Ds Vision Skill

What it does

When your agent uses it

• Documents & Office work in your project

Example prompts

• “/ds-vision-skill”

Requirements

• A credential in YOUR_KEY
• A credential in MINERU_TOKEN

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

1. 1PDF、论文、报告、长文档、多页扫描件：使用 scripts/mineru-extract.ps1 -FilePath -Mode flash -Json。如果配置了 MINERU_TOKEN 且 flash 失败，再尝试 -Mode extract。
2. 2图片且需要理解/推理：使用 scripts/vision-router.ps1，让 agnes-2.5-flash、agnes-2.0-flash、glm、glm-thinking 四个模型同时开始竞速；谁先成功返回就采用谁的结果。如果全部失败，再降级到…
3. 3图片默认进入视觉理解免费竞速池；需要纯文字识别时显式使用 -Intent ocr，优先 scripts/baidu-ocr.ps1 -ImagePath -Json；未配置或失败时用 scripts/windows-ocr.ps1 -ImagePath -Json。
4. 4无法判断时：使用 vision-router.ps1 -Intent auto -Complex -Json。

What it can do on your machine

Read from SKILL.md and the folder at commit e546b60. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  Ships 1 file in scripts/, which the agent can run.

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  No URLs in SKILL.md.

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names these keys or tokens, usually read from environment variables:

  • MINERU_TOKEN

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Ds Vision Skill loads about 805 tokens when it runs, and up to ~5.3k if it reads all its reference files. Until then it costs about 70 tokens; SKILL.md has 166 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~70

When it runs · the whole SKILL.md, loaded when a task matches

~805

With references · SKILL.md plus every file in references/, read only if the agent opens them

~5.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from Sorwcyra/ds-vision-skill at commit e546b60, republished under its MIT licence (© Sorwcyra). 166 words, ~805 tokens.

name

ds-vision-skill

description

为纯文本推理模型补充视觉能力。用户提供图片、截图、照片、图表、UI 截图、代码截图、数学题图片、 扫描件、PDF 或文档，并要求描述、理解、推理、阅读、OCR、提取文字、解析图表或分析内容时使用。 默认调用 scripts/vision-router.ps1 做自动路由：图片理解先走免费竞速池 GLM/Agnes，再走 custom-1/custom-2/custom-3/local，文档解析走 MinerU， 纯文字识别走 Baidu OCR 或 Windows OCR。所有工具输出标准 JSON，再交给主模型推理和总结。

metadata.version

0.5.1

metadata.repository

https://github.com/Sorwcyra/ds-vision-skill

powershell.exe -NoProfile -ExecutionPolicy Bypass -File scripts/vision-router.ps1 -Path "path/to/file.png" -Prompt "user request" -Intent auto -Json

{
  "task_type": "image_reasoning | document_parsing | ocr",
  "tool_used": "actual tool or model",
  "confidence": "high | medium | low",
  "result": "recognized or parsed content",
  "metadata": {}
}

powershell.exe -NoProfile -ExecutionPolicy Bypass -File scripts/preflight.ps1
powershell.exe -NoProfile -ExecutionPolicy Bypass -File scripts/preflight.ps1 -Json

© Sorwcyra, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 36 other files (scripts, references, assets) in the repository root of Sorwcyra/ds-vision-skill.

• SKILL.md
• .gitattributes
• .github/workflows/star-history.yml
• .gitignore
• LICENSE
• README.md
• README.zh-CN.md
• VERSION
• agents/openai.yaml
• assets/.star-history.sig
• assets/benchmark-speed.svg
• assets/star-history-dark.svg
• assets/star-history-light.svg
• assets/star-history.png
• benchmarks/cross-version-live-2026-08-11.json
• benchmarks/cross-version-mock-2026-08-11.json
• … and 21 more

Open the folder on GitHubat commit e546b60