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MCP live MCP 2025-11-25

mcp.moltlinestudio.com

mcp.moltlinestudio.com/vision

MCP endpoint submitted at 2026-08-20T08:54:02+00:00

Uptime
100.0%
1 direct probes · 30d
Response
877ms
last probe
Tools
6
callable
Resources
0
readable
Prompts
0
available

Tools · 6

image_probe

Read an image's format and pixel size from its header alone. FREE. Dimensions live in the first few dozen bytes of PNG, JPEG, GIF, BMP and WebP, so a base64 prefix is enough - you do not need to send…

bbox_convert

Convert bounding boxes between COCO, Pascal VOC and YOLO. FREE. The three formats disagree on everything: COCO is [x, y, width, height], VOC is [x1, y1, x2, y2], YOLO is [cx, cy, w, h] normalised to …

resize_plan

Work out the exact scale, padding and crop for a model input size. FREE. Returns the numbers you need to transform boxes alongside the image, which is the step that usually gets skipped. Typical inpu…

colour_check

Check a colour pair against the WCAG contrast thresholds. FREE. Uses the WCAG 2 relative-luminance formula, so the number matches what an accessibility audit will report. Typical input {"foreground":…

nms

Remove duplicate detections of the same object. PREMIUM (license). Greedy non-maximum suppression: keep the highest-scoring box, drop everything overlapping it above the threshold, repeat. Ties break…

detection_metrics

Score detections against ground truth and show the working. PREMIUM (license). Greedy matching at the IoU threshold, highest-confidence prediction first, each ground-truth box matched at most once - …

How to use

Add to your Claude Desktop / Cursor / Cline MCP config:

{
  "mcpServers": {
    "mcp.moltlinestudio.com": {
      "url": "https://mcp.moltlinestudio.com/vision",
      "transport": "http"
    }
  }
}