vision-manual SKILL.md skillA

vision-manual from lingtai-ai/lingtai-kernel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lingtai-ai/lingtai-kernel/vision-manual@git:20260930.f0802f0

Pins git:20260930.f0802f0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lingtai-ai/lingtai-kernel
Path
src/lingtai/tools/vision/manual/SKILL.md
Versions recorded
7
Latest version
git:20260930.f0802f0, committed Sep 30, 2026
First version recorded
Aug 9, 2026
Size
4,286 bytes
Repository stars
11
License
Apache-2.0

Use the Vision schema directly for ordinary image analysis; route setup, borrowing, settings, and recovery to focused references.

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

# Vision manual

Routine calls use the schema directly; load only the reference needed for setup
or recovery. This installed manual reads no configuration and invokes no provider.

## First action

```text
vision(action="analyze", input={"image_path": "...", "question": null}, reasoning="...")
```

One existing image per call; relative paths use the workdir and null selects the
default image prompt. PNG/JPEG/WebP/GIF have known MIME types, not a guarantee of
provider support. Success is `{"status": "ok", "analysis": text}`; failures are
structured errors. The schema owns all five actions and strict input fields.

## Choose depth

- [Actions and results](reference/actions.md): `check` resolves a route without
  an image (not live model acceptance); `list` reads declarations without service
  or credential construction; `settings` shows the applied bind snapshot.
- [Routing](reference/routing.md): allowed-preset borrowing, Claude CLI, recovery.
- [Backends](reference/backends.md): local server/model setup, MLX, troubleshooting.
- [Settings](reference/settings.md): exact source/precedence and owner procedures.

## Route and authority boundary
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lingtai-ai/lingtai-kernel/vision-manual@sha256:2fe3532fafc08eaf

The line at the top of this page pins the label git:20260930.f0802f0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_466hgqrjomv26z4v.svg)](https://markdownregistry.com/a/art_466hgqrjomv26z4v)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Aug 9, 2026 and Sep 30, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
git:20260930.f0802f0 latest2026-09-30 f0802f0 4,286 BA view · diff
git:20260909.c8f2bb42026-09-09 c8f2bb4 4,277 BA view · diff
git:20260907.f57b9932026-09-07 f57b993 5,321 BA view · diff
git:20260906.891e7132026-09-06 891e713 20,057 BA view · diff
git:20260830.3e943932026-08-30 3e94393 20,133 BA view · diff
git:20260824.01377632026-08-24 0137763 13,146 BA view · diff
git:20260809.a35bd782026-08-09 a35bd78 12,737 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4286 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

GitHub

lingtai-ai/lingtai-kernel · 11 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_466hgqrjomv26z4v
GET https://markdownregistry.com/api/v1/resolve?ref=lingtai-ai/lingtai-kernel/vision-manual
GET https://markdownregistry.com/api/v1/blob/2fe3532fafc08eaf296c36908a6d0cc7c32c1481d957ab37a66b8117104c08df

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.

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