MCP Router is a desktop application that simplifies the management of Model Context Protocol (MCP) servers. It is a universal tool that allows users to connect to any MCP server, supports remote or local servers, and provides data portability by enabling easy export and import of MCP configurations. The application prioritizes privacy and security by storing all data locally, ensuring secure credentials, and offering complete control over server connections and data. Transparency is maintained through auditable source code, verifiable privacy practices, and community-driven security improvements and audits.

ToolHive is a tool designed to simplify and secure Model Context Protocol (MCP) servers. It allows users to easily discover, deploy, and manage MCP servers by launching them in isolated containers with minimal setup and security concerns. The tool offers instant deployment, secure default settings, compatibility with Docker and Kubernetes, seamless integration with popular clients, and availability as a GUI desktop app, CLI, and Kubernetes Operator.

MikroTik MCP provides a bridge between AI assistants and MikroTik RouterOS devices, enabling natural language interaction for managing VLANs, configuring firewall rules, handling DNS settings, and more.

CentralMind Gateway is an AI-first data gateway that securely connects any data source and automatically generates secure, LLM-optimized APIs. It filters out sensitive data, adds traceability, and optimizes for AI workloads. Suitable for companies deploying AI agents for customer support and analytics.

Codexia is a powerful GUI and Toolkit for Codex CLI, offering features like fork chat, file-tree integration, notepad, git diff, built-in pdf/csv/xlsx viewer, and more. It provides multi-file format support, flexible configuration with multiple AI providers, professional UX with responsive UI, security features like sandbox execution modes, and prioritizes privacy. The tool supports interactive chat, code generation/editing, file operations with sandbox, command execution with approval, multiple AI providers, project-aware assistance, streaming responses, and built-in web search. The roadmap includes plans for MCP tool call, more file format support, better UI customization, plugin system, real-time collaboration, performance optimizations, and token count.

AstronRPA is an enterprise-grade Robotic Process Automation (RPA) desktop application that supports low-code/no-code development. It enables users to rapidly build workflows and automate desktop software and web pages. The tool offers comprehensive automation support for various applications, highly component-based design, enterprise-grade security and collaboration features, developer-friendly experience, native agent empowerment, and multi-channel trigger integration. It follows a frontend-backend separation architecture with components for system operations, browser automation, GUI automation, AI integration, and more. The tool is deployed via Docker and designed for complex RPA scenarios.

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. It offers universal LLM support, cross-platform compatibility, model context protocol for AI agent integration, OAP cloud integration, dual architecture for optimal performance, multi-language support, advanced API management, granular tool control, custom instructions, auto-update mechanism, and more. Dive provides a user-friendly interface for managing multiple AI models and tools, with recent updates introducing major architecture changes, new features, improvements, and platform availability. Users can easily download and install Dive on Windows, MacOS, and Linux, and set up MCP tools through local servers or OAP cloud services.

Qwery is a platform for querying and visualizing data using natural language without technical knowledge. It seamlessly integrates with various datasources, generates optimized queries, and delivers outcomes like result sets, dashboards, and APIs. Features include natural language querying, multi-database support, AI-powered agents, visual data apps, desktop & cloud options, template library, and extensibility through plugins. The project is under active development and not yet suitable for production use.

Bodhi App runs Open Source Large Language Models locally, exposing LLM inference capabilities as OpenAI API compatible REST APIs. It leverages llama.cpp for GGUF format models and huggingface.co ecosystem for model downloads. Users can run fine-tuned models for chat completions, create custom aliases, and convert Huggingface models to GGUF format. The CLI offers commands for environment configuration, model management, pulling files, serving API, and more.

Paperless-AI is an automated document analyzer tool designed for Paperless-ngx users. It utilizes the OpenAI API and Ollama (Mistral, llama, phi 3, gemma 2) to automatically scan, analyze, and tag documents. The tool offers features such as automatic document scanning, AI-powered document analysis, automatic title and tag assignment, manual mode for analyzing documents, easy setup through a web interface, document processing dashboard, error handling, and Docker support. Users can configure the tool through a web interface and access a debug interface for monitoring and troubleshooting. Paperless-AI aims to streamline document organization and analysis processes for users with access to Paperless-ngx and AI capabilities.

MCP Pointer is a local tool that combines an MCP Server with a Chrome Extension to allow users to visually select DOM elements in the browser and make textual context available to agentic coding tools like Claude Code. It bridges between the browser and AI tools via the Model Context Protocol, enabling real-time communication and compatibility with various AI tools. The tool extracts detailed information about selected elements, including text content, CSS properties, React component detection, and more, making it a valuable asset for developers working with AI-powered web development.

