local-slm-edge-ai-expert SKILL.md skillA
local-slm-edge-ai-expert from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/local-slm-edge-ai-expert@v4.2.0Pins v4.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
skills/local-slm-edge-ai-expert/SKILL.md- Versions recorded
- 6
- Latest version
- v4.2.0, committed Oct 3, 2026
- First version recorded
- Sep 7, 2026
- Size
- 6,936 bytes
- Repository stars
- 122
- License
- MIT
Expert guide for Local Small Language Models (SLMs) and Edge AI execution — WebLLM, Transformers.js v3, ONNX Runtime Web, WebGPU, and zero-latency local embeddings / Panduan ahli SLM lokal dan AI edge di browser.
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
# Local SLM & Edge AI Expert (WebGPU & In-Browser Intelligence) [English](#english) | [Bahasa Indonesia](#bahasa-indonesia) --- <a name="english"></a> ## English ### Purpose & Overview Production-grade architectural guide for running **Small Language Models (SLMs)** and embedding models directly inside client browsers and edge runtimes. Eliminates cloud API costs, guarantees 100% data privacy (zero cloud data leakage), and enables instant, offline-capable AI features using **WebGPU**, **Transformers.js v3**, **WebLLM**, and **ONNX Runtime Web**. ### Key Capabilities 1. **Client-Side Model Execution**: Running quantized 1B–4B SLMs (Llama 3.2 1B/3B, Gemma 2 2B, Phi-3.5 Mini, Qwen 2.5 1.5B/3B) entirely inside the user's browser via WebGPU. 2. **In-Browser Embeddings**: Fast client-side vector embeddings with models like `all-MiniLM-L6-v2` or `bge-small-en-v1.5` using Transformers.js v3. 3. **Hybrid Edge-Cloud Fallback**: Gracefully falling back to server-side LLMs when client hardware lacks WebGPU or sufficient VRAM. 4. **Zero-Latency PII Masking**: Anonymizing sensitive user data locally on the client before sending queries to external LLMs. --- …
Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/local-slm-edge-ai-expert@sha256:75a4de1de8ecf192The line at the top of this page pins the label v4.2.0, 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_vyg65wdq2lfazw4p)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Sep 7, 2026 and Oct 3, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.2.0 latest | 2026-10-03 | d8cca2a | 6,936 B | A | view · diff |
| v4.1.0 | 2026-10-03 | c9ad422 | 6,936 B | A | view · diff |
| v4.1.0 | 2026-10-03 | 8bb822a | 6,948 B | A | view · diff |
| v4.0.0 | 2026-09-30 | 7be209a | 6,949 B | A | view · diff |
| v3.0.0 | 2026-09-13 | 528c014 | 6,949 B | A | view · diff |
| git:20260907.762bf66 | 2026-09-07 | 762bf66 | 6,766 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 (6936 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
roedyrustam/vibes-plug · 122 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vyg65wdq2lfazw4p GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/local-slm-edge-ai-expert GET https://markdownregistry.com/api/v1/blob/75a4de1de8ecf192fcdee2d560acccf82da4151348850b5cef4bbdebe6c8cc03
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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