local-llm SKILL.md skillA
local-llm from darknecrocities/skillbuilder is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add darknecrocities/skillbuilder/local-llm@git:20261029.b0bed3fPins git:20261029.b0bed3f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- darknecrocities/skillbuilder
- Path
skills/local-llm/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261029.b0bed3f, committed Oct 29, 2026
- First version recorded
- Oct 26, 2026
- Size
- 6,553 bytes
- Repository stars
- 13
- License
- none declared
Local LLM architecture, quantized inference (GGUF Q4_K_M/Q8_0), Ollama, llama.cpp, Apple Silicon MLX, WebLLM, GBNF structured grammars, in-process local RAG, and 3-tier hybrid edge-cloud routing.
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 LLM Architecture, Quantized Inference & Edge AI The `local-llm` skill governs private, resilient, and cost-efficient on-device and edge artificial intelligence. It standardizes quantized inference runtimes (`llama.cpp`, `Ollama`, Apple Silicon `MLX`, browser-based `WebLLM`), mathematical VRAM sizing, GBNF deterministic grammar constraints, embedded vector databases, and resilient 3-tier hybrid edge-cloud routing. --- ## 1. Quick Navigation & Progressive Disclosure | Resource Type | Document | Description | | :--- | :--- | :--- | | **Reference** | [references/quantized-inference-and-gguf.md](references/quantized-inference-and-gguf.md) | Quantization trade-offs, GGUF Q4_K_M vs Q8_0 benchmarks, runtime engines. | | **Reference** | [references/gbnf-grammars-and-local-rag.md](references/gbnf-grammars-and-local-rag.md) | GBNF grammar constraints for guaranteed JSON, in-process local vector retrieval. | | **Utility** | [scripts/verify_local_llm_hygiene.py](scripts/verify_local_llm_hygiene.py) | Scans code for unquantized model imports, missing GBNF validation, and unbuffered context allocations. | --- ## 2. Heterogeneous Inference Runtime Matrix …
Read the whole file at its exact version.
How to install
mdr add darknecrocities/skillbuilder/local-llm@sha256:1084c972daf62d01The line at the top of this page pins the label git:20261029.b0bed3f, 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_3q2utasbnvqcpbzd)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 26, 2026 and Oct 29, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261029.b0bed3f latest | 2026-10-29 | b0bed3f | 6,553 B | A | view · diff |
| git:20261026.ad5f91d | 2026-10-26 | ad5f91d | 5,859 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 (6553 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
darknecrocities/skillbuilder · 13 stars · license none declared · pushed 2026-10-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3q2utasbnvqcpbzd GET https://markdownregistry.com/api/v1/resolve?ref=darknecrocities/skillbuilder/local-llm GET https://markdownregistry.com/api/v1/blob/1084c972daf62d0115f46ece7c206aa0b3023cfd8ee53af81fd5902718169c56
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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