at-vision SKILL.md skillA
at-vision from kairyou/agent-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kairyou/agent-tools/at-vision@git:20260813.7ed8abePins git:20260813.7ed8abe in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kairyou/agent-tools
- Path
capabilities/vision/skills/at-vision/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260813.7ed8abe, committed Aug 13, 2026
- Size
- 6,046 bytes
- Repository stars
- 178
- License
- MIT
Inspect screenshots, photos, diagrams, image paths, and image URLs when the task depends on visible content. Use when the prompt lacks actual image content, native inspection fails, or the user requests inspect_image; prefer the MCP tool, then the installed CLI.
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
# Visual Reasoning Policy
If the prompt already contains actual image content, or a host image viewer returned that content, inspect it directly and do not call `inspect_image`. A file path or URL alone is not image content.
When only a file path or URL is available, direct inspection fails, or the user explicitly requests the provider, the `inspect_image` MCP tool (server `agent-tools-vision`) sends one image plus narrow factual questions to a configured vision model. You stay in charge of reasoning and the final answer; the vision model only reports observations.
`inspect_image` is a callable MCP tool, not an MCP resource. Call the tool directly. Never call `list_mcp_resources` or `read_mcp_resource` for images, and never use `inspect_image` as a resource URI.
When fallback inspection is needed, prefer `inspect_image`. If it is not exposed as a callable tool, or the host/model gateway cannot invoke MCP namespace tools, use the host's shell/command execution tool to run the installed fallback.
First use a structured file-write capability to create a temporary JSON request; do not construct it with shell interpolation. Use the same shape as the MCP input:
```json
{
…Read the whole file at its exact version.
How to install
mdr add kairyou/agent-tools/at-vision@sha256:733212fd2e069d42The line at the top of this page pins the label git:20260813.7ed8abe, 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_vu6viiudzwyvb6u5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 13, 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 (6046 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
kairyou/agent-tools · 178 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vu6viiudzwyvb6u5 GET https://markdownregistry.com/api/v1/resolve?ref=kairyou/agent-tools/at-vision GET https://markdownregistry.com/api/v1/blob/733212fd2e069d428b9c6ba093b06810b1acfa0dd92e4cb9bf476d203b543f08
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.