Skip to content
Vecaria
Go Pro

Semantic Tool Search by Description

Search tools by describing your task in natural language — ranked matches with match reasons, free and no sign-up.

The query text is sent to our own VPS for embedding-based ranking — no external AI API is called and queries are not stored; no files are involved.

  • Flow: Task description → ranked matching tools with match reasons
  1. Describe the outcome you want in one sentence — e.g. “turn scanned pages into text”. Tool names are not required.
  2. Review the ranked tool matches — each card shows the tool’s description and why it matched.
  3. Open the tool you need; if nothing clears the relevance floor, follow the keyword-search pointer.
  • Your query text is sent to Vecaria’s own VPS for embedding-based ranking — it leaves your browser; nothing is stored, and there is no Pro cloud path.
  • Limits: 20 queries per minute per IP, up to 200 characters per query.
  • Relevance floor is currently 0.70 (cosine similarity); results below it are not shown — meaningless queries return an empty result set with a keyword-search pointer instead of high-scoring noise.
  • Type “turn scanned documents into text” → get image OCR and similar tools

Open Semantic Tool Search by Description in the tools site →