A web extension for identifying dark pattern on websites powered by Fine Tuned BERT Model for classificaiton on dark pattern custom dataset,
Umbrella for the LLM Dark Patterns Hooks suite — single-purpose Claude Code Stop hooks that suppress sycophancy, paternalism, false-success, permission-loops, training-cutoff confidence at the textual boundary.
POC: marketing claim + dark-pattern audit for commercial web pages. CLI + local web UI that fetches a page, extracts claims, classifies their verifiability, and flags dark patterns.
AI-powered dark pattern detector that analyses any website using Llama 3 + LLaVA vision model locally via Ollama — no API key required
🔍 Browser extension for revealing deceptive web design patterns
Pi-hole compatible blocklists for websites using non-compliant GDPR practices, cookie paywalls, and manipulative interface designs.
A quantitative Python auditing tool that analyzes UI dark patterns and cognitive biases in digital interfaces using statistical models like Chi-Square and Association Rules.
Spot the tricks websites use to manipulate you. Dark pattern scorecard for Chrome.
wearehere is a browser extension that shows you who's watching you on every site you visit — and quietly cleans up after them. It lives in your toolbar. One click opens the popup for the page you're on. From there you can open the full dashboard.
UX audit skills for Claude Code and Cowork. Nielsen heuristics, Laws of UX, Dark Patterns. Compliance-aware (DSA, AI Act, GDPR).
CI/CD linter that catches legally risky dark patterns in front-end code. Blocks deceptive UI before it ships.
Claude Code Stop hook that blocks fabricated-looking percentages, dollar amounts, and large counts without a source citation. jq-only dep.
An AI-powered Chrome extension that detects and highlights manipulative dark patterns on websites in real-time
LLM-hybrid dark pattern detector: Chrome extension + Flask backend with Anthropic Claude, SQLAlchemy persistence, and temporal fraud analysis
Portable Toss UX writing and dark-pattern prevention skill for Codex, Claude Code, and OpenCode
Deterministic conscience layer for AI-generated content
A privacy-first Android app that detects manipulative design patterns in screenshots using on-device AI (Gemini Nano), with zero data leaving your device.
Human dignity, first. An open charter against dark patterns.
Free behavioral science tools, research-backed product teardowns, and ethical design benchmarks
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