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.; gnosis-mcp: Gnosis MCP ingests documentation from local files, git history, and web crawls, making them searchable via MCP tools with hybrid keyword and semantic search. It supports SQLite and PostgreSQL backends, integrates with editors like Claude Code and VS Code, and requires zero configuration to start.
Developing new AI agents with a standard interface
AI agents query documentation to avoid hallucinations and get precise answers.