agent-protocol: The Agent Protocol provides a single common interface for communicating with AI agents, addressing the challenge of diverse agent interfaces and simplifying comparison. It is a tech-stack agnostic API specification, enabling easier development of devtools and fostering ecosystem growth by reducing boilerplate.; kimi-code-mcp: This MCP server integrates Kimi Code (K2.5) with Claude Code, allowing Claude to delegate bulk code reading and analysis to Kimi while focusing on decision-making and code editing. It reduces Claude token consumption by using Kimi's 256K context for cheap, deep code understanding. The tool supports code analysis, querying, session management, and can be configured for different levels of output detail.
Developing new AI agents with a standard interface
Analyze codebase architecture: Kimi reads all files, Claude acts on the report