CodeResite AI

The problem

Connecting generative AI agents to real-world developer tools and databases typically requires writing brittle, bespoke API wrappers for every service, introducing security risks and tool-calling friction for software engineers.

The approach

1. 01

   Adopted the Model Context Protocol (MCP) standard to structure uniform two-way tool definitions between AI models and developer services.

2. 02

   Designed and implemented 30+ modular utilities across AST code analysis, regex testing, API mocking, and token optimization with strict permission boundaries.

3. 03

   Ensured zero-retention ephemeral execution where developer payloads are processed in-memory and never stored on third-party servers.

The result

Shipped a functional developer utility workbench demonstrating practical Model Context Protocol integration, serving as an architectural reference for safe AI tool calling.