A
security-
licenseA
qualityEnables AI assistants to download images from URLs and perform basic image optimization tasks.
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๐ช ImageSorcery MCP
ComputerVision ใใผในใฎ๐ช AI ใขใทในใฟใณใ็จ็ปๅ่ช่ญใใใณ็ทจ้ใใผใซใฎ้ญๆณ
โ ImageSorcery MCPใชใ
AI ใขใทในใฟใณใใฏ็ปๅใๆฑใ้ใซใฏๅถ้ใใใใพใใ
โ ็ปๅใ็ดๆฅๅคๆดใพใใฏๅๆใใใใจใฏใงใใพใใ
โ ็ปๅใฎๅใๅใใใตใคใบๅคๆดใๅ ๅทฅใใงใใชใ
โ ไธ้จใฎLLMใฏ็ปๅใใ็ฉไฝใๆคๅบใใใใใญในใใๆฝๅบใใใใงใใชใ
โ ่ฆ่ฆ็ใชๆไฝใ่กใใใ่จ่ใซใใ่ชฌๆใฎใฟใซ้ๅฎ
โ ImageSorcery MCPใไฝฟ็จ
๐ช ImageSorcery ใๅผทๅใช็ปๅๅฆ็ๆฉ่ฝใง AI ใขใทในใฟใณใใๅผทๅใใพใใ
โ ็ปๅใๆญฃ็ขบใซๅใๆใใใตใคใบๅคๆดใๅ่ปขใใพใ
โ ็ปๅใซใใญในใใๅณๅฝขใๆใ
โ ๆๅ ็ซฏใฎใขใใซใไฝฟ็จใใฆใชใใธใงใฏใใๆคๅบใใ
โ OCRใไฝฟใฃใฆ็ปๅใใใใญในใใๆฝๅบใใ
โ ่ฉณ็ดฐใช็ปๅใกใฟใใผใฟใๅๅพใใ
โ ใชใใธใงใฏใๆคๅบใOCR ใชใฉใซใๅน ๅบใไบๅใใฌใผใใณใฐๆธใฟใขใใซใไฝฟ็จใงใใพใ
AI ใซ็ปๅใฟในใฏใฎๆฏๆดใไพ้ ผใใใ ใใงใ:
ใใใใใฎๅ็ใใใฉใซใใผใฎ
photosใใpetsใใฉใซใใผใซใณใใผใใใ
ใphoto.jpg ใง็ซใ่ฆใคใใ้ซใใจๅน ใๅๅใซๅใๅใฃใฆใ็ซใไธญๅคฎใซใใใใใซใใพใใ
๐***ใใณใ:*ใใกใคใซใธใฎใใซใในใไฝฟ็จใใฆใใ ใใใ
ใ
foduucom/web-form-ui-field-detectionใขใใซใไฝฟ็จใใฆใใใฎform.jpgใฎใใฉใผใ ใใฃใผใซใใๆฐๅคๅใใ่จ่ฟฐใใใใใฃใผใซใใฎใชในใใform.mdใซๅ ฅๅใใพใใใ๐***ใใณใ:*ใขใใซใจไฟก้ ผๅบฆใๆๅฎใใพใใ
๐***ใใณใ:*้ฉๅใชใใผใซใไฝฟ็จใใใใใใซใใuse imagesorceryใใ่ฟฝๅ ใใพใใ
ใใชใใฎใใผใซใฏใใใชใใฎ็ฎๆจใ้ๆใใใใใซใไปฅไธใซใชในใใใใฆใใ่คๆฐใฎใใผใซใ็ตใฟๅใใใพใใ
๐ ๏ธ ๅฉ็จๅฏ่ฝใชใใผใซ
้ๅ ท | ่ชฌๆ | ไพใฎใใญใณใใ |
| OpenCVใฎNumPyในใฉใคในใขใใญใผใใไฝฟ็จใใฆ็ปๅใๅใๆใใพใ | ใ็ปๅ 'input.png' ใๅบงๆจ (10,10) ใใ (200,200) ใพใงๅใๅใใ 'cropped.png' ใจใใฆไฟๅญใใพใใใ |
