AI Agents & Automation

Returned.com is a company focused on developing AI products aimed at fostering deeper human connections. Their suite of tools includes Reeva, Loveline, and Moltcall. While specific functionalities for each product are not detailed on the homepage, the overarching mission suggests these AI solutions are designed to facilitate more meaningful interactions, potentially through advanced communication, emotional intelligence, or personalized assistance. The company emphasizes the human-centric aspect of their AI, positioning their technology as a means to enrich, rather than replace, human relationships.

Speech is an open-source Python package designed to facilitate research and development in end-to-end models for automatic speech recognition (ASR). It provides implementations of various ASR architectures, including sequence-to-sequence models with attention mechanisms, Connectionist Temporal Classification (CTC), and the RNN Sequence Transducer. Built on PyTorch, this tool allows researchers and developers to experiment with and build advanced speech-to-text systems. The software is specifically tested for Python 3.6 and does not provide backward compatibility for Python 2.7, ensuring a modern development environment. It includes examples for model configurations and datasets, making it easier to get started with training and evaluating ASR models.

Breeze Assistant is HubSpot's AI expert designed to work alongside every employee within the HubSpot Customer Platform. It understands your role and priorities, providing relevant guidance and automating tasks by leveraging your CRM data, customer records, and HubSpot's knowledge base. The assistant helps with meeting preparation, campaign planning, content strategy, and offers how-to guidance. It integrates with existing tools like Google Workspace, Microsoft 365, and Slack, allowing access to emails, calendars, and team conversations. Breeze Assistant also features customizable AI assistants through Breeze Studio, enabling users to create specialized experts trained on company knowledge. It's available on both web and mobile apps, requiring no training, code, or setup.

NAX Group offers an enterprise AI software platform designed to streamline the development and deployment of custom AI applications. The platform focuses on leveraging automation to build, deploy, and run these applications efficiently. This approach aims to significantly reduce operational costs, accelerate the time it takes for businesses to realize value from their AI investments, and ultimately create a competitive advantage. By providing a comprehensive solution for managing the AI lifecycle, NAX Group enables organizations to integrate advanced AI capabilities into their operations without extensive manual intervention, fostering innovation and efficiency across various business functions.

Syllotips is an AI solution designed to empower AI agents by leveraging the undocumented knowledge of a company's top employees. It facilitates continuous improvement of AI agent reasoning, planning, and retrieval, specifically for automating customer, field, and sales support. The platform is built for enterprise teams, emphasizing reliability, security, and seamless integration. Key features include a governed memory system that involves business process owners in AI improvement, human-in-the-loop agents that adapt based on user interactions, and integration with existing CRM and ERP systems. Syllotips is Azure-first, offering enterprise-grade security, compliance certifications like SOC 2 Type II, GDPR, ISO 27001, and ISO 9001, and native Azure AD integration. It aims to reduce average handling time, increase conversion rates, and lower operating costs for businesses.

Ollamac is a free and open-source native Mac application designed to seamlessly integrate with Ollama, enabling users to run and interact with various Ollama models directly on their macOS 14.0 Sonoma or later devices. The application is exclusively available from its official GitHub repository, ensuring authenticity and direct access to updates. Key features include compatibility with all Ollama models, customizable host settings, and syntax highlighting for an enhanced user experience. Ollamac prioritizes simplicity and ease of use, providing a native interface for local AI model interaction without requiring internet access once models are pulled. This makes it an ideal tool for developers, data scientists, and students looking to experiment with large language models offline.

Agent SOP (Standard Operating Procedures) is an open-source tool that enables AI agents to execute complex, multi-step tasks with consistency and reliability using natural language workflows. It leverages markdown-based instruction sets to define clear objectives, parameterized inputs, and step-by-step instructions with RFC 2119 constraints. This allows for the creation of reusable and shareable workflows across different AI systems and teams. Agent SOP supports multi-modal distribution, including MCP tools, Anthropic Skills, and Python modules. It also integrates with tools like Kiro CLI and Cursor IDE, allowing developers to generate and execute SOPs as commands within their development environments, streamlining prompt-driven development and task management.

Muks Robotics is India’s leading AI humanoid robotics company, specializing in building autonomous enterprise humanoids. Their 'Spaceo' line of humanoids, including M1, PRO, and PRIME models, are designed to address labor shortages and automate dangerous or repetitive tasks across various industries. The humanoids are powered by Fusion Max, a Vision-Audio-Language-Action AI model with 2 billion optimized parameters, trained on real-world data. Key features include autonomous task execution, advanced navigation, multimodal communication, human-centered modular design, and built-in safety systems, ensuring reliable performance in real-world environments. Muks Robotics aims to enable humanity’s future on Earth and beyond by providing intelligent, adaptable workforce solutions.

