Tell it the task. Get the tool.
Describe what you want to do in your own words. The finder matches your task against 139 hand-checked tools and explains why each one fits — no invented capabilities, only what the directory has verified.
Best for: skipping category browsing entirely — start from the job, not the tool type.
How the finder decides
The finder is deliberately simple. Your description is matched against a fixed set of task signals — writing, coding, research, images, video, music, transcription, presentations, meetings, privacy-sensitive work, local execution, and budget constraints. Each signal maps to the verified listings that genuinely serve that task, and every result shows the exact signals that fired, so a recommendation is never a black box.
It is a rule-based matcher over the hand-checked database, not a language model — that is the point. It cannot invent tools, hallucinate capabilities, or recommend anything that is not in the verified catalogue. When nothing in the directory confidently fits, it says so instead of guessing. The trade-off is honest: describe the task the way you would to a colleague, mentioning what you make, the format you need, and whether it must be free.
Matching detail: your words are matched against task signals mapped to verified listings; every recommendation cites the signals that triggered it. It is a transparent rule-based matcher over the hand-checked database — not a language model, so it cannot invent tools or capabilities that are not listed.