| OpenCVใไฝฟ็จใใฆ็ปๅใฎใตใคใบใๅคๆดใใพใ | ใ็ปๅ 'photo.jpg' ใ 800x600 ใใฏใปใซใซใตใคใบๅคๆดใใ 'resized_photo.jpg' ใจใใฆไฟๅญใใพใใใ |
| imutils.rotate_bound้ขๆฐใไฝฟ็จใใฆ็ปๅใๅ่ปขใใพใ | ใ็ปๅ 'photo.jpg' ใ 45 ๅบฆๅ่ปขใใฆ 'rotated_photo.jpg' ใจใใฆไฟๅญใใพใใ |
| OpenCVใไฝฟ็จใใฆ็ปๅใซใใญในใใๆ็ปใใ | ใ็ปๅใphoto.jpgใใฎ๏ผ50,50๏ผใฎไฝ็ฝฎใซใHello Worldใใจใใใใญในใใ่ฟฝๅ ใใๅณไธ้ ใซใCopyright 2023ใใจใใใใญในใใ่ฟฝๅ ใใพใใใ |
| OpenCVใไฝฟ็จใใฆ็ปๅใซ้ทๆนๅฝขใๆ็ปใใพใ | ใ็ปๅ 'photo.jpg' ใซ (50,50) ใใ (150,100) ใพใงใฎ่ตคใๅ่งๅฝขใจใ(200,150) ใใ (300,250) ใพใงใฎๅกใใคใถใใใ้ใๅ่งๅฝขใๆ็ปใใฆใใ ใใใใ |
| ็ปๅใใกใคใซใซ้ขใใใกใฟใใผใฟๆ ๅ ฑใๅๅพใใพใ | ใ็ปๅ 'photo.jpg' ใฎใกใฟใใผใฟๆ ๅ ฑใๅๅพใใใ |
| Ultralyticsใฎใขใใซใไฝฟ็จใใฆ็ปๅๅ ใฎใชใใธใงใฏใใๆคๅบใใพใ | ใไฟก้ ผๅบฆใใใๅค0.4ใง็ปๅใphoto.jpgใๅ ใฎใชใใธใงใฏใใๆคๅบใใพใใ |
| ใใญในใใฎ่ชฌๆใซๅบใฅใใฆ็ปๅๅ ใฎใชใใธใงใฏใใๆค็ดขใใพใ | ใไฟก้ ผๅบฆ้พๅค 0.4 ใงใ็ปๅ 'photo.jpg' ๅ ใฎใในใฆใฎ็ฌใ่ฆใคใใฆใใ ใใใ |
| ใขใใซใใฃใฌใฏใใชๅ ใฎๅฉ็จๅฏ่ฝใชใในใฆใฎใขใใซใไธ่ฆง่กจ็คบใใพใ | ใใขใใซใใฃใฌใฏใใชๅ ใฎๅฉ็จๅฏ่ฝใชใในใฆใฎใขใใซใไธ่ฆง่กจ็คบใใใ |
| EasyOCRใไฝฟ็จใใฆ็ปๅใซๅฏพใใฆๅ ๅญฆๆๅญ่ช่ญ๏ผOCR๏ผใๅฎ่กใใพใ | ใOCRใไฝฟ็จใใฆ็ปๅใdocument.jpgใใใ่ฑ่ชใฎใใญในใใๆฝๅบใใพใใ |
๐***ใใณใ:*ๅใใผใซใฎ่ฉณ็ดฐๆ ๅ ฑใจไฝฟ็จๆนๆณใซใคใใฆใฏใใใผใซใฎ
๐ ใฏใใใซ
่ฆไปถ
Python 3.10ไปฅไธClaude.appใClineใใพใใฏไปใฎMCPใฏใฉใคใขใณใ
ใคใณในใใผใซ
1. Load MCP documentation if you have the tool for it. It will give you path to *MCP-configuration file* and other needed instructions.
