⚠️Install with caution. This skill has very few installs. Always review the source and verify it on clawhub.ai before installing. Community-built skills run with agent permissions — only install ones you trust.

✍️ Writing & Content

Glmv Caption Tunnelv1.0.2

Name: Glmv Caption Tunnel
Author: tridefender

glmv-caption-tunnel

tridefender

Generate captions (descriptions) for images, videos, and documents using ZhiPu GLM-V multimodal model series. Use this skill whenever the user wants to descr...

latest

Download Package View on ClawHub

Installs (all time)

Installs (current)

Downloads

712

Stars

CreatedApr 18, 2026

UpdatedMay 19, 2026

Install & Quick Start

Install via ClawdBot CLI:

clawdbot install tridefender/glmv-caption-tunnel

Skill Package5 files

📋SKILL.mdmarkdown

Failed to load file.

Quality Score

B63/100

Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.

Market Validation7/35

· 511 downloads (moderate demand)
· No tracked installs (may still have real users via manual install)

Documentation20/25

· SKILL.md present
· Detailed documentation (≥3000 chars)
· Contains usage examples or trigger description
· Detailed summary

Package Completeness11/15

· skillAssets present (4 files)

Security Analysis

💙 Low Risk

UNDOCUMENTED_EXTERNALlow

Calls external URL not in known-safe list

https://github.com/TriDefender/glmv-caption-tunnel

Audited Apr 19, 2026 · audit v1.0

💡

Usage Guide

Generated May 13, 2026

E-commerce managers needing product descriptionsSocial media marketers requiring bulk alt-textCorporate analysts summarizing reports and documentsEducators and e-learning content creatorsHealthcare IT teams working with medical imagingintermediate

💡 Application Scenarios

E-commerce Product Description AutomationE-commerce / Retail

Generate rich, accurate descriptions for product images and videos. This skill can caption multiple product photos at once, enabling faster listing creation for online stores.

Social Media Content AccessibilitySocial Media / Digital Marketing

Automatically produce alt-text and captions for images and videos uploaded to social platforms, improving accessibility for visually impaired users and boosting SEO.

Document Summarization for Office WorkBusiness / Enterprise

Summarize lengthy PDFs, Word docs, or slide decks by extracting key visual and textual information via the GLM-V model, saving time during research or review.

Video Content Analysis for TrainingEducation / E-Learning

Caption educational or training videos, making them searchable by content. Useful for generating transcripts, highlights, or quiz questions from lecture recordings.

Medical Image Interpretation AssistanceHealthcare

Provide initial descriptive captions for medical images (X-rays, MRIs) to support radiologists and clinicians in triage and documentation.

💼 Business Models

API-as-a-Service SubscriptionMonthly/Annual subscription fees

Offer the captioning capability as a monthly API service with tiered pricing based on number of requests or file sizes. Revenue is generated via recurring subscriptions from developers or enterprises.

Content Processing Add-on for Existing PlatformsPer-transaction fee or platform partnership revenue share

Integrate into platforms like DAM (Digital Asset Management), LMS, or e-commerce backends as a premium feature. Charge per-process or via a licensing fee.

Managed Service for Accessibility ComplianceProject-based billing or annual retainers

Provide bulk captioning and alt-text generation services to companies needing to meet WCAG or ADA accessibility standards. Payment per project or retainer.

💬 Integration Tip

Set the ZHIPU_API_KEY environment variable and ensure cloudflared is installed if using local video/file paths. The skill handles base64 for images up to 50 inputs, but video/file must be URLs.