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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).

AI Refinery is an AI platform developed by Accenture, built on NVIDIA AI Enterprise, designed to help companies convert raw AI technologies into practical, scalable business solutions. It enables organizations to connect siloed AI technologies, build and adapt AI agent teams without coding, and manage AI components with a focus on cost, accuracy, security, and responsible use. The platform accelerates value realization by embedding prebuilt process knowledge, industry expertise, and AI agent capabilities, facilitating faster, more tangible business outcomes.

AI Refinery

ai-refinery

An AI platform by Accenture that transforms raw AI technologies into scalable business solutions.

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.

Portia AI provides a platform for developing AI agents with a focus on predictability, control, and authentication. It offers an open-source SDK that enables developers to generate explicit plans, manage execution states, authenticate users into tools, and direct language models when human input is required. The platform supports structured multi-agent planning, seamless execution with state management, human or machine input during execution, and secure access to software on behalf of users. Portia AI also provides a catalog of ready-to-use tools for faster deployment.

Portia AI

portia-ai

Build AI agents that are predictable, controllable, and authenticated using Portia AI's comprehensive platform.

The SAP Shopping Assistant is an AI-driven conversational agent integrated within SAP's Customer Experience (CX) AI Toolkit. Designed to transform online shopping, it enables customers to discover products through natural language conversations, offering context-based recommendations and instant answers about product features, availability, and compatibility. By understanding complex, multi-part requests, the assistant simplifies product discovery, akin to an in-store expert, thereby enhancing customer satisfaction and streamlining the purchasing process.

SAP Shopping Assistant

sap-shopping-assistant

An AI-powered conversational agent that enhances e-commerce experiences by assisting customers through natural language interactions.

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.

interface.ai provides AI solutions, including voice, chat, and co-pilot experiences, tailored for financial institutions like banks and credit unions. Their platform aims to enhance customer engagement, automate call center operations, and improve overall customer experience through advanced AI technologies.

interface.ai

interface-ai

AI platform offering voice, chat, and co-pilot solutions for banks and credit unions.

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.

assistant-ui is an open-source TypeScript/React library designed to help developers seamlessly incorporate AI chat interfaces into their applications. It offers customizable components that handle essential chat functionalities such as auto-scrolling, accessibility, and real-time updates. Inspired by libraries like shadcn/ui and cmdk, assistant-ui provides primitive components that can be fully tailored to specific needs. The library also supports integrations with popular AI tools and frameworks, including LangGraph and Vercel AI SDK, facilitating the development of stateful conversational AI agents. By leveraging assistant-ui, developers can create intuitive and interactive AI chat experiences within their React applications.

assistant-ui

An open-source TypeScript/React library enabling developers to integrate AI chat interfaces into their applications.

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.

Log10 is an AI accuracy platform designed to improve the reliability and performance of Large Language Models (LLMs). It offers tools for advanced logging, benchmarking, and AI-powered optimizations, enabling developers to scale expert reviews and detect errors in real-time. By integrating seamlessly with various LLMs and providing robust evaluation frameworks, Log10 helps organizations deploy AI solutions with confidence, particularly in high-stakes, regulated industries.

Log10

log10

A platform enhancing LLM accuracy by scaling expert review and automating real-time error detection.