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Uses

The tools behind the work inthe MCP server case studyand the rest of this portfolio — adopted because they hold up under real use, not because they're new.

AI-assisted development

Claude Code and GitHub Copilot for day-to-day implementation, Opencode for lighter-weight agentic tasks, and an internal MCP server (built in-house — see the case study above) so these agents can operate on the platform's real capabilities instead of guessing from documentation.

Testing & tools