llms.txtA
llms.txt from optimnow/cloud-finops-skills is an llms.txt file: plain text a project publishes for AI models to read.
mdr add optimnow/cloud-finops-skills/llms.txt@git:20261024.4823492Pins git:20261024.4823492 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
llms.txt- Versions recorded
- 17
- Latest version
- git:20261024.4823492, committed Oct 24, 2026
- First version recorded
- Aug 17, 2026
- Size
- 14,754 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
# Cloud FinOps Skill & MCP - by OptimNow > Expert Cloud FinOps knowledge for AI agents. Model-agnostic: works with Claude, GPT, Gemini, or any LLM. Also published as an MCP server (`cloud-finops-mcp`) for faceted retrieval. A structured knowledge skill that gives AI agents accurate Cloud FinOps expertise. It covers billing mechanics, pricing models, commitment discounts, AI cost management, allocation and chargeback, anomaly management, Kubernetes FinOps, waste detection, tagging governance, and optimisation patterns across AWS, Azure, GCP, AI platforms, and major data platforms. The skill is plain markdown - no vector database, no embedding pipeline, no retrieval infrastructure. Copy the files into your agent's context and it gains FinOps expertise. Price figures are deliberately not carried here: they go stale inside a packaged artefact. Billing mechanics live in these files; live rates come from the AI Pricing Hub at https://optimtoken.optimnow.io. ## Entry points - [SKILL.md](https://raw.githubusercontent.com/OptimNow/cloud-finops-skills/main/plugins/cloud-finops/skills/cloud-finops/SKILL.md): Entry point and domain router for Claude Code and generic agents …
Read the whole file at its exact version.
How to install
mdr add optimnow/cloud-finops-skills/llms.txt@sha256:f97cdffe9ab9d743The line at the top of this page pins the label git:20261024.4823492, 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_tswa5fdugino65qo)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 17 versions of this file, between Aug 17, 2026 and Oct 24, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261024.4823492 latest | 2026-10-24 | 4823492 | 14,754 B | A | view · diff |
| git:20261022.260b493 | 2026-10-22 | 260b493 | 14,388 B | A | view · diff |
| git:20261022.0892ca2 | 2026-10-22 | 0892ca2 | 13,813 B | A | view · diff |
| git:20261021.b1eb9f9 | 2026-10-21 | b1eb9f9 | 12,490 B | A | view · diff |
| git:20261020.1a14a49 | 2026-10-20 | 1a14a49 | 12,462 B | A | view · diff |
| git:20261019.9ad3e34 | 2026-10-19 | 9ad3e34 | 12,101 B | A | view · diff |
| git:20261016.dd82d0e | 2026-10-16 | dd82d0e | 11,760 B | A | view · diff |
| git:20261011.e52ea31 | 2026-10-11 | e52ea31 | 11,498 B | A | view · diff |
| git:20260930.d317b49 | 2026-09-30 | d317b49 | 11,203 B | A | view · diff |
| git:20260930.f6f11a4 | 2026-09-30 | f6f11a4 | 10,384 B | A | view · diff |
| git:20260930.32682c4 | 2026-09-30 | 32682c4 | 10,393 B | A | view · diff |
| git:20260920.b04b6d6 | 2026-09-20 | b04b6d6 | 10,273 B | A | view · diff |
| git:20260829.2257a11 | 2026-08-29 | 2257a11 | 10,186 B | A | view · diff |
| git:20260823.05b69ac | 2026-08-23 | 05b69ac | 9,609 B | A | view · diff |
| git:20260821.28a158c | 2026-08-21 | 28a158c | 9,347 B | A | view · diff |
| git:20260819.0d57c61 | 2026-08-19 | 0d57c61 | 9,130 B | A | view · diff |
| git:20260817.a73cd99 | 2026-08-17 | a73cd99 | 5,050 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (14754 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
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_tswa5fdugino65qo GET https://markdownregistry.com/api/v1/resolve?ref=optimnow/cloud-finops-skills/llms.txt GET https://markdownregistry.com/api/v1/blob/f97cdffe9ab9d7438eac382010132a347ef29c72b6a0b4093d20b2b31aa77f7a
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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