aipc-toolkit SKILL.md skillB
aipc-toolkit from qualcomm/qai-appbuilder is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qualcomm/qai-appbuilder/aipc-toolkit@git:20260924.b7cd002Pins git:20260924.b7cd002 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qualcomm/qai-appbuilder
- Path
tools/skills/qai-runner-skill/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260924.b7cd002, committed Sep 24, 2026
- First version recorded
- May 8, 2026
- Size
- 22,886 bytes
- Repository stars
- 252
- License
- a license file GitHub does not identify
AIPC, AI Porting Conversion. Tools and workflows for QAIRT/AIPC project setup, model conversion, inspection, operator patching, quantization, context-binary generation, and inference on Qualcomm platforms. Use this skill when creating or initializing an AIPC project, exporting AI models to ONNX, converting ONNX models to QNN or SNPE/DLC, converting models to FP16/FP32, patching unsupported operators, generating context binaries, or implementing inference for QNN/SNPE DLC.
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
# AIPC Toolkit ## Trigger Phrases **Always activate this skill** when the user mentions: ### Conversion - "convert model to qnn" / "qnn conversion" / "convert to qnn" - "convert model to dlc" / "snpe conversion" / "convert to dlc" - "convert onnx to qnn" / "convert onnx to snpe" - "generate context binary" / "context bin" / "qnn context binary" - "run qnn inference" / "snpe inference" / "qairt inference" ### Operator Patching - "operator not supported" / "unsupported operator" - "patch operator" / "operator patch" - "converter failed" / "conversion failed" - "dry run failed" / "unsupported ops found" ### Diagnostics - "check htp" / "htp ready" / "htp check" - "qai diagnose" / "environment check" - "detect target soc" / "qairt devinfo" / "detect device info" - "fastrpc memory map" / "err 1002" / "smmu" / "context binary too large" - "split model" / "model split" / "split unet" / "context binary size" ### Project Setup - "create aipc project" / "init aipc project" / "setup aipc project" - "qai init" / "qai setup" - "multi-component" / "pipeline export" / "stable diffusion export" / "diffusers export" - "export unet" / "export vae" / "export text encoder" / "sub-model export" …
Read the whole file at its exact version.
How to install
mdr add qualcomm/qai-appbuilder/aipc-toolkit@sha256:187a073d3a8efdcfThe line at the top of this page pins the label git:20260924.b7cd002, 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_vpwxgdv2mojptugd)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 8, 2026 and Sep 24, 2026, about one every 35 days. Its first recorded version is graded A and its latest B.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260924.b7cd002 latest | 2026-09-24 | b7cd002 | 22,886 B | B | view · diff |
| git:20260717.153caa8 | 2026-07-17 | 153caa8 | 19,245 B | A | view · diff |
| git:20260616.27b6054 | 2026-06-16 | 27b6054 | 17,313 B | A | view · diff |
| git:20260602.af3e188 | 2026-06-02 | af3e188 | 14,030 B | A | view · diff |
| git:20260508.f9c9f04 | 2026-05-08 | f9c9f04 | 10,640 B | A | view |
Audit of the latest version
- fail: No curl or wget piped into a shell (matched: curl -LsSf https://astral.sh/uv/install.sh | sh)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (22886 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 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
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_vpwxgdv2mojptugd GET https://markdownregistry.com/api/v1/resolve?ref=qualcomm/qai-appbuilder/aipc-toolkit GET https://markdownregistry.com/api/v1/blob/187a073d3a8efdcf70e1d6ecf52842d17ee986738eb3b23988982c57c2e13363
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.