OBS-captions-plugin is an open-source OBS plugin designed to provide closed captioning for livestreams and VODs using the Google Cloud Speech Recognition API. It integrates directly into OBS, eliminating the need for external tools or websites. Viewers can optionally enable captions, which work with Twitch's native caption support on PC, Android, and iOS. The plugin ensures captions are only active when the microphone source is unmuted and on the active scene, enhancing privacy. It supports various languages, OBS delay, and offers open captioning via OBS Text Sources for platforms without native support. Additionally, users can save full stream transcripts as SRT subtitle files or plain text, and apply text filtering for custom word replacement.

codepakt is an open-source agent context layer designed to optimize AI coding agent performance by significantly reducing token consumption during codebase exploration. It indexes your codebase using tree-sitter, enabling agents to query symbols, imports, and dependents in approximately 200 tokens per call, a substantial reduction compared to the 6,000-40,000 tokens typically burned by traditional grep/glob methods. Beyond code intelligence, codepakt includes a local CLI task board for multi-agent coordination, ensuring atomic task pickup and preventing duplicate work. It integrates with Git hooks for incremental index updates and offers a live dashboard for task management. This tool is ideal for developers and data scientists working with AI agents on coding tasks, providing a cost-effective and efficient solution for managing complex codebases.

MVSNeRF is a novel neural rendering approach presented at ICCV 2021, designed for efficiently reconstructing geometric and neural radiance fields to enable advanced view synthesis. This tool is implemented in PyTorch Lightning and facilitates fast per-scene reconstruction, especially when dense images are available for fine-tuning. It supports training on various datasets including DTU, Blender (Realistic Synthetic), LLFF (Real Forward-Facing), and custom data. Users can train models, fine-tune them for specific scenes, and render free-viewpoint videos. The repository provides detailed installation instructions, training commands, and evaluation scripts, making it a valuable resource for researchers and developers in 3D reconstruction and neural rendering.

WappGPT is an AI personal assistant designed to simplify everyday life by operating directly within WhatsApp. Users can save notes and links, set reminders in plain English, and track important dates like document renewals, bills, and family events. A key differentiator is its multi-step reminder system: if a reminder is missed in chat, WappGPT escalates to text, and then to a phone call, ensuring important tasks are not overlooked. It also features 'LifeTree' for organizing renewals and milestones, and a 'Family mode' for shared reminders. WappGPT prioritizes privacy, offering users control over their data and respecting quiet hours.

NeuPAN (Neural Proximal Alternating-minimization Network) is an end-to-end, real-time, and map-free robot motion planner designed for direct point robot navigation. It integrates learning-based and optimization-based techniques to map obstacle points directly to control actions, ensuring high accuracy and safety in cluttered and unknown environments. Unlike traditional modular planners, NeuPAN avoids error propagation by eliminating middle modules and requires minimal training data, often just random points within a range. It boasts fast training times, typically 1-2 hours on a CPU for new robot geometries, and can be deployed without retraining for various environments. NeuPAN also provides a ROS wrapper for integration and supports DUNE model training for specific robot geometries.

Noi, pronounced /nɔɪ/, is a browser extension focused on reducing chaos and increasing flow in browsing workflows. It provides an interaction-first approach for a tighter and more focused browsing loop. Key features include multi-window management for parallel workspaces, session isolation to keep contexts clean and predictable, and local-first data storage for history, prompts, and settings. Noi also offers prompt management for AI chats, allowing users to organize, reuse, and iterate on workflows. A built-in terminal for fast local commands and a CLI for controlling Noi from other tools like Claude Code and Gemini CLI further enhance its utility. Multiple themes and visual styles are available to fit different user setups.

LOOKOUT is an advanced AI Marine Vision System engineered to significantly improve safety and situational awareness for boat operators. It addresses common causes of marine accidents, such as operator inattention and poor visibility, by integrating data from charts, AIS, computer vision, and radar into an intuitive 3D augmented reality view. The system features dedicated infrared night vision for confident navigation in darkness, wide-angle and zoom capabilities, and a 360º panorama view. This comprehensive solution provides an unparalleled safety advantage, allowing users to see through darkness and identify hazards often missed by traditional radar and AIS systems.

mlops-stacks offers a customizable, open-source solution for initiating new machine learning projects on Databricks, adhering to production best practices. It streamlines the development process by providing a pre-configured environment that includes ML project structure, ML resources as code, and CI/CD workflows (GitHub Actions or Azure DevOps). Data scientists can quickly iterate on ML code, while MLOps engineers can efficiently set up continuous integration and continuous deployment pipelines and manage ML resources. The tool supports automated model training and batch inference jobs across dev, staging, and production Databricks workspaces, facilitating an easy transition to production-grade ML solutions. It also integrates with Databricks asset bundles and offers options for Unity Catalog and Feature Store.

