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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies
| Date | Stars |
|---|---|
| 2026-07-31 | 74046 |
| 2026-08-01 | 74046 |
| 2026-08-02 | 74377 |
| 2026-08-06 | 74377 |
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<p align="center"> <img src="https://avatars.githubusercontent.com/u/258253854?v=4" alt="RTK - Rust Token Killer" width="500"> </p> <p align="center"> <strong>High-performance CLI proxy that cuts up to 90% of the bash output your agent reads</strong> </p> <p align="center"> <a href="https://github.com/rtk-ai/rtk/actions"><img src="https://github.com/rtk-ai/rtk/workflows/Security%20Check/badge.svg" alt="CI"></a> <a href="https://github.com/rtk-ai/rtk/releases"><img src="https://img.shields.io/github/v/release/rtk-ai/rtk" alt="Release"></a> <a href="https://opensource.org/licenses/Apache-2.0"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" alt="License: Apache 2.0"></a> <a href="https://discord.gg/RySmvNF5kF"><img src="https://img.shields.io/discord/1470188214710046894?label=Discord&logo=discord" alt="Discord"></a> <a href="https://formulae.brew.sh/formula/rtk"><img src="https://img.shields.io/homebrew/v/rtk" alt="Homebrew"></a> </p> <p align="center"> <a href="https://www.rtk-ai.app">Website</a> • <a href="#installation">Install</a> • <a href="https://www.rtk-ai.app/guide/troubleshooting">Troubleshooting</a> • <a href="docs/contributing/ARCHITECTURE.md">Architecture</a> • <a href="https://discord.gg/RySmvNF5kF">Discord</a> </p> <p align="center"> <a href="README.md">English</a> • <a href="README_fr.md">Francais</a> • <a href="README_zh.md">中文</a> • <a href="README_ja.md">日本語</a> • <a href="README_ko.md">한국어</a> • <a href="README_es.md">Espanol</a> • <a href="README_pt.md">Português</a> </p> --- rtk filters and compresses command outputs before they reach your LLM context. Single Rust binary, 100+ supported commands, <10ms overhead. ## What RTK Does RTK intercepts shell commands and compresses their output before your agent reads it. | Operation | What RTK does to the output | |-----------|-----------------------------| | `ls` / `tree` | Tree format with file counts instead of one line per entry | | `cat` / `read` | Smart file reading: signatures and structure over full bodies | | `grep` / `rg` | Truncates long lines, groups matches by file | | `git status` | Compact stat format, grouped by state | | `git diff` | Reduced context, headers stripped | | `git log` | Hash, author and subject only | | `git add/commit/push` | Confirmation line instead of full progress output | | `cargo test` / `npm test` | Failures only, passing tests collapsed to a count | | `ruff check` | Grouped by rule and file | | `pytest` | Failures only, traceback trimmed | | `go test` | NDJSON parsed, failures only | | `docker ps` | Essential fields only | ## How Savings Work RTK cuts **up to 90% of the bash output** your agent reads. That is what RTK measures, and it is not the same as cutting your bill by 90%. Bash output is **one contributor to input tokens**, alongside your prompt, the system prompt and conversation history. Input tokens are in turn **only part of the bill**, which also counts output tokens. The reduction dilutes at every step. The token counts RTK reports are estimated as `bytes / 4` — RTK ships no tokenizer, so the **percentages are reliable but the absolute token numbers are approximate**. > Full explanation: [How RTK Savings Work](docs/guide/resources/savings-explained.md) ## Installation ### Homebrew (recommended) ```bash brew install rtk ``` ### Quick Install (Linux/macOS) ```bash curl -fsSL https://raw.githubusercontent.com/rtk-ai/rtk/refs/heads/master/install.sh | sh ``` > Installs to `~/.local/bin`. Add to PATH if needed: > ```bash > echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.bashrc # or ~/.zshrc > ``` ### Cargo ```bash cargo install --git https://github.com/rtk-ai/rtk ``` ### Pre-built Binaries Download from [releases](https://github.com/rtk-ai/rtk/releases): - macOS: `rtk-x86_64-apple-darwin.tar.gz` / `rtk-aarch64-apple-darwin.tar.gz` - Linux: `rtk-x86_64-unknown-linux-musl.tar.gz` / `rtk-aar
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:842f85541f16ca65, topic:ai-coding, topic:developer-tools
matched fp:842f85541f16ca65, topic:llm