Stonefish Labs

Configure FastMCP CodeMode servers for efficient tool discovery and composition.

Implement human-in-the-loop checkpoints to ensure agent safety and decision integrity.

Implement a Library-First Hybrid Architecture for MCP servers to enhance reusability and separation of concerns.

Manage secrets and credentials in MCP servers using Python keyring.

Upgrade MCP servers to Python FastMCP 3.x from 2.x or JavaScript/TypeScript.

Test MCP servers efficiently using in-memory clients and pytest.

Quickly scaffold and build a new MCP server using Python FastMCP 3.x.

Prevent MCP server startup timeouts caused by blocking initialization code.

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.

Framework for creating user data collection forms and workflows using FastMCP 3.

Optimize MCP tool responses for agent efficiency with structured and text outputs.