Coding & Development

CUStats is a native macOS menu bar application designed to help developers and technical users track their Claude and OpenAI Codex usage limits in real time. It provides a live dashboard, session history, and trend charts, along with countdown timers for usage limits. The app supports multi-account setups, allowing users to monitor up to 10 different accounts. Emphasizing privacy, CUStats encrypts user credentials locally on the Mac using AES-GCM encryption and collects zero telemetry or analytics. A one-time purchase model ensures no subscriptions or hidden fees, and a mobile companion app, CUStats Go, is planned for iOS and Android with widgets and smart notifications.

UI Critic by Usercall offers an AI-powered solution for rapid, synthetic design feedback. Users can upload 1-3 screenshots of their product, design, or mockups to receive annotated critiques. The tool leverages AI to simulate user behavior and identify underlying assumptions made by the design, pinpointing potential risks and areas for improvement. This process helps designers and product teams gain valuable insights quickly, streamlining the user research phase and enabling faster iteration on UI/UX designs. It's an efficient way to get critical feedback without the need for extensive live user testing.

The agent-service-toolkit is a comprehensive solution for developing and deploying AI agent services, built upon LangGraph, FastAPI, and Streamlit. It includes a customizable LangGraph agent, a FastAPI service for serving agents with streaming and non-streaming endpoints, and a user-friendly Streamlit app for chat interaction, including voice input and output. The toolkit supports multiple agents, asynchronous design for efficient request handling, and content moderation via Safeguard. It also features a basic RAG agent implementation with ChromaDB, a star-based feedback system integrated with LangSmith, and robust Docker support for easy development and deployment. This project serves as a template for building and running custom agents, providing a full, robust toolkit for LangGraph-based projects.

:Probabl, also known as The Scikit-learn Company, offers enterprise machine learning solutions with official scikit-learn support and certification. Their flagship product, Skore, is a data science collaboration platform designed to help teams move faster, scale confidently, and ensure AI delivers impact by enforcing consistent standards and preserving institutional knowledge. Additionally, Probabl provides Skolar, an official training and certification label for scikit-learn, aimed at safely upskilling data science teams and eliminating skill disparities. They also offer Forward Deployed Engineering services to tackle critical ML projects with best practices and tools, ensuring fast delivery of results.

Actum Lab Capital Group is a software lab focused on web application development, IT consulting, and emerging technologies. They assist enterprise customers in their digital transformation journey by designing, prototyping, and delivering sophisticated applications and systems. Their expertise spans product visualization and customization software, automated interior project generators, and innovative Computer Vision applications. Actum Lab also specializes in AR/VR/Metaverse development, game development through Actum Games, 3D modeling, and AI/Machine Learning-powered applications. They emphasize bespoke IT solutions, in-house competences, and deep understanding of enterprise processes, ensuring high-quality and tailored software.

ChatBetter was a research preview tool that enabled users to explore the benefits of interacting with multiple Large Language Models (LLMs) at once. Over 30,000 participants used the platform to investigate whether this multi-model approach could yield more reliable and trustworthy outcomes. The project, now closed, focused on routing questions to the most suitable model, grounding responses in source data, and automatically combining outputs using AI agents. The insights gained from ChatBetter regarding multi-model orchestration, quality guardrails, and trustworthy AI output are now being applied to new projects by the Unsupervised team, including agentic data analysis and process automation tools.

Animal Detect is an AI-powered wildlife monitoring tool designed to simplify camera trap image analysis for wildlife teams. It allows users to upload images, filter out blanks using MegaDetector technology, and automatically classify animals with over 2000 labels, enhanced by SpeciesNet and proprietary Animal Detect technology. The platform offers features like annotation tools, secure cloud storage for all wildlife data, and interactive mapping for images with GPS tags. It aims to save researchers weeks of manual work, enabling them to focus on analysis rather than sorting. Animal Detect is accessible via a web browser, requires no technical skills, and adheres to GDPR data protection laws, ensuring data security and privacy. It supports various image formats and provides export options like CSV, COCO format, and pie-chart summaries.

CloudBase-MCP acts as a deployment bridge between AI IDEs and Tencent CloudBase, allowing developers to go from AI prompt to live application with ease. It addresses the gap between code generation by AI tools (like OpenClaw, Cursor, CodeBuddy) and the actual deployment, configuration, and hosting of applications. The tool eliminates the need for manual DevOps configurations, YAML files, and repetitive switching between IDEs and cloud consoles. Key features include AI-native code generation for CloudBase best practices, one-click deployment for various cloud resources (functions, databases, static sites), smart debugging with AI-powered log analysis and fix generation, and full-stack support for web, mini-programs, and backend services. It also offers knowledge retrieval from CloudBase and WeChat Mini-Program knowledge bases, and flexible workflows.

