mcpbeat

Media Skills

3 019 media skills from 496 authors. They create and process images, video and sound. Half of them fit into 1 966 tokens or less — that is what one costs your context window when the agent loads it. 768 ship runnable scripts rather than instructions alone. 30 of them cannot work without an MCP server, most often rube. We also found 321 copies of these same skills sitting in other people's repositories — counted once here, not 321 times.

3 019 unique 496 authors 1 925 updated this month 160 from vendors

1 966
tokens, median
what a typical one costs in context
768
ship scripts
code that runs, not instructions alone
30
need a server
most often rube
321
copies elsewhere
counted once here, not once per repository

2 305–2 352 of 3 019

page 49 of 63
Run2 Opencv Grayscale
cxcscmu

Convert images to grayscale in-place using OpenCV, including both keyframes and template images.

241 tokens
Run2 Ffmpeg Keyframes
cxcscmu

Extract I-frame keyframes from video files using FFmpeg CLI, saving as zero-padded PNG sequences starting at 001.

276 tokens
Run2 Image Grayscale
cxcscmu

Convert PNG images to grayscale inplace using ImageMagick; covers both keyframes and template images for consistent matching.

273 tokens
Run2 Advanced Technical Pillow
cxcscmu

A skill for advanced technical illustration with Pillow, including complex hardware shapes, cooling fins, and annotation shelf-lines.

394 tokens
Run2 Anthropic Brand Identity
cxcscmu

A skill for managing and applying Anthropic's specific brand identity, including color tokens, typography fallbacks, and technical illustration standards.

352 tokens
Run2 Ffmpeg Extraction
cxcscmu

Advanced FFmpeg techniques for keyframe extraction with quality control.

224 tokens
Run2 Image Processing
cxcscmu

Efficient inplace image processing using ImageMagick's mogrify.

157 tokens
Run2 Image Generation
cxcscmu

Enhanced skill for programmatic design, incorporating system-level dependency management for image generation libraries.

151 tokens
Run2 Image Processing
cxcscmu

Performs image format conversion and color space modification using ImageMagick tools.

123 tokens
Run2 Object Detection
cxcscmu

Counts object occurrences in an image using OpenCV template matching with non-maximum suppression.

267 tokens
Run2 Video Frame Extraction
cxcscmu

Extracts all key frames from a video file into a specified output directory using FFmpeg.

195 tokens
Run2 Ffmpeg Extract
cxcscmu

Extract key frames (I-frames) from a video file into a sequence of images using FFmpeg.

307 tokens
Run2 Imagemagick Grayscale
cxcscmu

Convert a batch of images to grayscale in-place using ImageMagick's mogrify command.

240 tokens
Run2 Object Counting
cxcscmu

Count the number of object occurrences in an image using OpenCV template matching in Python.

425 tokens
Dbscan Custom Distance Clustering
cxcscmu

Implement DBSCAN clustering with a custom weighted Euclidean distance metric controlled by shape_weight parameter. Use this skill to cluster citizen science point annotations on Mars cloud images.

393 tokens
Mars Cloud Data Loading Matching
cxcscmu

Load citizen science and expert annotation datasets, match them by image using file_rad column, handle missing data, and prepare data for clustering evaluation.

503 tokens
Pareto Frontier Optimization
cxcscmu

Execute grid search over DBSCAN hyperparameters, evaluate each combination across all images, filter by F1 threshold, and identify Pareto-optimal solutions balancing F1 score and delta metric.

578 tokens
Extract Video Keyframes to PNG
cxcscmu

Converts an MP4 video file into individual keyframe PNG images. Use this to decompose a video into analyzable still frames. Extracts one keyframe per scene and stores them in the root directory with sequential naming.

101 tokens
Convert Keyframes To Grayscale
cxcscmu

Use this skill to convert extracted keyframe PNG images to grayscale in-place using Python3 and PIL/Pillow. Only convert keyframe images, NOT template images (coin.png, enemy.png, turtle.png).

311 tokens
Count Objects In Frames Using Template Matching
cxcscmu

Use this skill to count coins, enemies, and turtles in grayscale keyframe images using OpenCV template matching with a provided count_objects.py script. Includes robust output parsing and fallback to direct template matching if the script is unavailable.

2k tokens
Video Keyframe Extraction
cxcscmu

Use this skill to extract keyframes (I-frames) from an MP4 video file using ffmpeg. This produces numbered PNG files in a specified output directory.

337 tokens
Convert Images To Grayscale Inplace
cxcscmu

Convert all extracted keyframe PNG images from RGB to grayscale inplace, overwriting the original files. Also convert template images (coin.png, enemy.png, turtle.png) to grayscale. Use this before running object counting.

289 tokens
Extract Video Keyframes
cxcscmu

Extract key frames from an MP4 video file and save them as PNG images in a target directory. Use this skill when you need to convert a video into individual frame images for further analysis.

