llms.txt@mcp_server/tests/fixtures/live_figuresA

llms.txt@mcp_server/tests/fixtures/live_figures from optimnow/cloud-finops-skills is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add optimnow/cloud-finops-skills/mcp_server/tests/fixtures/live_figures/llms.txt@git:20261025.fb8f160

Pins git:20261025.fb8f160 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
optimnow/cloud-finops-skills
Path
mcp_server/tests/fixtures/live_figures/llms.txt
Versions recorded
1
Latest version
git:20261025.fb8f160, committed Oct 25, 2026
Size
1,813 bytes
Repository stars
66
License
CC-BY-SA-4.0

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

# OptimToken by OptimNow

> Compare LLM pricing and cloud compute pricing with business metrics, technical filters, and live provider data.
Guides:
- [ARM against x86: what Graviton, Ampere and Axion save](https://optimtoken.optimnow.io/guides/arm-against-x86): The ARM discount clouds advertise is a discount against Intel. This guide measures it at matched vCPU and memory, against Intel and against AMD. Figures as JSON: https://optimtoken.optimnow.io/guides/arm-against-x86/figures.json
- [Batch API economics: when the -50% applies](https://optimtoken.optimnow.io/guides/batch-api-economics): Batch APIs cut LLM token prices roughly in half, but only for async workloads and only where a batch rate is published. Worked examples, current prices. Figures as JSON: https://optimtoken.optimnow.io/guides/batch-api-economics/figures.json
- [Vision, audio, agents: what each capability adds to the bill](https://optimtoken.optimnow.io/guides/capability-premium): What image input, audio and tool use add to an LLM bill, measured within each model maker's line-up and across the catalogue, and the shortlist each leaves.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add optimnow/cloud-finops-skills/mcp_server/tests/fixtures/live_figures/llms.txt@sha256:f7ed69d6779de04d

The line at the top of this page pins the label git:20261025.fb8f160, 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_p6fttjutzmvzmigo.svg)](https://markdownregistry.com/a/art_p6fttjutzmvzmigo)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 25, 2026.

versioncommittedcommitsizeaudit
git:20261025.fb8f160 latest2026-10-25 fb8f160 1,813 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (1813 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

optimnow/cloud-finops-skills · 66 stars · license CC-BY-SA-4.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_p6fttjutzmvzmigo
GET https://markdownregistry.com/api/v1/resolve?ref=optimnow/cloud-finops-skills/mcp_server/tests/fixtures/live_figures/llms.txt
GET https://markdownregistry.com/api/v1/blob/f7ed69d6779de04df430b797c3684526d3d3e9adf3f1863a718a18f6009ee716

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: how to add an llms.txt file to a website · which agent file does what.

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Every file in optimnow/cloud-finops-skills

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