Write an agent once and compile it for six different AI coding tools. Agents stay generic, and their knowledge lives in skills you can reuse in any project.
Part of the analyst agent, compiled for each tool listed here.
GitHub Copilot
Claude Code
Cursor
goose
Google Antigravity
ACP
TypeScript, Node.js, MCP
Overview
Murmuration defines agents, subagents, skills, instructions, tools and pipelines once, then compiles them for each runtime. Knowledge lives in skills and instructions rather than being hard-coded into agents, so a team can drop the same framework into any project.
Highlights
The roadmap has shipped through v1.1, covering an orchestration layer, scoring rubrics, selective dispatch, a concurrency engine with budgets and retries, and cloud sandbox dispatch.