ModelFuzz vs UIPrompt

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

A visual component editor that turns your design into spec-grade prompts for Claude Code, Cursor, and v0. Design buttons, badges, checkboxes, and inputs, then get...

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 UIPrompt

A visual component editor that turns your design into spec-grade prompts for Claude Code, Cursor, and v0. Design buttons, badges, checkboxes, and inputs, then get pixel-perfect AI output. UIPrompt is a visual component editor that writes spec-grade prompts with exact values, state diffs, theme-aware tokens, and accessibility rules. You are implementing a UI component in this codebase. Where Tailwind has no utility for an exact value, use arbitrary values (e.g. Do not substitute your own design taste, do not round values, and do not add visual features the spec does not mention.