VLM

VLM is a skill for Claude Code, Codex from JiuTian-dev/SupplyChainCortex. It costs 56 tokens per session (3,358 once invoked), scanned A, original, no licence file.

A guide for building chat applications that can understand images as well as text. It uses the z-ai-web-dev-sdk to connect image understanding with conversational features.

In plain words
What is it for?
Analyzing images, describing visual content, and creating applications where users can discuss images with an AI assistant.
Why use it?
It removes the need to design image analysis and chat as separate parts of an application. It supports images provided by URL or as encoded data.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Analyzing images, describing visual content, and creating applications where users can discuss images with an AI assistant.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jiutian-dev/supplychaincortex/vlm
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add JiuTian-dev/SupplyChainCortex --skill vlm
Clone the repo
git clone --depth 1 https://github.com/JiuTian-dev/SupplyChainCortex

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for VLM

README.md
[![agentmods](https://agentmods.dev/badge/skills/jiutian-dev/supplychaincortex/vlm/github.svg)](https://agentmods.dev/skills/jiutian-dev/supplychaincortex/vlm)
Your own site
<a href="https://agentmods.dev/skills/jiutian-dev/supplychaincortex/vlm"><img src="https://agentmods.dev/badge/skills/jiutian-dev/supplychaincortex/vlm/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for VLM

Your own site · 80×15
<a href="https://agentmods.dev/skills/jiutian-dev/supplychaincortex/vlm"><img src="https://agentmods.dev/badge/skills/jiutian-dev/supplychaincortex/vlm.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,358 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00056 $0.03358
Opus 5.5 $0.00022 $0.01343
Sonnet 5.5 $0.00011 $0.00672
Haiku 4.5 $0.00006 $0.00336

Measured 1mo ago against content hash 6bebf22f9733, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

VLM scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/vlm.ts), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/VLM/SKILL.md · 589 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 589 lines · 56 tokens per session scan A 6bebf22f9733

Subscribe to this mod's changes

VLM is a skill published in the GitHub repository JiuTian-dev/SupplyChainCortex (6 stars, last pushed 3mo ago), with no licence file. It adds 56 tokens to every session and 3,358 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

agents-meet-rl

Troubleshooter for agentic-RL training, evaluation, and experiment design on LLM agents (single or multi-agent, multi-turn, tool-augmented). Routes a user's symptom to fixes anchored in the corpus. TRIGGER when: user is training, evaluating, or designing experiments for an RL-trained LLM agent; symptoms like reward…

thinkwee/AgentsMeetRL · 220 tokens

data-analyzer

Guidance for analyzing structured data, generating statistics and producing data-driven insights. Use when the user asks to analyze data, compute statistics, find patterns, or generate analytical reports.

vixues/LeAgent · 39 tokens

code_interpreter

A tool for running Python code in an isolated environment. Python is a programming language often used for calculations, data processing, file-format conversion, and preparing chart data.

wanmol/goal-flow · 42 tokens

yait-aichain

Build AI features in Python — an LLM call, a multi-step pipeline, the same work over many items, or an agent that uses tools (web search, page fetching, your own functions, any REST API or MCP server, a working folder), asks a human before risky actions, stays within a money budget, or pauses and resumes — on any…

yaitio/aichain · 193 tokens

gpt-image-2-style-library

Choose GPT-Image2 / gpt-image-2 visual styles and industrial prompt templates from the awesome-gpt-image-2 style library. Use when an agent needs to create, rewrite, classify, or improve image-generation prompts with repository-backed templates, categories, style tags, scene tags, pitfalls, and example cases.

OWWZO/ai-agent · 72 tokens

alibabacloud-data-agent-mcp-skill

Alibaba Cloud Data Agent MCP skill (alibabacloud-data-agent-mcp-skill, data-agent MCP) for enterprise database/file analysis. Use when the user asks (in any language, including Chinese) to query/analyze DMS-managed databases, run SQL/data analysis, start quick-query (lite) or deep-analysis (pro/ultra) sessions…

aliyun/data-agent-skill · 199 tokens