2. Run command `python -m venv imagesorcery-mcp`
3. Run command `source imagesorcery-mcp/bin/activate`
For windows bash run command `source imagesorcery-mcp/Scripts/activate`
For windows cmd run command `imagesorcery-mcp\Scripts\activate`
4. Run command `pip install imagesorcery-mcp`
5. Run command `imagesorcery-mcp --post-install`
6. Create or modify *MCP-configuration file*.
7. Add the `imagesorcery-mcp` server configuration to the `mcpServers` object in the *MCP-configuration file*
`"imagesorcery-mcp": {"command": "/full/path/to/venv/bin/imagesorcery-mcp","timeout": 100}`
8. Get available models using `get_models` tool from `imagesorcery-mcp`
9. Attempt completion, indicating that the installation and configuration are complete.
**ไปฎๆณ็ฐๅขใไฝๆใใฆใขใฏใใฃใๅใใ (ๅผทใๆจๅฅจ):**ใในใฆใฎใณใณใใผใใณใใ็นใซ
clipใใใฑใผใธ (ใคใณในใใผใซๅพใฎในใฏใชใใใซใใฃใฆใคใณในใใผใซใใใ) ใ็ขบๅฎใซใคใณในใใผใซใใใซใฏใuv venvใpython -m venv imagesorcery-mcp source imagesorcery-mcp/bin/activate # For Linux/macOS # source imagesorcery-mcp\Scripts\activate # For Windowsใขใฏใใฃใๅใใใไปฎๆณ็ฐๅขใซใใใฑใผใธใใคใณในใใผใซใใพใใpip
pip``uv pipใไฝฟ็จใงใใพใใpip install imagesorcery-mcp # OR, if you prefer using uv for installation into the venv: # uv pip install imagesorcery-mcp**ใคใณในใใผใซๅพใฎในใฏใชใใใๅฎ่กใใ๏ผ**ใใฎในใใใใฏ้ๅธธใซ้่ฆใงใใๅฟ ่ฆใชใขใใซใใใฆใณใญใผใใใGitHubใใ
clipPythonใใใฑใผใธใใขใฏใใฃใใชไปฎๆณ็ฐๅขใซใคใณในใใผใซใใใใจใใพใใimagesorcery-mcp --post-install
ไบๅใใฌใผใใณใฐๆธใฟใฎใขใใซใไฟๅญใใใใใฎ
modelsใใฃใฌใฏใใช (้ๅธธใฏไปฎๆณ็ฐๅขใฎ site-packages ใใฃใฌใฏใใชๅ ใใพใใฏใฐใญใผใใซใซใคใณในใใผใซใใใฆใใๅ ดๅใฏใฆใผใถใผๅบๆใฎๅ ดๆ) ใไฝๆใใพใใใใใซๅๆ
models/model_descriptions.jsonใใกใคใซใ็ๆใใพใใdetectใใผใซใซๅฟ ่ฆใชใใใฉใซใใฎ YOLO ใขใใซ (yoloe-11l-seg-pf.ptใyoloe-11s-seg-pf.ptใyoloe-11l-seg.ptใyoloe-11s-seg.pt) ใใใฎmodelsใใฃใฌใฏใใชใซใใฆใณใญใผใใใพใใUltralyticsใฎGitHubใชใใธใใชใใ**
clipPythonใใใฑใผใธใใขใฏใใฃใใชPython็ฐๅขใซ็ดๆฅใคใณในใใผใซใใใใจใใพใ**ใใใใฏใfindใใผใซใฎใใญในใใใญใณใใๆฉ่ฝใซๅฟ ่ฆใงใใfindใใผใซใซๅฟ ่ฆใช CLIP ใขใใซ ใใกใคใซใmodelsใใฃใฌใฏใใชใซใใฆใณใญใผใใใพใใ
