MCP server enabling AI assistants to search Wikimedia Commons images with metadata and visual previews
Single tool with well-structured schema and clear descriptions. The tool name starts with a verb (search_), parameters are fully typed with constraints, and descriptions are detailed and actionable. Output schema is documented in the description. Error handling returns structured responses with actionable guidance. Main limitation: this is a single-tool server, so composition patterns cannot be fully evaluated. The tool demonstrates above-average quality for community servers but lacks some production refinements like batch operations or dry-run capabilities.
Search for images on Wikimedia Commons with metadata including download URLs and optional thumbnail composite image for visual comparison. Use results to e.g. fetch full images that are relevant for your task.
No dry-run or confirmation capability for thumbnail generation, which can be computationally expensive
Response truncation warning uses markdown formatting, which may not render in all LLM contexts
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | D | 59 | 2026-07-28+ | v2 |
| 2026-03-09 | D | 51 | - | v1 |