AI agents directory for machine learning engineers: Connect with solutions by renowned AI agencies and automation experts.

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Ceramic.ai is an enterprise-grade AI infrastructure platform designed to optimize the training and deployment of large language models (LLMs). Founded by Anna Patterson, a former Google VP of Engineering, Ceramic.ai addresses challenges in AI model training by offering faster and more efficient systems. The platform enables up to 2.5x faster training speeds compared to current state-of-the-art methods, while reducing overall compute requirements. It supports long-context training and integrates advanced algorithms to enhance model performance, aiming to democratize access to high-performance AI infrastructure for enterprises.

Ceramic.ai

ceramic-ai

An AI infrastructure platform optimizing large-scale model training with enhanced efficiency and scalability.

Cerebrum is the Software Development Kit (SDK) for AIOS, the AI Agent Operating System. It provides developers with tools to build, deploy, and manage large language model (LLM)-based AI agents. Cerebrum addresses challenges such as scheduling, context switching, memory management, and tool integration, facilitating the creation of efficient and scalable AI agents. The SDK features a modular architecture encompassing LLM, memory, storage, and tool management layers, and includes an Agent Hub for sharing and discovering agents with version control and dependency management.

Cerebrum: AIOS SDK

cerebrum-aios-sdk

An SDK for developing and deploying LLM-based AI agents within the AIOS framework.

The Capability Collaboration based AI Agent (CACA Agent) is an AI system designed to enhance the extensibility and functionality of AI agents by integrating a set of collaborative capabilities. Inspired by service computing, it reduces reliance on a single large language model (LLM) and promotes an open architecture. CACA Agent introduces components such as Planning Capability, Methodology Capability, Tools Capability, Tool Broker, and Tool Service, which work together to provide AI agent functionalities. This design facilitates quick deployment of AI agents and convenient expansion of their application scenarios, allowing for dynamic tool integration and improved planning abilities. A demonstration of the system illustrates its operation and the extension of application scenarios.

CACA Agent

caca-agent

An AI system enhancing agent extensibility through collaborative capabilities.

PC Agent is an AI system developed by GAIR-NLP that facilitates the creation of autonomous digital agents by transferring human cognitive processes. It comprises three key components: PC Tracker, a lightweight infrastructure for collecting large-scale human-computer interaction data; a Cognition Completion post-processing pipeline that converts raw interaction data into cognitive trajectories; and a multi-agent system combining a planning agent for decision-making with a grounding agent for robust visual grounding. PC Agent aims to enable AI to perform complex digital tasks autonomously by learning from human interactions.

PC Agent

pc-agent

An AI system enabling autonomous digital agents through human cognition transfer.

MCP.so is a community-driven platform that collects and organizes third-party Model Context Protocol (MCP) Servers. It serves as a central directory where users can discover, share, and learn about various MCP Servers available for AI applications. The platform aims to facilitate the integration of AI models with external tools, data sources, and services by providing a comprehensive list of MCP Servers, enhancing the capabilities and functionalities of AI assistants.

MCP.so

mcp-so

A community-driven platform collecting and organizing third-party MCP Servers for AI applications.

Smithery is a comprehensive platform designed to help developers find and deploy agentic services that comply with the Model Context Protocol (MCP). It serves as a centralized hub for discovering MCP servers, offering hosting and distribution services, and providing standardized interfaces for tool integration and configurations. By simplifying the integration of language model agents with external tools and data sources, Smithery accelerates the development of agentic AI applications.

Smithery

smithery

A platform assisting developers in discovering and deploying agentic services adhering to the Model Context Protocol (MCP).

Future AGI offers a comprehensive evaluation and optimization platform designed to help enterprises achieve 99% accuracy in AI applications across both software and hardware. By enabling developers to build agents and agentic workflows, the platform evaluates applications for accuracy, observes generative AI behaviors, and optimizes them through iterative self-correction. It supports integration with various AI models and tools, ensuring seamless adaptability and enhanced performance.

Future AGI

future-agi

A platform enhancing AI accuracy through comprehensive evaluation and optimization tools.

Gemma 3 is Google's latest open-source AI model, designed to run efficiently on a single GPU or TPU. It supports multimodal inputs, including text, images, and short videos, and offers advanced reasoning capabilities. With support for over 140 languages and a 128k-token context window, Gemma 3 is versatile for various applications. Its quantized versions enhance performance and reduce computational requirements, making it accessible for devices ranging from smartphones to workstations.

Gemma 3

gemma-3

An open-source AI model optimized for single-GPU performance, supporting multimodal inputs and over 140 languages.

DemoGPT is an open-source initiative that automates the creation of Large Language Model (LLM)-based applications. Leveraging GPT, it translates user instructions into LangChain code, which is then rendered as interactive Streamlit applications. The process involves planning, task creation, code snippet generation, and final code assembly, ensuring a seamless transition from concept to functional application. DemoGPT's flexibility allows it to utilize any LLM model meeting specific performance criteria, keeping it at the forefront of AI application development.

DemoGPT

demogpt

An open-source tool that transforms user instructions into interactive Streamlit applications using GPT.

LangMem is a software development kit (SDK) designed to enhance AI agents by integrating long-term memory capabilities. It allows agents to extract important information from interactions, optimize behavior through prompt refinement, and maintain knowledge over time. Compatible with various storage systems and natively integrating with LangGraph's storage layer, LangMem enables continuous improvement, personalized responses, and consistent behavior across sessions.

LangMem

langmem

An SDK enabling AI agents to learn and adapt through long-term memory integration.

The Mosaic AI Agent Framework, developed by Databricks, is a comprehensive suite of tools designed to assist developers in creating, deploying, and assessing production-quality AI agents and Retrieval Augmented Generation (RAG) applications. It integrates seamlessly with Databricks' Data Intelligence Platform, offering features such as human feedback integration, comprehensive evaluation metrics, and end-to-end development workflows. This framework addresses common challenges in generative AI development, enabling rapid iteration and deployment of high-quality applications.

Mosaic AI Agent Framework

mosaic-ai-agent-framework

A suite of tools by Databricks for building, deploying, and evaluating high-quality AI agents and RAG applications.

VisionAgent by LandingAI is a tool designed to expedite the development of vision-enabled applications. By processing user prompts, it selects optimal models for specific vision tasks and generates corresponding Visual AI code. This streamlines the creation of applications involving object detection, segmentation, tracking, and activity recognition. VisionAgent automates multiple steps, including planning, testing, coding, and deployment, allowing developers to build and deploy vision solutions efficiently.

VisionAgent

visionagent

A tool that generates Visual AI code from prompts, enabling rapid development of vision-enabled applications.