Image Analysis

Community

countbot-ai

image-analysis

图片分析与识别，可分析本地图片、网络图片、视频、文件。适用于 OCR、物体识别、场景理解等。当用户发送图片或要求分析图片时必须使用此技能。

Overview

Publisher	countbot-ai
Repository	`CountBot`
Skill name	`image-analysis`
Stars	784
Forks	104
Bundled files	4
License	MIT
Links	Skill source Repository Homepage

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
4 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by countbot-ai on GitHub. Read the source before you install it.

Installation

Install the Image Analysis AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/countbot-ai/CountBot/tree/main/workspace/skills/image-analysis
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/countbot-ai/CountBot.git /tmp/CountBot
mkdir -p .claude/skills
cp -r /tmp/CountBot/workspace/skills/image-analysis .claude/skills/image-analysis

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Image Analysis in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Image Analysis on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Image Analysis is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

图片分析与识别

支持智谱 GLM-4V 和千问 Qwen-VL 两种视觉模型。

当用户发送图片或要求分析图片时，必须使用此技能，不要使用 PIL、pytesseract 等其他方法。

配置

编辑 skills/image-analysis/scripts/config.json：

json
{
  "default_model": "zhipu",
  "zhipu": {
    "api_key": "your-zhipu-api-key",
    "model": "glm-4.6v-flash"
  },
  "qwen": {
    "api_key": "your-qwen-api-key",
    "model": "qwen3-vl-plus"
  }
}

API Key 获取：

智谱（免费）：https://open.bigmodel.cn/
千问：https://help.aliyun.com/zh/model-studio/get-api-key

命令行调用

bash
# 分析本地图片（最常用）
python3 skills/image-analysis/scripts/vision.py analyze --image 图片路径 --prompt "描述图片内容"

# 分析网络图片
python3 skills/image-analysis/scripts/vision.py analyze --image https://example.com/image.jpg --prompt "描述图片"

# 多图对比
python3 skills/image-analysis/scripts/vision.py analyze --image img1.jpg --image img2.jpg --prompt "对比差异"

# 指定模型
python3 skills/image-analysis/scripts/vision.py analyze --image image.jpg --prompt "描述图片" --model qwen

# 开启思考模式（仅智谱，提升准确度）
python3 skills/image-analysis/scripts/vision.py analyze --image image.jpg --prompt "详细分析" --thinking

# 视频分析
python3 skills/image-analysis/scripts/vision.py analyze --video video.mp4 --prompt "总结视频内容"

# JSON 输出
python3 skills/image-analysis/scripts/vision.py analyze --image image.jpg --prompt "描述图片" --json

AI 调用场景

用户发送图片后，系统下载到本地（如 data/temp/images/xxx.jpg）：

bash
# 图片描述
python3 skills/image-analysis/scripts/vision.py analyze --image data/temp/images/xxx.jpg --prompt "描述这张图片的内容"

# OCR 识别
python3 skills/image-analysis/scripts/vision.py analyze --image data/temp/images/xxx.jpg --prompt "提取图片中的所有文字信息"

# 物体定位（开启思考模式）
python3 skills/image-analysis/scripts/vision.py analyze --image data/temp/images/xxx.jpg --prompt "找出物体位置，返回坐标" --thinking

模型选择

场景	推荐
简单描述	任意
复杂推理、物体定位	智谱 + `--thinking`
高精度识别、文档解析	千问
成本敏感	智谱（免费）

注意事项

本地图片自动转 Base64，支持 jpg/png/gif/webp/bmp
智谱图片限制 5MB，像素不超过 6000x6000
千问不支持同时处理图片、视频和文件
思考模式会增加响应时间但提升准确度

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Image Analysis AI skill do?

图片分析与识别，可分析本地图片、网络图片、视频、文件。适用于 OCR、物体识别、场景理解等。当用户发送图片或要求分析图片时必须使用此技能。

Why use Image Analysis on TypingMind?

Because you install it once and use it with any model. Image Analysis is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Image Analysis in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/countbot-ai/CountBot/tree/main/workspace/skills/image-analysis. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Image Analysis?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Image Analysis?

As many as you like. As long as a model supports skills, you can use Image Analysis with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Image Analysis AI skill free?

Yes. It is published on GitHub by countbot-ai under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

图片分析与识别

配置

命令行调用

AI 调用场景

模型选择

注意事项

Bundled files

Frequently asked questions

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