Mac Anderson

A coding agent that builds it's own tools and mines it's own skills and always ships with receipts.

Wire up a Harbor benchmark adapter and run your coding agent side-by-side with industry-leading agents. Arena adds regression checks so your agent keeps improving instead of drifting or degrading, and shows — fairly and without bias — how it stacks up against Claude Code, Gemini, and other top code agents.

Connect Claude Code to your Oxagen workspace — typed ontology access, durable agent memory, multi-agent coordination, and 50+ slash commands. Engineered for code, but the same surface powers incident response, security triage, customer-impact analysis, and research workflows.

Examples for the Stella CLI — settings profiles, lifecycle hooks, custom agents, commands, tools, skills, MCP config, and fleet workflows

Coding-agent benchmarks as a live, side-by-side contest — seat agents, race them on the same tasks, watch transcripts and scores stream in real time.

Claude Code plugin: trace every tool call and gate Stop on a hidden, one-bit oracle. Reference plugin for macanderson.com/research.