ใใฎใใญใปในใใใคใงใๅฎ่กใใฆใใใใฉใซใใฎใขใใซใๅพฉๅ
ใใ clipใคใณในใใผใซใ่ฉฆ่กใงใใพใใ
**
uv venvใไฝฟ็จใใไปฎๆณ็ฐๅขใฎไฝๆ:**ใในใใฎ็ตๆใuv venvใงไฝๆใใใไปฎๆณ็ฐๅขใซใฏpipใๅซใพใใฆใใชใๅฏ่ฝๆงใใใใimagesorcery-mcp --post-installในใฏใชใใใGitHubใใclipใใใฑใผใธใ่ชๅ็ใซใคใณในใใผใซใงใใชใๅฏ่ฝๆงใใใใพใ๏ผclipใคใณในใใผใซๆ้ ใงใNo module named pipใใจใฉใผใ็บ็ใใๅฏ่ฝๆงใใใใพใ๏ผใuv venvuv venvใไฝๆใใฆใขใฏใใฃใๅใใพใใimagesorcery-mcpใใคใณในใใผใซใใพใ:uv pip install imagesorcery-mcpใใขใฏใใฃใใช
uv venvใซclipใใใฑใผใธใๆๅใงใคใณในใใผใซใใพใใuv pip install git+https://github.com/ultralytics/CLIP.gitimagesorcery-mcp --post-installใๅฎ่กใใฆใใ ใใใใขใใซใฏใใฆใณใญใผใใใใพใใใclipPythonใใใฑใผใธใฎใคใณในใใผใซใซๅคฑๆใใๅฏ่ฝๆงใใใใพใใpost-installในใฏใชใใใซใใclip่ชๅใคใณในใใผใซใใใในใ ใผใบใซ่กใใซใฏใไปฎๆณ็ฐๅขใไฝๆใใ้ใซpython -m venv๏ผไธ่จใฎๆ้ 1ใๅ็ ง๏ผใไฝฟ็จใใใใจใใๅงใใใพใใ
uvx imagesorcery-mcp --post-installuvxใง็ดๆฅใคใณในใใผใซๅพใฎในใฏใชใใใๅฎ่กใใใจ๏ผไพ๏ผuvx imagesorcery-mcp --post-install๏ผใclipPython ใใใฑใผใธใฎใคใณในใใผใซใซๅคฑๆใใๅฏ่ฝๆงใใใใพใใใใใฏใuvx``uvxไฝๆใใใไธๆ็ฐๅขใงใฏ้ๅธธใในใฏใชใใใไฝฟ็จใงใใใใใชpipใ็จๆใใใฆใใชใใใใงใใใขใใซใฏใใฆใณใญใผใใใใพใใใใใฎใณใใณใใงใฏclipใใใฑใผใธใฏใคใณในใใผใซใใใพใใใuvx ใไฝฟ็จใใฆใกใคใณใฎimagesorcery-mcpใตใผใใผใๅฎ่กใใclipๆฉ่ฝใๅฟ ่ฆใชๅ ดๅใฏใuvxใๆคๅบใงใใใขใฏใปในๅฏ่ฝใช Python ็ฐๅขใซclipใใใฑใผใธใใคใณในใใผใซใใใฆใใใใจใ็ขบ่ชใใใใpython -m venvใงไฝๆใใใๆฐธ็ถ็ใช็ฐๅขใซimagesorcery-mcpใใคใณในใใผใซใใใใจใๆค่จใใๅฟ ่ฆใใใใพใใ
โ๏ธ MCP ใฏใฉใคใขใณใใฎๆงๆ
MCPใฏใฉใคใขใณใใซไปฅไธใฎ่จญๅฎใ่ฟฝๅ ใใฆใใ ใใใใคใณในใใผใซๅพใ imagesorcery-mcpใทในใใ ใฎPATHใซๅซใพใใฆใใๅ ดๅใฏใ imagesorcery-mcpใณใใณใใจใใฆ็ดๆฅไฝฟ็จใงใใพใใใใใงใชใๅ ดๅใฏใๅฎ่กใใกใคใซใธใฎใใซใในใๆๅฎใใๅฟ
่ฆใใใใพใใ
"mcpServers": {
"imagesorcery-mcp": {
"command": "imagesorcery-mcp", // Or /full/path/to/venv/bin/imagesorcery-mcp if installed in a venv
"transportType": "stdio",
"autoApprove": ["detect", "crop", "get_models", "draw_texts", "get_metainfo", "rotate", "resize", "classify", "draw_rectangles", "find", "ocr"],
