huawei-cloud-msmodelslim-model-analysis SKILL.md skillA
huawei-cloud-msmodelslim-model-analysis from huaweicloud/huaweicloud-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-analysis@git:20260604.32f9574Pins git:20260604.32f9574 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huaweicloud/huaweicloud-skills
- Path
skills/ai/modelarts/huawei-cloud-msmodelslim-model-analysis/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260604.32f9574, committed Jun 4, 2026
- Size
- 14,151 bytes
- Repository stars
- 59
- License
- MIT
Analyze candidate models before adapter implementation. Determine model implementation source (transformers or model-local), structural features, layer-by-layer loading requirements, and MoE fused weight risks. Use this skill when the user wants to: (1) assess model adaptation feasibility before creating msModelSlim adapters, (2) analyze model structure and type classification, (3) evaluate MoE compatibility for quantization. Trigger: user mentions "model analysis", "msModelSlim", "adapter…
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
# Huawei Cloud msModelSlim Model Analysis ## Overview This skill analyzes candidate models before adapter implementation for msModelSlim. **Architecture**: Implementation Source Detection → Model Type Classification → Structural Feature Analysis → Risk Assessment **Related Skills**: - `huawei-cloud-msmodelslim-model-adapt` - Adapter creation based on analysis results ## Architecture Components This skill involves the following cloud services and components: - **msModelSlim**: Huawei Cloud's model quantization framework - **Transformers Library**: Hugging Face Transformers for model loading - **ModelScope**: Model download and management platform - **config.json**: Model configuration file for analysis **Architecture Diagram:** ```text ┌─────────────────────────────────────────────────────────────┐ │ msModelSlim Model Analysis Skill │ ├─────────────────────────────────────────────────────────────┤ │ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ │ │ Model │───▶│ Source │───▶│ Structure │ │ │ │ Input │ │ Detection │ │ Analysis │ │ │ │ (config) │ │ │ │ │ │ …
Read the whole file at its exact version.
How to install
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-analysis@sha256:64e6ed64df442d05The line at the top of this page pins the label git:20260604.32f9574, 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_vmm2eptgedy4hxnb)
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Versions
The registry has recorded 1 version of this file, committed on Jun 4, 2026.
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 (14151 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
huaweicloud/huaweicloud-skills · 59 stars · license MIT · pushed 2026-11-07 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_vmm2eptgedy4hxnb GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-analysis GET https://markdownregistry.com/api/v1/blob/64e6ed64df442d056f08b42e687a0b1f7679760d4d479f7290aa9d74ee8d3d9a
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.