180 tokens
Mars Cloud Data Grouping
cxcscmu

Organizing annotation data by image identifiers to prepare for image-by-image clustering analysis.

237 tokens
Batch Grayscale Conversion Inplace
cxcscmu

Converts all extracted keyframe images in a directory from RGB to grayscale and overwrites the original files.

178 tokens
Extract Keyframes From Video
cxcscmu

Converts a video file into a series of keyframe images using FFmpeg with specific frame selection filters.

199 tokens
Technical Exploded View Protocol
cxcscmu

Provides the workflow for creating minimalist, low-saturation technical illustrations using the Nova device as a template.

230 tokens
Image Preprocessing
cxcscmu

Convert images to grayscale in-place using OpenCV.

106 tokens
Object Counting
cxcscmu

Count objects in an image using the command-line interface of the object detection script.

129 tokens
Video Frame Extraction
cxcscmu

Use ffmpeg to extract keyframes from a video file into a target directory.

127 tokens
Technical Poster Generation
cxcscmu

Guide for generating technical exploded-view posters using Python (PIL/Pillow). Use this skill when creating engineering diagrams, hardware breakdowns, or product teardowns that require precise layer visualization, annotation leader lines, and technical accuracy. Includes methods for drawing components, layering, annotation, and exporting high-quality images.

2k tokens
Template Object Counting
cxcscmu

Count specific objects in images using template matching with reference object images. Use this skill when you need to detect and count game elements, sprites, or recurring visual patterns in screenshots or game frames using a template image as reference.

865 tokens
Video To Grayscale Frames
cxcscmu

Extract keyframes from MP4 video files and convert them to grayscale. Use this skill when you need to process video files for analysis by extracting I-frames (keyframes) and converting them to grayscale images for computer vision tasks.

602 tokens
Technical Poster Generator
cxcscmu

> Generate technical exploded-view posters of hardware devices using Python Pillow. Use this skill when creating engineering diagrams, exploded-view illustrations, hardware layer breakdowns, or technical documentation posters programmatically.

603 tokens
Grayscale Conversion
cxcscmu

Convert RGB images to grayscale using OpenCV (cv2) in Python. Use this skill when the user needs to convert color images to grayscale for image processing, template matching, or analysis.

239 tokens
Template Object Counting
cxcscmu

Count occurrences of objects in images using OpenCV template matching. Use this skill when the user needs to detect and count specific objects (coins, enemies, items) in game screenshots or similar images using a reference template image.

734 tokens
Video Keyframe Extraction
cxcscmu

Extract key frames (I-frames) from video files using FFmpeg. Use this skill when the user needs to pull out keyframes from MP4, MKV, AVI, or other video formats for analysis or processing.

299 tokens
Technical Exploded View Poster
cxcscmu

> How to generate a technical exploded-view hardware poster as a PNG using Python (matplotlib + Pillow). Use this skill whenever the user asks for an exploded-view diagram, hardware layer diagram, technical product poster, or engineering teardown "PCB diagram", "technical poster", "engineering poster", "teardown illustration".

1k tokens
Image Grayscale Conversion
cxcscmu

Convert RGB color images to grayscale and save them in-place, overriding the original files. Use this skill whenever the user asks to convert images to gray-scale, desaturate photos, or prepare images for grayscale processing pipelines using OpenCV or Pillow.

308 tokens
Video Frame Extraction
cxcscmu

Extract key frames (I-frames) from video files using FFmpeg. Use this skill whenever the user needs to pull keyframes, thumbnails, or important frames from MP4, MKV, AVI, or other video formats. Outputs PNG image files named with zero-padded indices (e.g., keyframes_001.png).

355 tokens
Technical Illustration
cxcscmu

Techniques and Python script patterns for generating technical exploded-view illustrations, including component layering, annotation leader lines, and isometric projection basics. Use this skill when generating hardware diagrams or exploded views.

550 tokens
Image Grayscale
cxcscmu

Use this skill to convert RGB images to grayscale. It provides methods using common libraries like OpenCV or PIL.

237 tokens
Object Counting
cxcscmu

Use this skill to count occurrences of a template image within a larger target image using template matching techniques.

346 tokens
Video Extraction
cxcscmu

Use this skill to extract keyframes from video files using FFmpeg. It covers selecting the right extraction frequency and naming conventions for image sequences.

262 tokens
Image Processing
cxcscmu

Use this skill for image conversion, such as grayscale conversion, to prepare images for analysis.

104 tokens
Object Counting
cxcscmu

Use this skill for counting specific objects (coins, enemies, turtles) in images using template matching.

103 tokens
Video Frame Extraction
cxcscmu

Use this skill to extract key frames from MP4 video files into a target directory.

132 tokens
Ffmpeg Extraction
cxcscmu

Extract key frames (I-frames) from video files using FFmpeg CLI. Use this skill whenever you need to pull out keyframes, thumbnails, or important frames from MP4, MKV, AVI, or other video formats for analysis, previews, or processing.

145 tokens