"timeout": 100
}
}
"mcpServers": {
"imagesorcery-mcp": {
"command": "imagesorcery-mcp.exe", // Or C:\\full\\path\\to\\venv\\Scripts\\imagesorcery-mcp.exe if installed in a venv
"transportType": "stdio",
"autoApprove": ["detect", "crop", "get_models", "draw_texts", "get_metainfo", "rotate", "resize", "classify", "draw_rectangles", "find", "ocr"],
"timeout": 100
}
}
๐ฆ ่ฟฝๅ ใขใใซ
ไธ้จใฎใใผใซใงใฏใ modelsใใฃใฌใฏใใชใซ็นๅฎใฎใขใใซใ็จๆใใใฆใใๅฟ
่ฆใใใใพใใ
# Download models for the detect tool
download-yolo-models --ultralytics yoloe-11l-seg
download-yolo-models --huggingface ultralytics/yolov8:yolov8m.pt
ใขใใซใใใฆใณใญใผใใใใจใในใฏใชใใใฏmodels/model_descriptions.jsonใใกใคใซใ่ชๅ็ใซๆดๆฐใใพใใ
Ultralytics ใขใใซใฎๅ ดๅ: ่ชฌๆใฏ
src/imagesorcery_mcp/scripts/create_model_descriptions.pyใงไบๅๅฎ็พฉใใใฆใใใๅใขใใซใฎ็ฎ็ใใตใคใบใ็นๆงใซ้ขใใ่ฉณ็ดฐๆ ๅ ฑใๅซใพใใฆใใพใใHugging Faceใขใใซใฎๅ ดๅ๏ผ่ชฌๆๆใฏHugging Face Hubใฎใขใใซใซใผใใใ่ชๅ็ใซๆฝๅบใใใพใใในใฏใชใใใฏใใขใใซใคใณใใใฏในใพใใฏ่ชฌๆๆใฎๆๅใฎ่กใใใขใใซๅใๅๅพใใใใจใใพใใ
ใขใใซใใใฆใณใญใผใใใๅพใ models/model_descriptions.jsonใฎ่ชฌๆใ็ขบ่ชใใๅฟ
่ฆใซๅฟใใฆ่ชฟๆดใใฆใใขใใซใฎๆฉ่ฝใใฆใผในใฑใผในใซ้ขใใใใๆญฃ็ขบใง่ฉณ็ดฐใชๆ
ๅ ฑใๆไพใใใใจใใๅงใใใพใใ
๐ค ่ฒข็ฎใใ
ใใฃใฌใฏใใชๆง้
ใใฎใชใใธใใชใฏๆฌกใฎใใใซๆงๆใใใฆใใพใใ
.
โโโ .gitignore # Specifies intentionally untracked files that Git should ignore.
โโโ pyproject.toml # Configuration file for Python projects, including build system, dependencies, and tool settings.
โโโ pytest.ini # Configuration file for the pytest testing framework.
โโโ README.md # The main documentation file for the project.
โโโ setup.sh # A shell script for quick setup (legacy, for reference or local use).
โโโ models/ # This directory stores pre-trained models used by tools like `detect` and `find`. It is typically ignored by Git due to the large file sizes.
โ โโโ model_descriptions.json # Contains descriptions of the available models.
โ โโโ settings.json # Contains settings related to model management and training runs.
