
Applied research in autonomous systems, agents, and AI black magic.
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Implement a Library-First Hybrid Architecture for MCP servers to enhance reusability and separation of concerns.
Quickly scaffold and build a new MCP server using Python FastMCP 3.x.
Prevent MCP server startup timeouts caused by blocking initialization code.
Framework for creating user data collection forms and workflows using FastMCP 3.
Upgrade MCP servers to Python FastMCP 3.x from 2.x or JavaScript/TypeScript.
Optimize MCP tool responses for agent efficiency with structured and text outputs.
Test MCP servers efficiently using in-memory clients and pytest.
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.
Manage secrets and credentials in MCP servers using Python keyring.
Configure FastMCP CodeMode servers for efficient tool discovery and composition.