glm-vision SKILL.md skillA
glm-vision from noah-1106/skills_repo is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add noah-1106/skills_repo/glm-vision@git:20260908.5db9d66Pins git:20260908.5db9d66 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- noah-1106/skills_repo
- Path
skills/glm-vision/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260908.5db9d66, committed Sep 8, 2026
- Size
- 2,966 bytes
- Repository stars
- 32
- License
- MIT
智谱 GLM-5.3-flash 视觉理解 CLI。输入图片（本地路径 / URL / 多图）+ 提问，输出文字或 JSON 分析。模型、端点、API Key 全部走 config.json 可换。用于截图理解、图表解读、图片问答、OCR 式提取。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# glm-vision 视觉理解 ## 场景 - 截图/界面理解（UI 描述、元素识别、转代码前置分析） - 图表/数据图解读 - 图片内容问答、信息提取（--json 结构化输出） - 多图对比（≤5 张） ## 触发条件 用户给出图片（路径或 URL）并要求理解、描述、分析或提取信息时。 ## 输入 - 图片：本地路径（自动转 Base64）或 URL（智谱服务端拉取）；jpg/png/webp/gif，单张 ≤10MB - **视频**：本地文件（mp4/mov/avi/mkv/webm，≤50MB，自动转 Base64）或 URL 直传 - 提问：`--prompt`（默认"详细描述这张图片的内容"） - `--json`：要求模型只输出合法 JSON - `--max-tokens N`：覆盖 config（reasoning 也占此预算，复杂问题适当调大） - `--download`：图片 URL 强制本地下载转 Base64（智谱服务端拉取国外源失败时用） ## 步骤 1. 确认图片路径/URL 有效 2. `python3 scripts/glm_vision.py <图片...> [--prompt "..."] [--json]` 3. stdout 取结果；stderr 看诊断（--show-usage 可打印 token 用量与延迟） ## 判断标准 - 输出为空 → stderr 会有明确错误（401 key / 429 限流 / 空回答提示加大 max_tokens） - 多图 >5 张会提示质量风险 ## 输出 stdout：模型回答文本（或 JSON 字符串）。错误写 stderr 且退出码非 0。 ## 异常处理 | 症状 | 处理 | |---|---| | 401 | key 无效 → 检查 config.json 或环境变量 GLM_VISION_API_KEY | | 429 | 限流（实测上限约 5 QPS）→ 间隔 1-2s 重试 | | 1210 图片解析错误 | 图片文件损坏或非图片（先 magic bytes 验证）；或 URL 是国外源智谱拉不动 → 加 --download | | URL 图报"type 参数非法" | 智谱服务端拉取该 URL 失败的误导性报错（多为国外源）→ 加 --download 本地下载 | | 空回答 | max_tokens 被 reasoning 吃满 → 加大 max_tokens | ## 实测边界（2026-09-02） …
Read the whole file at its exact version.
How to install
mdr add noah-1106/skills_repo/glm-vision@sha256:b8096822f921b3f3The line at the top of this page pins the label git:20260908.5db9d66, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_65xhgr2givzdhr3t)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 8, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2966 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
noah-1106/skills_repo · 32 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_65xhgr2givzdhr3t GET https://markdownregistry.com/api/v1/resolve?ref=noah-1106/skills_repo/glm-vision GET https://markdownregistry.com/api/v1/blob/b8096822f921b3f3a93731c4d5901065cb43ba21c57fea12667e73d62d038ddd
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.