โ โโโ *.pt # Pre-trained model.
โโโ src/ # Contains the source code for the ๐ช ImageSorcery MCP server.
โ โโโ imagesorcery_mcp/ # The main package directory for the server.
โ โโโ __init__.py # Makes `imagesorcery_mcp` a Python package.
โ โโโ __main__.py # Entry point for running the package as a script.
โ โโโ logging_config.py # Configures the logging for the server.
โ โโโ server.py # The main server file, responsible for initializing FastMCP and registering tools.
โ โโโ logs/ # Directory for storing server logs.
โ โโโ scripts/ # Contains utility scripts for model management.
โ โ โโโ README.md # Documentation for the scripts.
โ โ โโโ __init__.py # Makes `scripts` a Python package.
โ โ โโโ create_model_descriptions.py # Script to generate model descriptions.
โ โ โโโ download_clip.py # Script to download CLIP models.
โ โ โโโ post_install.py # Script to run post-installation tasks.
โ โ โโโ download_models.py # Script to download other models (e.g., YOLO).
โ โโโ tools/ # Contains the implementation of individual MCP tools.
โ โโโ README.md # Documentation for the tools.
โ โโโ __init__.py # Import the central logger
โ โโโ *.py # Implements the tool.
โโโ tests/ # Contains test files for the project.
โโโ test_server.py # Tests for the main server functionality.
โโโ data/ # Contains test data, likely image files used in tests.
โโโ tools/ # Contains tests for individual tools.
้็บใปใใใขใใ
ใชใใธใใชใใฏใญใผใณใใพใใ
git clone https://github.com/sunriseapps/imagesorcery-mcp.git # Or your fork
cd imagesorcery-mcp
(ๆจๅฅจ) ไปฎๆณ็ฐๅขใไฝๆใใฆใขใฏใใฃใๅใใพใใ
python -m venv venv
source venv/bin/activate # For Linux/macOS
# venv\Scripts\activate # For Windows
้็บไพๅญ้ขไฟใจใจใใซ็ทจ้ๅฏ่ฝใขใผใใงใใใฑใผใธใใคใณในใใผใซใใพใใ
pip install -e ".[dev]"
ใใใซใใใ imagesorcery-mcpใจ[project.dependencies]ใใใณ[project.optional-dependencies].devใใใฎใในใฆใฎไพๅญ้ขไฟ ( buildใใใณtwineใๅซใ) ใใคใณในใใผใซใใใพใใ
ใซใผใซ
ใใใใฎใซใผใซใฏใไบบ้ใจ AI ใๅซใใในใฆใฎ่ฒข็ฎ่ ใซ้ฉ็จใใใพใใ
ใใญใธใงใฏใๅ ใฎใในใฆใฎ
