RTK (Rust Token Killer)
RTK is a token-optimized command wrapper that dramatically reduces token usage when running development commands in Claude Code. It provides intelligent filtering and compaction for common development workflows.
Golden Rule
Always prefix commands with rtk. If RTK has a dedicated filter, it uses it. If not, it passes through unchanged. RTK is always safe to use.
Important: Even in command chains with &&, use rtk:
# Wrong
git add . && git commit -m "msg" && git push
# Correct
rtk git add . && rtk git commit -m "msg" && rtk git push
Build & Compile Commands (80-90% savings)
rtk cargo build # Cargo build output
rtk cargo check # Cargo check output
rtk cargo clippy # Clippy warnings grouped by file (80%)
rtk tsc # TypeScript errors grouped by file/code (83%)
rtk lint # ESLint/Biome violations grouped (84%)
rtk prettier --check # Files needing format only (70%)
rtk next build # Next.js build with route metrics (87%)
Test Commands (90-99% savings)
rtk cargo test # Cargo test failures only (90%)
rtk vitest run # Vitest failures only (99.5%)
rtk playwright test # Playwright failures only (94%)
rtk test <cmd> # Generic test wrapper - failures only
Git Commands (59-80% savings)
rtk git status # Compact status
rtk git log # Compact log (works with all git flags)
rtk git diff # Compact diff (80%)
rtk git show # Compact show (80%)
rtk git add # Ultra-compact confirmations (59%)
rtk git commit # Ultra-compact confirmations (59%)
rtk git push # Ultra-compact confirmations
rtk git pull # Ultra-compact confirmations
rtk git branch # Compact branch list
rtk git fetch # Compact fetch
rtk git stash # Compact stash
rtk git worktree # Compact worktree
Note: Git passthrough works for ALL subcommands, even those not explicitly listed.
GitHub CLI Commands (26-87% savings)
rtk gh pr view <num> # Compact PR view (87%)
rtk gh pr checks # Compact PR checks (79%)
rtk gh run list # Compact workflow runs (82%)
rtk gh issue list # Compact issue list (80%)
rtk gh api # Compact API responses (26%)
JavaScript/TypeScript Tooling (70-90% savings)
rtk pnpm list # Compact dependency tree (70%)
rtk pnpm outdated # Compact outdated packages (80%)
rtk pnpm install # Compact install output (90%)
rtk npm run <script> # Compact npm script output
rtk npx <cmd> # Compact npx command output
rtk prisma # Prisma without ASCII art (88%)
Files & Search Commands (60-75% savings)
rtk ls <path> # Tree format, compact (65%)
rtk read <file> # Code reading with filtering (60%)
rtk grep <pattern> # Search grouped by file (75%)
rtk find <pattern> # Find grouped by directory (70%)
Analysis & Debug Commands (70-90% savings)
rtk err <cmd> # Filter errors only from any command
rtk log <file> # Deduplicated logs with counts
rtk json <file> # JSON structure without values
rtk deps # Dependency overview
rtk env # Environment variables compact
rtk summary <cmd> # Smart summary of command output
rtk diff # Ultra-compact diffs
Infrastructure Commands (85% savings)
rtk docker ps # Compact container list
rtk docker images # Compact image list
rtk docker logs <c> # Deduplicated logs
rtk kubectl get # Compact resource list
rtk kubectl logs # Deduplicated pod logs
Network Commands (65-70% savings)
rtk curl <url> # Compact HTTP responses (70%)
rtk wget <url> # Compact download output (65%)
Meta Commands
rtk gain # View token savings statistics
rtk gain --history # View command history with savings
rtk discover # Analyze Claude Code sessions for missed RTK usage
rtk proxy <cmd> # Run command without filtering (for debugging)
rtk init # Add RTK instructions to CLAUDE.md
rtk init --global # Add RTK to ~/.claude/CLAUDE.md
Token Savings Reference
| Category | Commands | Typical Savings |
|---|---|---|
| Tests | vitest, playwright, cargo test | 90-99% |
| Build | next, tsc, lint, prettier | 70-87% |
| Git | status, log, diff, add, commit | 59-80% |
| GitHub | gh pr, gh run, gh issue | 26-87% |
| Package Managers | pnpm, npm, npx | 70-90% |
| Files | ls, read, grep, find | 60-75% |
| Infrastructure | docker, kubectl | 85% |
| Network | curl, wget | 65-70% |
Overall average: 60-90% token reduction on common development operations.
Installation
RTK is available at: https://github.com/rtk-ai/rtk
Follow the installation instructions in the repository to set up RTK in your environment.
Best Practices
- Always use
rtkprefix: Even for commands not explicitly listed, RTK will pass them through safely - Chain commands correctly: Use
rtkbefore each command in a chain:rtk cmd1 && rtk cmd2 - Use
rtk proxyfor debugging: When you need to see full unfiltered output - Run
rtk discover: Periodically check for missed RTK optimization opportunities - Check
rtk gain: Monitor your token savings over time