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MCP Server for CVDLT(Computer Vision & Deep Learning Tools)

@MRonaldo-gif

代码仓库

基本信息

分类

生产力

许可证

GPL-3.0

传输方式

stdio

作者

MRonaldo-gif

关于 MCP Server for CVDLT

The repo is based on Model Context procotol of Python SDK, including DL models in CV, and provide the abilities to the LLM or vLLM model

#mcp-server#computer-vision#deep-learning

MCP Server for CVDLT 配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "mcp-server-cvdlt": {
      "command": "uv",
      "args": [
        "sync"
      ]
    }
  }
}

MCP Server for CVDLT 工具

4

Detect objects in an image using YOLOv10

Segment objects in an image using YOLOv8

Segment entire image using Ultralytics SAM

Estimate human poses in an image using YOLOv8

概览

What is MCP Server for CVDLT(Computer Vision & Deep Learning Tools)?

A Python server implementing the Model Context Protocol (MCP) for image object detection, segmentation, and pose estimation using Ultralytics models (YOLOv10, YOLOv8, SAM). It is built on the MCP Python SDK and designed for integration with MCP-compatible clients.

How to use MCP Server for CVDLT(Computer Vision & Deep Learning Tools)?

Install dependencies with uv sync and download required model weights (yolov10b.pt, yolov8n-seg.pt, yolov8n-pose.pt, sam_b.pt) into the ./checkpoints directory. Start the server in stdio mode with python server.py or in SSE mode with python server.py sse [port]. For Claude Desktop, add an SSE entry in claude_desktop_config.json.

Key features of MCP Server for CVDLT(Computer Vision & Deep Learning Tools)

  • Detect objects in images using YOLOv10
  • Segment objects in images using YOLOv8
  • Segment entire images using Ultralytics SAM
  • Estimate human poses in images using YOLOv8
  • Support for local file paths and network image URLs
  • MCP tool integration with stdio and SSE transport protocols

Use cases of MCP Server for CVDLT(Computer Vision & Deep Learning Tools)

  • Detect and classify objects in images with bounding box output
  • Generate object-level segmentation masks for images
  • Perform whole-image segmentation using SAM
  • Estimate human pose keypoints from images
  • Integrate computer vision capabilities into MCP-based applications

常见问题

1

What model files are required?

The server requires `yolov10b.pt`, `yolov8n-seg.pt`, `yolov8n-pose.pt`, and `sam_b.pt` placed in the `./checkpoints` directory.

2

What types of image inputs are supported?

Both local paths (using `file://` or relative paths) and network URLs (using `http://` or `https://`) are supported.

3

What transport protocols does the server support?

Stdio (default) and SSE (started with `python server.py sse [port]`).

4

Is there a reference client for testing?

Yes, an MCP Playground client is available at https://github.com/MRonaldo-gif/mcp-playground-local.

5

Where can I download the required model weights?

Download links are provided in the Ultralytics documentation for YOLOv10, YOLOv8, and SAM‑2 models.

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