README.mdใใกใคใซใ่ชญใใงใใ ใใใใใญใธใงใฏใใฎๆง้ ใจ็ฎ็ใ็่งฃใใ่ฒข็ฎใฎใใใฎใฌใคใใฉใคใณใ็่งฃใใฆใใ ใใใใใใ่ชๅใฎใฟในใฏใจใฉใฎใใใซ้ข้ฃใใฆใใใใใใใฆใใใซๅฟใใฆใฉใฎใใใซๅคๆดใๅ ใใในใใใใใ่ใใฆใใ ใใใpyproject.toml่ชญใใงใใ ใใใ[tool.ruff]ใ[tool.ruff.lint]ใ[project.optional-dependencies]ใ[project]dependenciesใฎๅใปใฏใทใงใณใซๆณจๆใใฆใใ ใใใpyproject.toml ใงๅฎ็พฉใใใฆใใใณใผใในใฟใคใซใซๅณๅฏใซๅพใฃใฆใใ ใใpyproject.toml``pyproject.tomlไพๅญ้ขไฟใงๅฎ็พฉใใใฆใใในใฟใใฏใๅณๅฎใใๆญฃๅฝใช็็ฑใใชใ้ใๆฐใใไพๅญ้ขไฟใ่ฟฝๅ ใใชใใงใใ ใใใๆฐ่ฆใใกใคใซใจๆขๅญใใกใคใซใซใณใผใใ่จ่ฟฐใใฆใใ ใใใๆฐใใไพๅญ้ขไฟใๅฟ ่ฆใชๅ ดๅใฏใ
pyproject.tomlใๆดๆฐใใpip install -e .ใพใใฏpip install -e ".[dev]"ใงใคใณในใใผใซใใฆใใ ใใใpip installใง็ดๆฅใคใณในใใผใซใใชใใงใใ ใใใไพใจใใฆใๆขๅญใฎใฝใผในใณใผใใ็ขบ่ชใใฆใใ ใใ๏ผไพ๏ผsrc/imagesorcery_mcp/server.pyใsrc/imagesorcery_mcp/tools/crop.py๏ผใๆขๅญใณใผใใฎใณใผใในใฟใคใซใๅฝๅ่ฆๅใๅ ฅๅบๅใใผใฟๅฝขๅผใใณใผใๆง้ ใใขใผใญใใฏใใฃใชใฉใซๅพใฃใฆใใ ใใใ้ข้ฃใใ
README.mdใใกใคใซใซๅคๆดใๅ ใใฆๆดๆฐใใฆใใ ใใใๆขๅญใฎREADME.mdใใกใคใซใฎๅฝขๅผใจๆง้ ใซๅพใฃใฆใใ ใใใใณใผใใฎใในใใ่จ่ฟฐใใฆใใ ใใใๆขๅญใฎใในใไพ๏ผไพ๏ผ
tests/test_server.pyใtests/tools/test_crop.py๏ผใๅ่ใซใใฆใใ ใใใๆขๅญใฎใในใใฎใณใผใในใฟใคใซใๅฝๅ่ฆๅใๅ ฅๅบๅใใผใฟๅฝขๅผใใณใผใๆง้ ใใขใผใญใใฏใใฃใชใฉใซๅพใฃใฆใใ ใใใใในใใจใชใณใฟใผใๅฎ่กใใฆใใในใฆใๆฉ่ฝใใใใจใ็ขบ่ชใใพใใ
pytest
ruff check .
ๅคฑๆใใๅ ดๅใฏใใณใผใใจใในใใไฟฎๆญฃใใฆใใ ใใใใในใฆใฎๆฐใใใณใผใใฏใชใณใฟใผใซใผใซใซๆบๆ ใใใในใฆใฎใในใใซๅๆ ผใใใใจใๅฟ ้ ใงใใ
ใณใผใใฃใณใฐใฎใใณใ
้ฉๅใชๅ ดๅใฏๅใใณใใไฝฟ็จใใ
ใใผใฟใฎๆค่จผใจใทใชใขใซๅใซใฏpydanticใไฝฟ็จใใ
๐ ่ณชๅใใใใพใใ?
ใใฎใใญใธใงใฏใใซ้ขใใฆใ่ณชๅใๅ้กใใๆๆกใใใใใพใใใใใๆฐ่ปฝใซไธ่จใพใงใๅใๅใใใใ ใใใ
ใใฐใฌใใผใใๆฉ่ฝใชใฏใจในใใซใคใใฆใฏใใชใใธใใชใงๅ้กใ้ใใใจใใงใใพใใ
๐ ใฉใคใปใณใน
ใใฎใใญใธใงใฏใใฏMITใฉใคใปใณในใซๅบใฅใใฆใฉใคใปใณในใใใฆใใพใใใคใพใใMITใฉใคใปใณในใฎๆกไปถใซๅพใฃใฆใใฝใใใฆใงใขใ่ช็ฑใซไฝฟ็จใๆนๅคใ้ ๅธใใใใจใใงใใพใใ
This server cannot be installed
local-only server
The server can only run on the client's local machine because it depends on local resources.
๐ช ImageSorcery MCP
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