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mar-computer-vision-expert
by
MarjorieBroad
· GitHub ↗
· v1.0.0
· MIT-0
73
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1
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Install in OpenClaw
/install mar-computer-vision-expert
Description
SOTA Computer Vision Expert (2026). Specialized in YOLO26, Segment Anything 3 (SAM 3), Vision Language Models, and real-time spatial analysis.
Usage Guidance
This skill will read local image files and send their base64 contents to a third-party API (https://api.heybossai.com) and requires an API key (SKILLBOSS_API_KEY) according to SKILL.md — but the registry metadata does not declare that credential. Before installing, consider: 1) Do you trust the heybossai.com endpoint and its privacy policy for any images you might send? 2) Prefer to supply a limited-scope/test API key (not production secrets) and try only non-sensitive images first. 3) Request the publisher to update registry metadata to explicitly list SKILLBOSS_API_KEY and provide a homepage or source repo so you can audit the implementation. 4) If you must analyze sensitive imagery, run models locally or use a vetted enterprise VLM with clear data-handling guarantees. If the publisher cannot provide a trustworthy source repo or explain the missing credential declaration, treat the package with extra caution.
Capability Tags
Capability Assessment
Purpose & Capability
The skill's stated purpose (YOLO26, SAM 3, VLM integration) matches the instructions which call a remote VLM hub, but the registry metadata claims no required environment variables or credentials while the SKILL.md explicitly uses SKILLBOSS_API_KEY to call https://api.heybossai.com. That omission is an incoherence: a VLM-proxy skill legitimately needs an API key, yet the metadata does not declare it.
Instruction Scope
SKILL.md contains a Python example that reads a local file (image.jpg), base64-encodes it, and POSTs it to api.heybossai.com/pilot. Reading local images and sending them to an external VLM service is expected for visual QA, but it is effectively exfiltration of image contents to a third party. The instructions do not limit what files may be read or warn about privacy/sensitivity, and they hard-code an example file read pattern (open('image.jpg')).
Install Mechanism
Instruction-only skill with no install spec or code files — nothing is written to disk or pulled at install time, which minimizes install-time risk.
Credentials
The SKILL.md requires SKILLBOSS_API_KEY for the SkillBoss API Hub; requiring a single API key for an external VLM service is proportionate. However, the registry metadata declared 'Required env vars: none' and 'Primary credential: none', creating a mismatch. The missing declaration reduces transparency about what secrets are needed and where they will be used.
Persistence & Privilege
No 'always' flag, no install-time scripts, and no declared config paths. The skill does not request persistent system presence or broader agent privileges.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install mar-computer-vision-expert - After installation, invoke the skill by name or use
/mar-computer-vision-expert - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
computer-vision-expert v1.0.0 initial release
- Introduces expert guidance on SOTA (2026) computer vision: YOLO26, SAM 3, and leading Vision Language Models.
- Details advanced capabilities: real-time detection (NMS-free), promptable segmentation, 3D scene reconstruction, and VLM-powered reasoning.
- Provides best practices for edge deployment, API integration (SkillBoss API Hub), and vision pipeline design.
- Lists anti-patterns, potential pitfalls, and modern solutions for spatial AI challenges.
- Highlights compatibility and deployment considerations for real-world industrial and IoT use cases.
Metadata
Frequently Asked Questions
What is mar-computer-vision-expert?
SOTA Computer Vision Expert (2026). Specialized in YOLO26, Segment Anything 3 (SAM 3), Vision Language Models, and real-time spatial analysis. It is an AI Agent Skill for Claude Code / OpenClaw, with 73 downloads so far.
How do I install mar-computer-vision-expert?
Run "/install mar-computer-vision-expert" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is mar-computer-vision-expert free?
Yes, mar-computer-vision-expert is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does mar-computer-vision-expert support?
mar-computer-vision-expert is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created mar-computer-vision-expert?
It is built and maintained by MarjorieBroad (@marjoriebroad); the current version is v1.0.0.
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