Case study

devtools2024

MCP Wrapper

Model Context Protocol tooling built during engagement with Flo Labs for streamlining AI integrations.

Building the tools that build the tools

Field notes

Role

Contract Developer

Context

Flo Labs

Read order

Evidence first, then constraint → build → proof. Use the chapter rail to jump sections; orbit to adjacent work from the bottom of the case study.

DevTools Arsenal✦III-Class Dwarf

Evidence

System surface

No public screenshot on file—generative preview stands in for the visual layer.

Signature viewpreview

Story arc

How this shipped

Building the tools that build the toolsThree beats: what pressed against the work, how the stack answered, and what changed once it was live.

I · Constraint

The brief

Integrating MCP servers into projects required repetitive boilerplate and error-prone configuration.

II · Build

The craft

Built wrapper utilities that standardize MCP server integration with typed interfaces and automatic error handling.

III · Proof

What moved after launch

Cuts boilerplate when wiring new MCP servers. Type-safe interfaces catch errors at compile time. Deployed across Flo Labs ecosystem.

Inventory

Stack & signals

MCPAITooling

Tell me what you're building

If you need someone who can own UI, systems, and AI integration without losing the plot—I'm listening. Contract, advisory, or full-time: we'll find the right shape.

Start a Conversation See More Projects

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Case study

devtools2024

MCP Wrapper

Model Context Protocol tooling built during engagement with Flo Labs for streamlining AI integrations.

Building the tools that build the tools

Field notes

Role

Contract Developer

Context

Flo Labs

Read order

Evidence first, then constraint → build → proof. Use the chapter rail to jump sections; orbit to adjacent work from the bottom of the case study.

DevTools Arsenal✦III-Class Dwarf

Evidence

System surface

No public screenshot on file—generative preview stands in for the visual layer.

Signature viewpreview

Story arc

How this shipped

Building the tools that build the toolsThree beats: what pressed against the work, how the stack answered, and what changed once it was live.

I · Constraint

The brief

Integrating MCP servers into projects required repetitive boilerplate and error-prone configuration.

II · Build

The craft

Built wrapper utilities that standardize MCP server integration with typed interfaces and automatic error handling.

III · Proof

What moved after launch

Cuts boilerplate when wiring new MCP servers. Type-safe interfaces catch errors at compile time. Deployed across Flo Labs ecosystem.

Inventory

Stack & signals

MCPAITooling

Tell me what you're building

If you need someone who can own UI, systems, and AI integration without losing the plot—I'm listening. Contract, advisory, or full-time: we'll find the right shape.

Start a Conversation See More Projects