16humans

This really helps you see who opens the option space and who keeps the system boring.

The whole concept of moving beyond traditional job titles like frontend or backend developer is quite compelling. It seems like the industry is shifting towards how you operate a machine rather than just the lines of code you produce. The idea that competence is table stakes now, and style is the differentiator, resonates with my current workflow. I appreciate that the CLI runs locally and parses your Claude or Codex transcripts on your own hardware. The fact that raw prompt text never leaves your machine unless you opt in is a strong point for data privacy. However, the distinction between the free type and the paid suite might be confusing for some. The quiz alone might not be enough to capture the nuance of your working style. The receipts add necessary evidence, but you need the full suite to see every trait ranked against the cohort. It is an interesting experiment in measuring output in terms of behavioral signals rather than just commit counts or stars. The weekly digest and leaderboard features suggest a community aspect that could be useful for networking.

From the information available, the system offers a comprehensive look at how one operates with AI assistants. The distinction between the quiz responses and the actual transcript data seems robust. Reading how the agent processes local transcripts without uploading raw prompts to their servers provides a sense of privacy that is often missing. The four guilds and sixteen archetypes create a structured way to understand team dynamics. While the free tier gives a basic type, the suite appears necessary for the full percentile breakdown. The gap between what you claim and what you do is highlighted effectively. It feels like a genuine tool for modern developers rather than just another personality test.

The receipts clearly show where my self image disagrees with my actual behavior, which is exactly what I needed.