look SKILL.md skillA
look from parcha-ai/agentrun is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add parcha-ai/agentrun/look@git:20261020.b157a1cPins git:20261020.b157a1c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- parcha-ai/agentrun
- Path
packages/pi-vision/skills/look/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261020.b157a1c, committed Oct 20, 2026
- First version recorded
- Oct 15, 2026
- Size
- 14,345 bytes
- Repository stars
- 433
- License
- Apache-2.0
Look at many PDF pages, a long video, many images or one region of a picture, by writing code that renders them with bash and has a vision model answer about them (vision.see) or Jev judge them with typed answers, classify them and find things in them (vision.judge). Use when reading the pages or frames one by one would be slow or too much for your context, and cite each answer as file#page=N, file#t=seconds or file#xywh=percent:x,y,w,h.
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
# Look at many pages, a long video or many images
Write the code that does the looking. In code mode, `tools.bash({ command })` runs a command and returns its output, and
`vision.see({ ask, paths, images, fragments })` has a vision model answer `ask` about images. It fits each image to the
model's limits and sends as few requests as fit, so you never resize or count. It returns
`{ text, model, costUsd, receipts, kept }`, with one receipt a request, in order.
- `paths` are image files (PNG, JPEG, WebP, GIF), or short video clips when the vision model takes video. `images` are
image blocks you already hold.
- `fragments` names where each image came from, in order: images, then paths. The vision model sees the name beside the
image, and the answer says where it saw a thing. Use `file#page=N`, `file#t=seconds` or
`file#xywh=percent:x,y,w,h`. A path names itself by default.
- When the images take several requests, `text` has one part a request, each headed by its fragments and receipt.
- Cite the receipts and the place, such as `report.pdf#page=7`.
- A look that cannot be made throws an Error whose message starts with its code: `no_vision_route` (no vision model in
…Read the whole file at its exact version.
How to install
mdr add parcha-ai/agentrun/look@sha256:b0f4fe7a5790e3a7The line at the top of this page pins the label git:20261020.b157a1c, 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_vkboilzsz26jmx2x)
0 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Oct 15, 2026 and Oct 20, 2026, about one every day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261020.b157a1c latest | 2026-10-20 | b157a1c | 14,345 B | A | view · diff |
| git:20261019.524bd20 | 2026-10-19 | 524bd20 | 12,751 B | A | view · diff |
| git:20261018.24c954e | 2026-10-18 | 24c954e | 12,636 B | A | view · diff |
| git:20261017.90151c6 | 2026-10-17 | 90151c6 | 12,177 B | A | view · diff |
| git:20261015.15833ad | 2026-10-15 | 15833ad | 5,328 B | A | view |
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 (14345 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
parcha-ai/agentrun · 433 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vkboilzsz26jmx2x GET https://markdownregistry.com/api/v1/resolve?ref=parcha-ai/agentrun/look GET https://markdownregistry.com/api/v1/blob/b0f4fe7a5790e3a7083ed9c957c1b4ac93de06090e63097bb8af191936345864
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.