servo-tracking SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.

servo-tracking from autonomous-ai/physical-ai-operating-system is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add autonomous-ai/physical-ai-operating-system/servo-tracking@git:20260910.44ed5b7

Pins git:20260910.44ed5b7 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
autonomous-ai/physical-ai-operating-system
Path
skills/servo-tracking/SKILL.md
Versions recorded
3
Latest version
git:20260910.44ed5b7, committed Sep 10, 2026
First version recorded
Jun 5, 2026
Size
5,254 bytes
Repository stars
479
License
Apache-2.0

Use ONLY to follow/track/watch a movable physical OBJECT vision can recognize (cup, bottle, phone, hand, person, pen, book, remote, toy, keys, pet, a specific face). NEVER use for furniture or fixed locations (desk, table, wall, floor, ceiling, door, window, workspace, room) — those are directions; use servo-control /servo/aim. NEVER use for direction words (left, right, up, down, center). If the user combines a direction AND an object ("look at the desk and follow the cup…

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 Tracking

## Quick Start
Tracks and follows any object by name. YOLOWorld detects the object in the camera frame, TrackerVit follows it in real-time with servo movement.

## Workflow
1. User names an object to track.
2. **If the user also hints at a direction** ("look at desk and follow cup", "point at the table and watch the phone"), fire `/servo/aim` FIRST so the camera is pointing at the right region before YOLO detection runs. Then fire `/servo/track`. The aim should complete in ~2s before the track call takes over.
3. Prefix reply with `[HW:/servo/track:{"target":["<label1>","<label2>"]}]` — the device detects and follows.
   - `target` accepts a list of candidate labels. Pass 2-4 synonyms/variants to maximise the chance YOLOWorld finds the object on the first try.
   - A single string also works (`{"target":"cup"}`) for backward compatibility, but the list form is preferred when the object could reasonably have multiple names.
4. To stop, prefix with `[HW:/servo/track/stop:{}]`.

## Examples

**Input:** "Look at the desk and follow the cup"
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add autonomous-ai/physical-ai-operating-system/servo-tracking@sha256:878e57e49278a83a

The line at the top of this page pins the label git:20260910.44ed5b7, 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_kcgc56qdhr2y6pgu.svg)](https://markdownregistry.com/a/art_kcgc56qdhr2y6pgu)

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

Versions

The registry has recorded 3 versions of this file, between Jun 5, 2026 and Sep 10, 2026, about one every 49 days.

versioncommittedcommitsizeaudit
git:20260910.44ed5b7 latest2026-09-10 44ed5b7 5,254 BA view · diff
git:20260612.7f6ba712026-06-12 7f6ba71 5,275 BA view · diff
git:20260605.76d42b52026-06-05 76d42b5 5,269 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 (5254 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

autonomous-ai/physical-ai-operating-system · 479 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kcgc56qdhr2y6pgu
GET https://markdownregistry.com/api/v1/resolve?ref=autonomous-ai/physical-ai-operating-system/servo-tracking
GET https://markdownregistry.com/api/v1/blob/878e57e49278a83aaceb4708d984bb3081e50e7808a4891bfcd8b16f4f19620d

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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Every file in autonomous-ai/physical-ai-operating-system

Other files named servo-tracking

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