Proxy and filter command output to reduce LLM token consumption.
npx skills add https://github.com/oornnery/skills --skill rtk-oornnery
Please help me install this Agent Skill. Skill: rtk Source: https://github.com/oornnery/skills/tree/main/skills/rtk Command: npx skills add https://github.com/oornnery/skills --skill rtk-oornnery
RTK acts as a fast, self-contained CLI proxy that reduces LLM token consumption by intercepting command output and returning only what's essential for the agent context window. This keeps logs compact and preserves exit codes for CI/CD, while offering a fail-safe fallback to raw output if filtering misbehaves.
Use Case: In a large development workflow, RTK minimizes token usage while keeping commands auditable and compatible with automated pipelines.
Install RTK with your preferred method and run rtk init -g to enable global command rewriting.
High-intent search queries and answers about installing and using this skill.
Reduce LLM token consumption by intercepting shell command outputs with a CLI proxy that filters results to return only essential context. This keeps logs compact and preserves exit codes for CI/CD compatibility.
The best way to minimize token usage is using a self-contained Rust binary CLI proxy. It intercepts shell commands, Git operations, test runners, linters, and build tools, returning only essential output for the agent context window.
Filtering command output for token savings does not break CI/CD pipelines because the proxy preserves original exit codes. It also includes a fail-safe fallback to raw output if the filtering mechanism misbehaves.
Yes, you can filter Git operations and test runner outputs without noticeable latency. The self-contained Rust binary adds sub-10ms overhead per command and has zero runtime dependencies, ensuring fast execution.
To set up global command rewriting, install the CLI proxy binary and run the initialization command with the global flag. This enables automatic interception and filtering of shell commands across your development environment.
When a CLI proxy filter breaks during a build tool operation, the tool automatically falls back to returning the raw output. This fail-safe mechanism ensures you never lose command results or auditability.
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