About FitForTool

FitForTool is a directory for vibe coders and agent builders. The question is never "what is the best AI?" It is "which tool should I use for this job?" Coding agents, MCP servers, voice, video, meeting notes, local models: each one is its own test and its own ranking.

The score is a public 0–100 FitScore from a hands-on run. An agent runs the published task where that is how the product works. A person reviews the result before it is published. Failures stay in the write-up. The method and the no-pay-to-rank rule are part of the product, not a footer disclaimer.

This version is the launch catalog. Fifteen jobs, the candidate tools, and the tests written down. No FitScores yet, on purpose. Inventing a number to make the tables look finished would break the only thing the site is for.

The site is meant to live at FitForTool.com. The domain is being bought and is not pointed here yet. A weekly note is sent with Resend once that account is connected. Until then, signup stores nothing.

Corrections, retests, and ordinary feedback go through contact. We do not sell rank.