AI agents can lose track of previous work, repeat tasks, or struggle to share context across workflows. Common Context MCP is an open-source Model Context Protocol server exploring a shared context layer for AI agents. ✨ Key capabilities: • Shared context between AI agents • Work checkpointing and progress recovery • Recording failures and roadblocks • File claiming and task coordination Built for developers experimenting with AI agents, MCP-compatible tools, and multi-agent workflows.