Riff, formerly known as Databutton, is an AI agent and application development platform designed to help businesses integrate AI into their operations. The platform allows teams to build AI agents and apps that automate deep work such as reconciliation, exceptions, and decision-making, particularly within ERP systems. Riff emphasizes rapid deployment, with agents going live in weeks, and provides IT governance features including security, approval workflows, maintenance, and lifecycle management. It supports use cases across order to cash, procurement, finance, and operations, enabling agents to read, write, and close the loop with real systems. The platform generates full-stack solutions in standard Python and FastAPI, ensuring audit-ready code and enterprise-grade security with SOC 2, ISO 27001, and GDPR-ready practices.

The agent-starter-pack offers a comprehensive solution for shipping AI Agents to Google Cloud quickly, providing production-ready templates with integrated CI/CD, evaluation, and observability. It allows developers to focus on agent logic while handling infrastructure, security, and monitoring. Key features include pre-built agent templates (ReAct, RAG, multi-agent, Live API), Vertex AI evaluation, an interactive playground, and production-ready infrastructure on Cloud Run or Agent Engine. The tool supports CI/CD automation with Google Cloud Build and GitHub Actions, data pipelines for RAG, and remote template creation. It also integrates with Gemini CLI for guidance and code examples, making it easier to develop, deploy, and operate agents.

Hack To The Rescue is a generative AI hackathon designed to foster social good by connecting tech companies with nonprofits. Participants form teams to develop AI solutions for pressing real-world challenges, with a focus on areas like mental health, democracy, crisis response, and education. The event is free and online, offering a platform for tech professionals to apply their skills to create significant social impact. Winning teams receive prizes, which are then donated to a charity of their choice. The hackathon emphasizes responsible AI principles, rapid prototyping, and delivering measurable outcomes for nonprofit-focused projects.

Mindbeam AI introduces Litespark, a language model framework designed to significantly speed up training and inference workloads for generative AI applications. It addresses the limitations of current AI infrastructure performance by utilizing advanced algorithms, making the production of larger models more cost-effective and enabling the implementation of advanced AI technologies. Litespark can reduce pre-training time from months to days, offering blazing fast performance with zero code changes and compatibility with industry-standard ML frameworks. This framework also provides substantial cost and energy savings, reducing the carbon footprint of large generative AI models.

AskCodi is an AI coding assistant designed to significantly enhance coding efficiency for developers. It offers a comprehensive suite of features including multi-model AI chat for interactive assistance, robust code generation capabilities, and intelligent code refactoring tools. The platform supports OpenAI-compatible API, allowing for flexible integration into existing development environments. With dedicated IDE integrations, AskCodi streamlines developer workflows, making it easier to build faster and more efficiently. It also provides custom agents, enabling tailored AI assistance for specific coding tasks and projects, catering to both seasoned developers and those new to coding.

Dialoqbase is an open-source application that simplifies the creation of custom chatbots. It enables users to build intelligent conversational agents by leveraging their own personalized knowledge base. The platform integrates advanced language models to generate accurate and context-aware responses, ensuring dynamic and relevant interactions. Dialoqbase utilizes PostgreSQL for efficient vector search operations and knowledge base storage, offering a robust backend. It supports various data loaders like websites, PDFs, and YouTube, and is compatible with a wide range of language and embedding models from providers like OpenAI, Anthropic, Google, and Ollama. The tool also offers integrations for web embed, Telegram, and Discord, making it versatile for different deployment needs.

Morpheus Labs offers an end-to-end, AI-powered low-code/no-code platform designed to accelerate both AI and Web3 development. It provides a fast and seamless way to build Web3 applications and automate workflows, making complex development accessible. Key products include the SEED Platform, Smart Contract Studio, and Web3 Workflow Studio, which cater to various solutions like Metaverse, GameFi, NFT-Enabled Solutions, and Digital Assets. The platform is trusted by global industry leaders and aims to bridge the gap between technical and non-technical users, reducing coding time and fostering innovation in Web3.

RobustCraft is a comprehensive software development company specializing in AI solutions, web, and mobile application development. They offer a full-cycle development approach, from initial concept and product discovery to launch, ensuring robust and scalable solutions. Key services include AI agent integration, enterprise application development, SaaS development, and legacy application modernization. RobustCraft also provides staff augmentation and dedicated teams, allowing businesses to access global talent, scale quickly, and fill skill gaps without the overhead of recruitment. Their expertise spans various industries, including e-commerce, healthcare, food delivery, and retail, delivering tailored solutions like custom e-commerce applications, secure healthcare apps, and AI-driven business optimizations.

