patrick4urcloud
patrick4urcloud on Hacker News
I built something in the same space but took a different approach — less fun, more engineering: Vox (https://github.com/rtk-ai/vox) — local TTS in pure Rust, no API key, no cloud dependency.
So I built RTK. It wraps commands and strips the junk before it reaches your context: rtk git status # instead of git status rtk find "*.rs" . # compact results rtk ls . # token-optimized tree rtk cargo test # just the test results
My rtk gain -q after 15 days of real usage: Total commands: 7,061 Input tokens: 29.3M Output tokens: 4.8M Tokens saved: 24.6M (83.7%)
Biggest surprise was rtk find — directory listings are insanely wasteful. Run rtk discover on your Claude Code session history to see how many tokens you've been wasting — that's what convinced me to actually build this. Rust, MIT licensed. Happy to hear what commands are the worst token offenders for you.
An open-source multi-cloud governance framework powered by a YAML rule engine. We just reached a milestone by adding Database (DB) support.
The goal is to allow developers to audit configuration and compliance directly within DB instances, alongside standard cloud resources (AWS, GCP, Azure, K8s). We’re focusing on keeping the YAML rules as agnostic as possible so the same logic can apply across different environments without rewriting everything. rtk (https://github.com/rtk-ai/rtk)
This is a "scratching my own itch" project born from using Claude-code. While vibe coding, I got frustrated watching the agent spam ls -al or cat repeatedly just to "orient" itself.
It creates two main issues:
The Token Tax: It burns through tokens for info the agent already has.
Context Pollution: The context window fills up with redundant noise.
rtk acts as a CLI wrapper/filter to make LLM interactions more signal-to-noise efficient. It silences or summarizes redundant outputs so the agent only receives the necessary "delta." It’s a simple attempt to keep the context clean and make sessions last longer before the agent loses the plot.Show HN: RTK – Simple CLI to reduce token usage in your LLM prompts
Hi,I developed and use an IA tool to save $$$ . https://github.com/pszymkowiak/rtkSave your token on any IA code solution: rtk gain from a session: RTK Token Savings ════════════════════════════════════════ Total commands: 650 Input tokens: 3.9M Output tokens: 204.4K Tokens saved: 3.7M (96.2%) By Command: ──────────────────────────────────────── Command ...
Total commands: 41 Input tokens: 6.8K Output tokens: 1.8K Tokens saved: 6.0K (88.2%)
Command Count Saved Avg% rtk git status 11 2.8K 81.2% rtk grep 3 1.5K 31.9% rtk git push 22 1.3K 92.0% rtk ls 5 431 47.1%
Show HN: RTK – Simple CLI to reduce token usage in your LLM prompts
https://github.com/pszymkowiak/rtk
I built this small tool for my own use to reduce the number of tokens I send to LLMs (Claude Code, etc.). It’s just a simple utility to filter command outputs before they hit the context.Here is what I’m getting with it so far:rtk gainTotal commands: 41 Input tokens: 6.8K Output tokens: 1.8K Tokens saved: 6.0K (88.2%)By Command: ──────────────────────────────────────── Command ...
Show HN: Kexa.io – Open-Source IT Security (Now Premium UI and AI)
Hi HN,After building kexa.io, the open-source solution to scan your clouds for misconfigurations, we’re excited to announce the premium version, powered by AI for remediation assistance.When we first launched Kexa, our goal was to give developers and security teams a simple, unified, and Infrastructure-as-Code native tool to automate compliance and security checks across AWS, GCP, Azure, and...