llmfit SKILL.md skillA

llmfit from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add akillness/jeo-skills/llmfit@v1.1.0

Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
akillness/jeo-skills
Path
.agent-skills/llmfit/SKILL.md
Versions recorded
3
Latest version
v1.1.0, committed Oct 12, 2026
First version recorded
Oct 12, 2026
Size
5,355 bytes
Repository stars
52
License
none declared

Operate AlexsJones/llmfit to inspect detected hardware, rank model fit, estimate plans and storage, run the local REST API, and separate formula-based estimates from measured inference. Use when a user asks what LLMs fit a machine, how much RAM/VRAM a model needs, which runtime is plausible, or whether a result is measured versus estimated. Do not use this skill to install binaries, pull models, benchmark a provider, or submit community results without explicit approval.

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

# llmfit operator

## When to use this skill

Use this skill for source-grounded, node-local model-fit decisions: hardware inventory, fit verdicts, score/ranking output, hardware profiles, plan and storage estimates, and read-only REST queries. It keeps formula-based estimates separate from measured inference.

Route generic service or inference performance tuning to `performance-optimization`. This checkout has no separate `lmstudio-cli` or `typesafe-ai` skill; treat those names only as llmfit provider/API values and use the pinned reference when needed.

## Instructions

1. **Run the offline gate first.** From the repository root run `python3 .agent-skills/llmfit/scripts/preflight.py --json`; from an installed skill root run `python3 "$SKILLS_ROOT/llmfit/scripts/preflight.py" --json`. Add `--repo PATH --expect-commit FULL_SHA` only when checking a supplied source checkout. The helper never starts llmfit or invokes network/provider work.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add akillness/jeo-skills/llmfit@sha256:f0c23a7b9aca1948

The line at the top of this page pins the label v1.1.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_q2vpfwr2rauchdjb.svg)](https://markdownregistry.com/a/art_q2vpfwr2rauchdjb)

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

Versions

The registry has recorded 3 versions of this file, all committed on Oct 12, 2026. Its first recorded version is graded B and its latest A.

versioncommittedcommitsizeaudit
v1.1.0 latest2026-10-12 f938962 5,355 BA view · diff
v1.02026-10-12 4b58b2a 8,130 BB view · diff
v1.02026-10-12 3806bcf 8,117 BB 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 (5355 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

akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_q2vpfwr2rauchdjb
GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/llmfit
GET https://markdownregistry.com/api/v1/blob/f0c23a7b9aca1948b0a199dcb51f88a20cf0e19166e40037ff92669cf29afe6d

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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