StyleSafe Rich Text Sanitizer
A configurable rich text sanitizer, inspired by DOMPurify, that allows precise control over allowed HTML tags and styles. It specifically addresses the need to restrict styles to a defined whitelist (e.g., 'text-align'), improving security and ensuring consistent design across applications.
PayloadCMS Tree Updater
A tool tailored for PayloadCMS users managing tree-structured data in MongoDB. This allows for batch updating of node statuses across the entire tree structure (e.g., marking all descendants as irrelevant if a parent is marked irrelevant) with optimized query performance.
Sikkim Game Login Auditor
A debugging and auditing tool specifically designed to help developers diagnose and fix login issues in game applications, like the Sikkim Game application mentioned, by providing detailed logging, credential validation checks, and API request analysis, directly addressing common troubleshooting problems during authentication.
DemocracyGuard AI
A software platform that analyzes online content (text, images, video) to detect and flag potential disinformation campaigns and election interference activities, using AI to identify patterns and anomalies indicative of malicious influence. It would prioritize transparency and allow human review of flagged content.
AI Slop Detector
A tool leveraging the 'AI Slop' concept which detects and identifies low-quality, nonsensical or repetitive text generated by AI language models, inspired by the Macquarie Dictionary’s word of the year.
GeoTIFF Layer Manager for React-Leaflet
A component that efficiently manages and renders multiple GeoTIFF layers within React-Leaflet maps, optimizing performance by dynamically loading and unloading layers based on metric selection, and addressing the issues noted on Stack Overflow.
React Select Component Optimizer
A library that addresses the 'jumping selection' problem found in React select components when dealing with asynchronous server requests after selection, providing a more seamless and predictable user experience, directly addressing Stack Overflow issue.
AI Vulnerability Scanner
A SAST (Static Application Security Testing) tool integrated into a DevOps pipeline, automatically detecting vulnerabilities in code during development, inspired by Endor Labs. Provides automated reports and remediation suggestions.
Mumbai Air Quality Dashboard
A hyperlocal air quality monitoring and reporting dashboard focused on communities like Mahul, Mumbai, which are disproportionately impacted by industrial pollution. Integrates sensor data with health data and provides actionable insights for residents and activists. Could pivot to broader industrial pollution tracking and regulation.
CleanTrip AI
An AI-powered tool that assists individuals exploring non-traditional/psychedelic experiences. Provides guidance, monitors for potential adverse reactions (based on research), and offers therapeutic support using chatbots, promoting safer and more controlled journeys.
Pile-On Prevention System (PPS)
A browser extension and API that identifies and mitigates online pile-ons and harassment on social media platforms. Analyzes comment streams in real-time, flags potentially abusive behavior, and suggests interventions (e.g., rate limiting responses, hiding comments, providing resources for victims).
AI Job Transition Navigator
A platform that proactively identifies UK workers at high risk of job displacement due to AI & automation (based on NFER research), provides personalized training recommendations, and connects them with relevant reskilling programs and job opportunities. Focuses on proactive guidance rather than reactive unemployment assistance.
Genesis AI Hardware Monitor
A cloud-based monitoring tool designed to track the performance and resource usage of AI hardware deployments. It visualizes data, identifies bottlenecks, and provides insights to optimize AI workloads, especially targeting users of the Genesis Mission infrastructure.
Dreame R20 Deals Alert
A real-time price tracking and alert system focusing on popular consumer electronics like vacuums. Users can set up alerts for specific products at desired price points, using web scraping and API integrations to monitor retailers.
PFAS Tracker
A data aggregation and visualization platform that tracks PFAS ('forever chemicals') levels in food and water sources, incorporating EPA data and news reports. Allows users to search locations and view historical trends and potential health risks.