ePH-MAPF provides an efficient pipeline for computing collision-free paths for dozens to hundreds of agents on grid-based maps. It uses prioritized heuristics, incremental search techniques, and customizable cost metrics (Manhattan, Euclidean) to balance speed and solution quality. Users can select between different heuristic functions, integrate the library into Python-based robotics systems, and benchmark performance on standard MAPF scenarios. The codebase is modular and well-documented, enabling researchers and developers to extend it for dynamic obstacles or specialized environments.

QueryCraft is a Python-based prompt engineering toolkit designed to streamline the development of AI agents. It enables users to define structured prompts through a modular pipeline, connect seamlessly to multiple LLM APIs, and conduct automated evaluations against custom metrics. With built-in logging of token usage and costs, developers can measure performance, compare prompt variations, and identify inefficiencies. QueryCraft also includes debugging tools to inspect model outputs, visualize workflow steps, and benchmark across different models. Its CLI and SDK interfaces allow integration into CI/CD pipelines, supporting rapid iteration and collaboration. By providing a comprehensive environment for prompt design, testing, and optimization, QueryCraft helps teams deliver more accurate, efficient, and cost-effective AI agent solutions.

The Quiz Generator AI provides a user-friendly platform for creating customizable quizzes tailored to specific topics or learning objectives. Users can select various question types, add multimedia elements, and define scoring systems. The platform supports analytics to track participant progress and responses, making it ideal for educators, trainers, or businesses looking to assess knowledge and skills efficiently.

Quizzio is a platform that enables users to transform their study material into personalized quizzes. By allowing the upload of notes, articles, or images, Quizzio generates customized quizzes tailored to the user's study content. The platform also provides AI-based feedback on performance, highlighting areas that need improvement and reinforcing key concepts. It supports various formats, including plain text, PDFs, and images, making it versatile for different study materials. Users can export quizzes to PDF for offline study and enjoy efficient, personalized learning.

Team of AI Agents provides a modular architecture to build and deploy multi-agent systems. Each agent operates with distinct roles, utilizing a global memory store and local contexts for knowledge retention. The framework supports asynchronous messaging, tool usage via adapters, and dynamic task reassignment based on agent outcomes. Developers configure agents through YAML or Python scripts, enabling topic specialization, goal hierarchy, and priority handling. It includes built-in metrics for performance evaluation and debugging, facilitating rapid iteration. With extensible plugin architecture, users can integrate custom NLP models, databases, or external APIs. Team of AI Agents accelerates complex workflows by leveraging collective intelligence of specialized agents, making it ideal for research, automation, and simulation environments.

Charma is a performance management platform that supports modern workplaces by structuring one-to-one meetings, continuous feedback, and goal setting. It fosters effective communication between managers and their direct reports, provides tools for better feedback, and helps in setting and tracking goals, all aimed at boosting productivity.

CoGrader is an AI-driven platform that assists educators in grading written assignments more efficiently and accurately. By leveraging advanced AI technology, CoGrader provides detailed feedback, reduces grading time, and ensures consistent and unbiased assessments. It supports multiple languages and integrates with popular learning management systems like Google Classroom, Canvas, and Schoology, making it a versatile tool for diverse educational environments. CoGrader's ability to customize rubrics and align with state standards further enhances its utility in promoting students' writing skills and academic growth.

LingoLeap is an innovative, AI-powered TOEFL preparation tool that provides students with the resources they need to excel in their exams. With access to over 1,000 practice questions, real-time feedback, and personalized recommendations, LingoLeap helps users build confidence and sharpen their skills. The platform's AI evaluates writing and speaking performances, providing detailed insights and tailored guidance to ensure effective learning and improved scores.

Pandorabots is a powerful chatbot development platform that allows users to build and deploy sophisticated AI chatbots. The platform provides tools for creating conversational agents capable of handling customer queries, engaging users in real-time, and integrating seamlessly with various applications. Users can customize their bots using a range of programming options and access analytic tools for performance evaluation, making it ideal for businesses looking to improve customer engagement and streamline support.