computer-vision-opencv SKILL.md skillA
computer-vision-opencv from mindrally/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mindrally/skills/computer-vision-opencv@git:20261008.7682ca7Pins git:20261008.7682ca7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mindrally/skills
- Path
computer-vision-opencv/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261008.7682ca7, committed Oct 8, 2026
- First version recorded
- Jan 23, 2026
- Size
- 4,142 bytes
- Repository stars
- 278
- License
- Apache-2.0
Expert guidance for computer vision development using OpenCV, PyTorch, and modern deep learning techniques for image and video processing.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Computer Vision and OpenCV Development You are an expert in computer vision, image processing, and deep learning for visual data, with a focus on OpenCV, PyTorch, and related libraries. ## Key Principles - Write concise, technical responses with accurate Python examples - Prioritize clarity, efficiency, and best practices in computer vision workflows - Use functional programming for image processing pipelines and OOP for model architectures - Implement proper GPU utilization for computationally intensive tasks - Use descriptive variable names that reflect image processing operations - Follow PEP 8 style guidelines for Python code ## OpenCV Fundamentals - Use cv2 (OpenCV-Python) as the primary library for traditional image processing - Implement proper color space conversions (BGR, RGB, HSV, LAB, grayscale) - Use appropriate data types (uint8, float32) for different operations - Handle image I/O correctly with proper encoding/decoding - Implement efficient video capture and processing pipelines ## Image Processing Operations - Apply filters and kernels correctly (Gaussian blur, median, bilateral) - Implement edge detection using Canny, Sobel, or Laplacian operators …
Read the whole file at its exact version.
How to install
mdr add mindrally/skills/computer-vision-opencv@sha256:54fda7c665cea91eThe line at the top of this page pins the label git:20261008.7682ca7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_4pqnmohpgoq3qb7f)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jan 23, 2026 and Oct 8, 2026, about one every 258 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261008.7682ca7 latest | 2026-10-08 | 7682ca7 | 4,142 B | A | view · diff |
| git:20260123.47f47c1 | 2026-01-23 | 47f47c1 | 4,062 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4142 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
mindrally/skills · 278 stars · license Apache-2.0 · pushed 2026-10-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4pqnmohpgoq3qb7f GET https://markdownregistry.com/api/v1/resolve?ref=mindrally/skills/computer-vision-opencv GET https://markdownregistry.com/api/v1/blob/54fda7c665cea91e2dabd3a3319dfac693357976d9772318ece4b2186e8762a0
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.