ModelFuzz vs Trace

ModelFuzz secures LLM agents against prompt injection. Scan for vulnerabilities, then block unsafe tool calls at the execution layer with one decorator.

A macOS menu-bar app that turns any conversation into a clean markdown transcript, with an optional on-device summary. Runs a local speech model entirely on your Mac, in...

About ModelFuzz

ModelFuzz secures LLM agents against prompt injection. Scan for vulnerabilities, then block unsafe tool calls at the execution layer with one decorator. Prompt injection turns your agent's own tools against you. A single poisoned document, email, or web page can hijack an LLM through indirect prompt injection, compromising LLM agent security at the source. Every argument is checked against your policies before the function runs, a violation raises before damage is done.

About Trace

A macOS menu-bar app that turns any conversation into a clean markdown transcript, with an optional on-device summary. Runs a local speech model entirely on your Mac, in dozens of languages. The moment is pinned to your transcript at the exact timestamp. Trace provides you with clear markdown transcripts and summaries that you can use anywhere. Either copy the markdown from Trace directly or have it place the file anywhere in your filesystem. Trace can also send files directly to Obsidian, Bear, Drafts or Things with a button press.