afternoon.