affaan-m/ECC
ECC is a comprehensive agent harness performance optimization system providing skills, instincts, memory, security, and research-first development for various AI agent harnesses including Claude Co...
LibreChat is an open-source AI chatbot platform designed as an enhanced clone of ChatGPT, integrating multiple AI models and supporting the Model Context Protocol (MCP) for advanced AI assistant capabilities. It offers a user interface inspired by ChatGPT but with improved design and additional features. LibreChat supports a wide range of AI providers including Anthropic (Claude), AWS Bedrock, OpenAI, Azure OpenAI, Google Vertex AI, and many others, allowing users to select from various AI models or use custom OpenAI-compatible endpoints without requiring a proxy. The platform includes a secure Code Interpreter API that enables sandboxed execution of code in multiple programming languages such as Python, Node.js, Go, C/C++, Java, PHP, Rust, and Fortran, with seamless file handling and privacy protection. LibreChat features no-code AI agents that can be customized and extended with tools like DALL-E-3, file search, and code execution, all compatible with various AI endpoints and supporting MCP for tool integration. It also incorporates web search capabilities that combine multiple search providers and content scrapers to enhance AI context with relevant information. The platform supports generative UI elements like React components, HTML, and Mermaid diagrams created directly in chat. Image generation and editing are supported through multiple models including GPT-Image-1, DALL-E (versions 2 and 3), Stable Diffusion, and others, with MCP server compatibility. Users can manage conversation context with features like presets, message editing, conversation branching, and forking. LibreChat supports multimodal interactions, allowing users to upload and analyze images and chat with files using various AI providers. The interface is multilingual, supporting many languages, and includes a dynamic reasoning UI for chain-of-thought AI models. It offers speech-to-text and text-to-speech capabilities for hands-free chat, multi-user secure authentication with OAuth2, LDAP, and email login, and built-in moderation and token management tools. Deployment options are flexible, supporting local and cloud environments with proxy and Docker configurations. LibreChat is community-driven, open-source, and encourages contributions to enhance its capabilities.
https://github.com/danny-avila/LibreChat
ECC is a comprehensive agent harness performance optimization system providing skills, instincts, memory, security, and research-first development for various AI agent harnesses including Claude Co...
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