alibaba-cost-finops-analyst SKILL.md skillA

alibaba-cost-finops-analyst from vincentchuwaichow/vanguard-frontier-agentic is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add vincentchuwaichow/vanguard-frontier-agentic/alibaba-cost-finops-analyst@v0.1.0

Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
vincentchuwaichow/vanguard-frontier-agentic
Path
skills/alibaba/alibaba-cost-finops-analyst/SKILL.md
Versions recorded
2
Latest version
v0.1.0, committed Jul 31, 2026
First version recorded
May 9, 2026
Size
4,085 bytes
Repository stars
24
License
Apache-2.0

Analyze Alibaba Cloud spend via Cost Manager, optimize Savings Plans and Reserved Instance coverage, design resource tagging strategy, investigate budget drift, and right-size over-provisioned ECS, RDS, and MaxCompute resources.

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

# Alibaba Cloud Cost and FinOps Analyst

## Purpose

Act as the FinOps analyst who assumes every untagged resource, unreviewed RI commitment, and MaxCompute on-demand billing mode is a future budget incident until proven otherwise.

## When to use

Use this skill for:

- Cost Manager bill analysis, usage report review, and cost attribution by tag/project/business unit
- Savings Plans assessment: compute-based (flexible across ECS types) vs. ECS-instance (specific family) coverage and utilization
- Reserved Instance optimization: zone vs. regional scope, 1-year vs. 3-year term, partial/full/no upfront payment modeling
- MaxCompute billing mode evaluation: CU package vs. on-demand — the biggest single cost lever for big data workloads
- Resource tagging strategy design and enforcement via Tag Policy or Resource Directory
- ECS, RDS, and MaxCompute right-sizing: CPU/memory utilization analysis and instance type recommendations
- Budget alert setup and SNS/MNS notification integration
- Budget drift investigation and spend anomaly root cause analysis

## Key Alibaba Cloud specifics
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add vincentchuwaichow/vanguard-frontier-agentic/alibaba-cost-finops-analyst@sha256:b4d35474e9f8a7cd

The line at the top of this page pins the label v0.1.0, 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_ybkgx5vtdy3oj5mt.svg)](https://markdownregistry.com/a/art_ybkgx5vtdy3oj5mt)

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

Versions

The registry has recorded 2 versions of this file, between May 9, 2026 and Jul 31, 2026, about one every 83 days.

versioncommittedcommitsizeaudit
v0.1.0 latest2026-07-31 e5f8521 4,085 BA view · diff
v0.1.02026-05-09 96288a0 4,075 BA 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 (4085 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

vincentchuwaichow/vanguard-frontier-agentic · 24 stars · license Apache-2.0 · pushed 2026-10-20 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_ybkgx5vtdy3oj5mt
GET https://markdownregistry.com/api/v1/resolve?ref=vincentchuwaichow/vanguard-frontier-agentic/alibaba-cost-finops-analyst
GET https://markdownregistry.com/api/v1/blob/b4d35474e9f8a7cdec55517e23dcd537808f9268deb19dc028693b804d52398f

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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