WeKnora is a document understanding and semantic retrieval framework based on large language models (LLM), designed specifically for scenarios with complex structures and heterogeneous content. The framework adopts a modular architecture, integrating multimodal preprocessing, semantic vector indexing, intelligent recall, and large model generation reasoning to build an efficient and controllable document question-answering process. The core retrieval process is based on the RAG (Retrieval-Augmented Generation) mechanism, combining context-relevant segments with language models to achieve higher-quality semantic answers. It supports various document formats, intelligent inference, flexible extension, efficient retrieval, ease of use, and security and control. Suitable for enterprise knowledge management, scientific literature analysis, product technical support, legal compliance review, and medical knowledge assistance.

The MCP Gateway & Registry is a unified, enterprise-ready platform that centralizes access to both MCP Servers and AI Agents using the Model Context Protocol (MCP). It serves as a Unified MCP Server Gateway, MCP Servers Registry, and Agent Registry & A2A Communication Hub. The platform integrates with external registries, providing a single control plane for tool access, agent orchestration, and communication patterns. It transforms the chaos of managing individual MCP server configurations into an organized approach with secure, governed access to curated servers and registered agents. The platform supports dynamic tool discovery, autonomous agent communication, and unified policies for server and agent access.

OpenCode Manager is a mobile-first web interface for managing and coding with OpenCode AI agents. It allows users to control and code from any device, including phones, tablets, and desktops. The tool provides features for repository and Git management, file management, chat and sessions, AI configuration, as well as mobile and PWA support. Users can clone and manage multiple git repos, work on multiple branches simultaneously, view changes, commits, and branches in a unified interface, create pull requests, navigate files with tree view and search, preview code with syntax highlighting, and perform various file operations. Additionally, the tool supports real-time streaming, slash commands, file mentions, plan/build modes, Mermaid diagrams, text-to-speech, speech-to-text, model selection, provider management, OAuth support, custom agents creation, and more. It is optimized for mobile devices, installable as a PWA, and offers push notifications for agent events.

DB2Rest is a modern low-code REST DATA API platform that simplifies the development of intelligent applications. It seamlessly integrates existing and new databases with language models (LMs/LLMs) and vector stores, enabling the rapid delivery of context-aware, reasoning applications without vendor lock-in.

The docs-mcp-server repository contains the server-side code for the documentation management system. It provides functionalities for managing, storing, and retrieving documentation files. Users can upload, update, and delete documents through the server. The server also supports user authentication and authorization to ensure secure access to the documentation system. Additionally, the server includes APIs for integrating with other systems and tools, making it a versatile solution for managing documentation in various projects and organizations.

Geoweaver is an in-browser software that enables users to easily compose and execute full-stack data processing workflows using online spatial data facilities, high-performance computation platforms, and open-source deep learning libraries. It provides server management, code repository, workflow orchestration software, and history recording capabilities. Users can run it from both local and remote machines. Geoweaver aims to make data processing workflows manageable for non-coder scientists and preserve model run history. It offers features like progress storage, organization, SSH connection to external servers, and a web UI with Python support.

This repository contains a drawing plugin based on NovelAI. It allows users to draw images, change models, samplers, and image sizes, use advanced request syntax, customize prohibited word lists, automatically translate Chinese keywords, automatically retract messages after a certain time, and connect to private servers. Thanks to Koishi's plugin mechanism, users can achieve more functionalities by combining it with other plugins, such as multi-platform support, rate limiting, context management, and multi-language support.

Mindcraft is a project that crafts minds for Minecraft using Large Language Models (LLMs) and Mineflayer. It allows an LLM to write and execute code on your computer, with code sandboxed but still vulnerable to injection attacks. The project requires Minecraft Java Edition, Node.js, and one of several API keys. Users can run tasks to acquire specific items or construct buildings, customize project details in settings.js, and connect to online servers with a Microsoft/Minecraft account. The project also supports Docker container deployment for running in a secure environment.

MCP Router is a desktop application that simplifies the management of Model Context Protocol (MCP) servers. It is a universal tool that allows users to connect to any MCP server, supports remote or local servers, and provides data portability by enabling easy export and import of MCP configurations. The application prioritizes privacy and security by storing all data locally, ensuring secure credentials, and offering complete control over server connections and data. Transparency is maintained through auditable source code, verifiable privacy practices, and community-driven security improvements and audits.

