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FastMCP is a Python framework designed for building servers that expose functions, resources, and prompts to AI models using the Model Context Protocol. It simplifies the development process by automatically deriving tool metadata, input schemas, and documentation directly from Python function signatures and type hints. The framework provides a unified container for managing these components, allowing developers to build modular applications that integrate seamlessly with AI assistants. The project distinguishes itself through its support for interactive, server-defined user interface compone

Bit is a component-based development platform and monorepo orchestrator used to build, manage, and share reusable software components across projects. It functions as a system for modular software architecture, providing a component registry for publishing and distributing independent software modules via remote scopes. The platform distinguishes itself through lane-based versioning, which isolates feature development into parallel tracks for comparison and merging. It utilizes a scope-based namespace registry to organize components into hierarchical groups and employs environment-driven comp

This project provides a TypeScript software development kit for the Model Context Protocol, a standard designed to facilitate bidirectional communication between AI applications and external data sources or tools. It serves as a foundational framework for building both clients and servers, enabling language models to interact with external systems through a unified, decoupled interface. The SDK distinguishes itself by implementing a transport-agnostic connection layer that supports both local standard input-output streams and remote HTTP endpoints. It utilizes a JSON-RPC message bus to manage

Submariner is a tool for connecting pods and services across separate Kubernetes clusters into a unified network mesh. It uses a central broker-based architecture to coordinate cross-cluster service discovery, DNS resolution, and encrypted tunneling, enabling secure communication between workloads in different clusters. The project handles overlapping pod and service CIDR ranges across clusters through global IP address mapping, preventing address collisions. It supports multiple encrypted tunnel protocols, including IPsec and WireGuard, to secure inter-cluster traffic, and provides gateway h