model-builder SKILL.md skillA

model-builder from qualcomm/qai-appbuilder is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add qualcomm/qai-appbuilder/model-builder@git:20260908.c3c5659

Pins git:20260908.c3c5659 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
qualcomm/qai-appbuilder
Path
tools/qaiappbuilder/factory/chat_features/model-builder/SKILL.md
Versions recorded
2
Latest version
git:20260908.c3c5659, committed Sep 8, 2026
First version recorded
Aug 22, 2026
Size
16,708 bytes
Repository stars
252
License
a license file GitHub does not identify

QAI ModelBuilder. Tools and workflows for model conversion, inspection, operator patching, quantization, and inference validation of self-converted models on Qualcomm platform. Use this skill when working with custom ONNX/PyTorch models — export to ONNX, convert to QNN/SNPE DLC, FP16/FP32/INT8 quantization, operator patching, context binary generation, and inference validation of self-built models. NOT for AI Hub prebuilt packages — use model-hub skill instead.

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

# Model Builder

> **How to use this SKILL (it is a thin dispatch layer):**
> 1. Pass the **Boundary Decision** gate below first — it decides whether this skill even applies.
> 2. Use the **Routing Table** to load the ONE reference / sub-SKILL that matches your step or problem — do NOT read everything up front.
> 3. Follow the **Core Workflow** spine; open `references/core_workflow.md` for per-step commands.
> 4. The **Blocking Conditions** and **Disciplines** below are the only rules you must hold in mind the whole time.
> 5. Trust the docs: never run commands to re-verify facts already in this file or `${APP_ROOT}\data\config\qairt_env.json` (torch/Python versions, tool paths). Don't read script source unless a reference doc is missing the detail (then update that doc).
> 6. **x64 host + user wants to run inference locally on this machine?** Read `${APP_ROOT}/factory/chat_features/_shared/x64-host-notes.md` FIRST (before Step 7). If HOST_OS is ARM64, or if inference will go via ADB, skip that file entirely.

---

## 🚨 Boundary Decision — pass BEFORE activating (MANDATORY GATE)

Answer three questions; **if any veto holds, stop and switch skills.**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add qualcomm/qai-appbuilder/model-builder@sha256:1260771a8340bb60

The line at the top of this page pins the label git:20260908.c3c5659, 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_mvltf6srxfweqpgr.svg)](https://markdownregistry.com/a/art_mvltf6srxfweqpgr)

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

Versions

The registry has recorded 2 versions of this file, between Aug 22, 2026 and Sep 8, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
git:20260908.c3c5659 latest2026-09-08 c3c5659 16,708 BA view · diff
git:20260822.fbacac12026-08-22 fbacac1 16,466 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 (16708 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

qualcomm/qai-appbuilder · 252 stars · license a license file GitHub does not identify · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mvltf6srxfweqpgr
GET https://markdownregistry.com/api/v1/resolve?ref=qualcomm/qai-appbuilder/model-builder
GET https://markdownregistry.com/api/v1/blob/1260771a8340bb600049da3294b7f6d1bcec69d9e12d1628148bd7e4be74bf88

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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