octave-mcp: OCTAVE is a structured document format with an MCP server and CLI. It normalizes documents to a single canonical form, validates them against their own schema, and logs every transformation. It is designed for AI documents that need to survive compression, multi-agent handoffs, and auditing.; fast-agent: fast-agent is a CLI-first framework for building and interacting with sophisticated multimodal AI agents and workflows. It offers comprehensive support for various LLM providers, structured outputs, and vision, with unique features like MCP Feature support and live streaming responses to the terminal.
Documents passing through multiple agents, tools, or compression steps
Rapid development and testing of sophisticated multimodal AI agents and workflows.