About
Toolfitly is an independent directory at toolfitly.com. The founder owns the domain. We publish which AI tools are worth using for a specific job: vibe coding, coding agents, MCP servers, and game development.
It is for builders who already live in this stuff and want a straight answer, not a sponsored roundup.
How a ranking gets made
Every job has one standard test task. Agents run that same task, with the same inputs and time box, on every tool filed under the job. They keep the prompts, outputs, cost, and time. An editor spot-checks the top three before a ranking goes live. The rules are public on How we rank.
As of 15 Oct 2026 the index lists 163 tools and no tested scores. Job pages show candidates and say “Not tested yet”.
No pay-to-play
Rankings cannot be bought. There is no paid placement inside a ranked list, no paid “featured” rank, and no paid way to jump the testing queue. Sponsored modules, if we ever run them, will be labelled Sponsored and will sit outside ranked lists.
Affiliate disclosure
Some links on Toolfitly may be affiliate links. If you buy through one, we may earn a commission, at no extra cost to you. That never changes a score, a rank, or which tools we test. Tools with no affiliate program are ranked the same way.
When a specific outbound link is an affiliate link, the tool page marks it. Launch links go to official sites, and none of them are marked as affiliate links.
Prices
A price and free-tier line is either checked against a source, with the date, or marked “Pricing being checked”. Unverified figures stay visible so you can see what we have, and the marker stays until a source is checked.
Corrections
Vendors and readers can send fact corrections through Suggest a tool. We verify them. A vendor’s word is not a ranking.
Contact hello@toolfitly.com.