Nakidka is a tool for 1C:Enterprise 8 that allows for quick creation of forms based on text descriptions. It uses a simple and understandable syntax similar to Markdown, and also supports visual design of interface elements.

AutoAi VPN is a tool that provides free V2Ray configuration files which are updated automatically. Users can download the configuration files, import them into their V2Ray client, and enjoy free VPN access. The tool offers a total of 8 configurations in shadowsocks and vless types. Users can also join the Telegram channel for more updated configurations. The tool ensures that the configurations are automatically tested and updated every few hours.

1Panel is an open-source, modern web-based control panel for Linux server management. It provides efficient management through a user-friendly web graphical interface, enabling users to effortlessly manage their Linux servers. Key features include host monitoring, file management, database administration, container management, rapid website deployment with WordPress integration, an application store for easy installation and updates, security and reliability through containerization and secure application deployment practices, integrated firewall management, log auditing capabilities, and one-click backup & restore functionality supporting various cloud storage solutions.

MCPHub.nvim is a powerful Neovim plugin that integrates MCP (Model Context Protocol) servers into your workflow. It offers a centralized config file for managing servers and tools, with an intuitive UI for testing resources. Ideal for LLM integration, it provides programmatic API access and interactive testing through the `:MCPHub` command.

LoLLMs WebUI (Lord of Large Language Multimodal Systems: One tool to rule them all) is a user-friendly interface to access and utilize various LLM (Large Language Models) and other AI models for a wide range of tasks. With over 500 AI expert conditionings across diverse domains and more than 2500 fine tuned models over multiple domains, LoLLMs WebUI provides an immediate resource for any problem, from car repair to coding assistance, legal matters, medical diagnosis, entertainment, and more. The easy-to-use UI with light and dark mode options, integration with GitHub repository, support for different personalities, and features like thumb up/down rating, copy, edit, and remove messages, local database storage, search, export, and delete multiple discussions, make LoLLMs WebUI a powerful and versatile tool.

The Azure-Analytics-and-AI-Engagement repository provides packaged Industry Scenario DREAM Demos with ARM templates (Containing a demo web application, Power BI reports, Synapse resources, AML Notebooks etc.) that can be deployed in a customer’s subscription using the CAPE tool within a matter of few hours. Partners can also deploy DREAM Demos in their own subscriptions using DPoC.

MinIO is a High Performance Object Storage released under GNU Affero General Public License v3.0. It is API compatible with Amazon S3 cloud storage service. Use MinIO to build high performance infrastructure for machine learning, analytics and application data workloads.

Mage is an open-source data pipeline tool for transforming and integrating data. It offers an easy developer experience, engineering best practices built-in, and data as a first-class citizen. Mage makes it easy to build, preview, and launch data pipelines, and provides observability and scaling capabilities. It supports data integrations, streaming pipelines, and dbt integration.

AiTreasureBox is a versatile AI tool that provides a collection of pre-trained models and algorithms for various machine learning tasks. It simplifies the process of implementing AI solutions by offering ready-to-use components that can be easily integrated into projects. With AiTreasureBox, users can quickly prototype and deploy AI applications without the need for extensive knowledge in machine learning or deep learning. The tool covers a wide range of tasks such as image classification, text generation, sentiment analysis, object detection, and more. It is designed to be user-friendly and accessible to both beginners and experienced developers, making AI development more efficient and accessible to a wider audience.

TiDB is an open-source distributed SQL database that supports Hybrid Transactional and Analytical Processing (HTAP) workloads. It is MySQL compatible and features horizontal scalability, strong consistency, and high availability.

Airbyte is an open-source data integration platform that makes it easy to move data from any source to any destination. With Airbyte, you can build and manage data pipelines without writing any code. Airbyte provides a library of pre-built connectors that make it easy to connect to popular data sources and destinations. You can also create your own connectors using Airbyte's no-code Connector Builder or low-code CDK. Airbyte is used by data engineers and analysts at companies of all sizes to build and manage their data pipelines.

Labelbox is a data-centric AI platform for enterprises to develop, optimize, and use AI to solve problems and power new products and services. Enterprises use Labelbox to curate data, generate high-quality human feedback data for computer vision and LLMs, evaluate model performance, and automate tasks by combining AI and human-centric workflows. The academic & research community uses Labelbox for cutting-edge AI research.