
Applied research in autonomous systems, agents, and AI black magic.
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Optimize MCP tool responses for agent efficiency with structured and text outputs.
Prevent MCP server startup timeouts caused by blocking initialization code.
Upgrade MCP servers to Python FastMCP 3.x from 2.x or JavaScript/TypeScript.
Implement a Library-First Hybrid Architecture for MCP servers to enhance reusability and separation of concerns.
Implement human-in-the-loop checkpoints to ensure agent safety and decision integrity.
Design and register tools for FastMCP 3.x servers with best practices.
The Reef is a public marketplace for Stonefish Labs plugins, offering a variety of tools for development and integration.
Configure FastMCP CodeMode servers for efficient tool discovery and composition.
Test MCP servers efficiently using in-memory clients and pytest.
Quickly scaffold and build a new MCP server using Python FastMCP 3.x.
Framework for creating user data collection forms and workflows using FastMCP 3.
Manage secrets and credentials in MCP servers using Python keyring.