Scaleout delivers sovereign AI infrastructure designed for machine learning that trains directly on edge devices such as drones, vehicles, and industrial fleets. The platform ensures raw data never leaves the device by utilizing federated learning, where only encrypted weight updates are shared. Key features include full model provenance, providing a complete audit trail with every version recorded, and fleet-wide observability for training metrics and hardware telemetry from every node. Scaleout offers ready-to-use modules for common edge AI workloads like perception, autonomy, and ASR, built with reference models and deployment templates. It supports use cases in tactical edge environments, autonomous transport, sovereign data requirements, and cross-jurisdictional federated intelligence.

QuCode is an integrated platform dedicated to advancing quantum technologies and empowering the next generation of quantum professionals. It provides comprehensive learning resources, including structured roadmaps for quantum algorithms, QML, QCNN, and cryptography. The platform also curates job and internship alerts in quantum research, PhDs, and industry roles, alongside career guidance and mentorship from experts. Users can learn quantum concepts through interactive games like Quantum Chess and Quantum Sudoku. QuCode is also developing AI-powered simulation tools like QuantumsCloud for live coding, debugging, and circuit visualization, aiming to make quantum computing accessible to learners and experts alike.

Suprabit is a Croatia-based digital products company with over 30 years of experience, specializing in IoT, AI, blockchain, cloud, and mobile app development. They design, develop, and deploy innovative products that drive growth for businesses across multiple sectors. Suprabit works closely with clients to understand their needs and craft solutions to real-world challenges, including AI-driven personalized conversations with SupraChat, smart building sensors, and decentralized exchanges like Q DEX. Their expertise helps businesses stay ahead of the curve and unlock new opportunities.

Video to Prompt is a free online AI tool designed to transform video content into detailed, AI-generated text descriptions. Users can upload videos in various formats, and the platform's advanced AI analyzes both visual and audio elements to produce comprehensive and insightful prompts. This tool is ideal for quickly understanding and repurposing video content, offering features like instant AI analysis, fast and secure processing with encryption, and multi-language support to reach a global audience. It allows users to engage further with the AI by asking follow-up questions or using the generated descriptions as a springboard for new creative content, making it a versatile asset for content creators, marketers, and researchers alike.

DepsHub is an AI-powered dependency management tool designed to streamline updates, license checks, and security vulnerability scanning for development teams. It helps developers keep their project dependencies up-to-date and secure by processing library changelogs, analyzing codebases, and automatically updating dependencies, including handling breaking changes. The tool offers features like cross-repository overviews, license compliance checks, and security alerts that notify users only when a vulnerability affects their code. DepsHub supports a wide range of languages and frameworks, integrates with popular tools like GitHub, GitLab, Bitbucket, Jira, and Zapier, and is free for open-source and personal projects.

Fastn UCL is an embedded integration and automation platform designed for SaaS companies and AI agent builders. It provides a solution to eliminate the need for building and maintaining integrations, allowing users to embed once and give customers working integrations powered by AI agents. The platform focuses on trustworthy agents for high-value workflows, helping agents master tools, minimize token usage, and maximize security. Key features include Fastn Adaptive Context, an intelligent gateway that streamlines context, compresses tool chains, and lowers token costs while ensuring enterprise security and compliance. It offers tool orchestration, composition, performance optimization, and transparent tracking of agent decisions and tool usage. Fastn also provides enterprise-grade security, compliance, and performance, including SOC 2 Type II certification, ISO-certification, and HIPAA/PCI readiness.

Termdock is a terminal-centric AI development environment designed to unify AI CLI tools, workspaces, and Git workflows in one interface. It allows users to drag and drop files to any CLI tool (like curl, ffmpeg, or Git) and manages multiple workspaces with independent Git statuses. The tool features a built-in Monaco Editor, Git Blame, and AST analysis for deep code understanding across 13 languages. Termdock supports multi-terminal layouts, picture-in-picture views, and session restoration, ensuring context is maintained across restarts. It also includes a local HTTP API for AI agents to control terminals and remote control via Discord & Telegram, all while working offline with zero plugins.

Heatbot.io is an AI-powered UI builder designed to transform user analysis heatmaps into improved website designs. Users upload a website screenshot and a corresponding heatmap image, then set improvement goals from a predefined library or custom prompts. The AI thoroughly analyzes the heatmap data and goals to generate optimized HTML/CSS/JavaScript code. It also provides a comprehensive improvement report, detailing the changes and their potential impact. Heatbot.io supports various frameworks like Bootstrap, Tailwindcss, and Foundation, and in the Pro version, can generate React, Vue, or Svelte components. This tool streamlines the complex process of interpreting heatmap data and implementing data-driven UI changes, making it accessible for individuals, teams, and businesses.