fastmcp: FastMCP is a standard framework for building Model Context Protocol (MCP) applications, which connect LLMs to tools and data. It simplifies the process by automatically generating schemas, validation, and documentation for tools, and managing transport negotiation and authentication for server connections. FastMCP offers a comprehensive solution for developing, deploying, and scaling MCP-powered systems.; codex-octopus: Codex Octopus is an MCP server that wraps the OpenAI Codex SDK, enabling multiple specialized Codex agents with independent configurations to run from any MCP client. It supports features like multi-agent orchestration, per-invocation parameter overrides, and a factory wizard for generating agent configs.
Building LLM applications that interact with custom tools and data sources
Strict code review with read-only sandbox