MultiTalk is an innovative audio-driven multi-person conversational video generation framework, presented at NeurIPS 2025. It allows users to create videos featuring multiple characters engaging in conversations, singing, and other interactions, all driven by multi-stream audio input. Users provide a reference image and a prompt, and MultiTalk generates a video with consistent lip motions synchronized with the audio. Key features include support for both single and multi-person video generation, interactive character control via prompts, and generalization capabilities for cartoon characters and singing. The tool offers resolution flexibility (480p & 720p) and supports long video generation up to 15 seconds, with ongoing developments for longer durations and enhanced performance.

MockingBird is an open-source voice cloning tool designed for real-time speech generation. It allows users to clone a voice in approximately 5 seconds and generate arbitrary speech. The tool supports Chinese Mandarin and has been tested with multiple datasets, including aidatatang_200zh, magicdata, and aishell3. It is compatible with Windows, Linux, and even M1 macOS, offering flexibility for various environments. MockingBird leverages PyTorch and provides options for training custom models for encoders, synthesizers, and vocoders, or utilizing community-shared pretrained models. It offers a web server, a toolbox, and a command-line interface for generating voices.

Conversica provides AI Agents designed to initiate and manage customer conversations across various channels like email, SMS, and chat. These agents are trained on specific policies, tone, and workflows to ensure brand-safe and accurate communication. The platform helps businesses generate demand by engaging leads from events, ads, and content, and by managing ABM programs and inbound inquiries. It also enhances customer service by instantly answering common questions, updating customer details, and managing billing issues. Conversica's AI Agents are deeply integrated into existing tech stacks, allowing them to take actions like sending assets, scheduling meetings, and triggering workflows, all while scaling to handle 1.5 billion conversations for over 2,000 teams.

Mocha.jl is a deep learning framework for the Julia programming language, drawing inspiration from the C++ framework Caffe. Although now deprecated, it was designed for efficient training of deep and shallow convolutional neural networks, supporting optional unsupervised pre-training via stacked auto-encoders. The framework boasts a modular architecture with isolated components for layers, activation functions, solvers, and more, allowing for easy extension. Written in Julia, it offers a high-level interface for intuitive deep neural network experimentation. Mocha.jl provides multiple backends, including a portable pure Julia backend, a faster native extension backend, and a highly efficient GPU backend utilizing NVidia® cuDNN and CUDA kernels. It also supports HDF5 for data and model storage, ensuring compatibility with other computational tools, and can import Caffe model snapshots.

Hostcomm offers a comprehensive, integrated contact center platform designed for UK businesses, featuring AI voice agents, cloud contact center software, and remote visual assistance. The platform aims to reduce vendor fatigue by consolidating multiple services into one UK GDPR compliant system, hosted in AWS London. Key offerings include the Persona AI voice agent for inbound and outbound calls in over 30 languages, a multi-channel cloud contact center with predictive dialer, and OnSight Remote Visual Assistance that allows experts to see through a customer's smartphone camera without app downloads. Hostcomm has been trading since 2004, is PCI DSS Level 1 certified, and serves over 500 UK organizations, including BT and HMRC.

Geminus offers the world's first generative engineering platform, designed to automatically integrate data, physics, and computation for the autonomous control of complex cyber-physical systems. This platform aims to ignite a new revolution in industrial productivity and efficiency by pioneering real-time intelligence for complex industrial systems. It provides engineering foundational models tailored for industrial enterprises, accelerating the next industrial revolution by unlocking transformational insights from siloed information. The platform enables fast decisions at the speed of real-time operations, robust and accurate predictions with quantified uncertainty, and scalable model creation, deployment, and retraining. Geminus serves various industries including Oil and Gas, Space, Defense, Semiconductors, Utilities, and Renewable Energy.

mcp-server-chart is a Model Context Protocol (MCP) server designed for generating a wide array of charts using the AntV visualization library. This open-source tool supports over 25 different visual charts, making it suitable for various chart generation and data analysis tasks. It can be integrated with desktop applications like Claude, VSCode, and Cursor, or deployed via HTTP, SSE, or Streamable protocols for use with platforms like Aliyun and Dify. Key features include the ability to generate diverse chart types such as area, bar, boxplot, column, line, pie, scatter, and more, as well as specialized diagrams like fishbone, mind maps, and network graphs. Users can also filter available tools and configure private deployments for enhanced control over their chart generation services.

mcp-context-forge is an open-source AI Gateway, registry, and proxy designed to federate Model Context Protocol (MCP) servers, A2A servers, and REST/gRPC APIs into a unified endpoint. It offers centralized governance, discovery, and observability across AI infrastructure, optimizing agent and tool calling. Key capabilities include a Tools Gateway for MCP, REST, and gRPC translation, an Agent Gateway for A2A protocol and OpenAI/Anthropic routing, and an API Gateway with rate limiting, authentication, and retries. The tool supports extensive plugin extensibility with over 40 integrations and provides OpenTelemetry tracing for comprehensive observability. It runs as a fully compliant MCP server, deployable via PyPI or Docker, and scales to multi-cluster Kubernetes environments with Redis-backed federation and caching.