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Aliyun Cost Inference

Community
yzstory
aliyun-cost-inference

成本智能推断引擎 — 异常根因分析、价格估算、购买推荐与费用分摊。触发词:费用为什么涨了、该不该买SP、预留实例推荐、费用预测

Overview

Publisheryzstory
Repositorypomeloclaw
Skill namealiyun-cost-inference
Stars
59
Forks
4
Bundled files
1
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by yzstory on GitHub. Read the source before you install it.

Installation

Install the Aliyun Cost Inference AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/yzstory/pomeloclaw/tree/main/workspace/skills/finops_skills/aliyun-cost-inference
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/yzstory/pomeloclaw.git /tmp/pomeloclaw
mkdir -p .claude/skills
cp -r /tmp/pomeloclaw/workspace/skills/finops_skills/aliyun-cost-inference .claude/skills/aliyun-cost-inference
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Aliyun Cost Inference in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Aliyun Cost Inference on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Aliyun Cost Inference is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Aliyun Cost Inference - 成本智能推断引擎

提供基于分析推断的智能成本优化能力:异常根因分析、价格估算、购买推荐与费用分摊。

功能列表

异常分析

操作工具函数风险等级说明
异常检测costi_anomaly_detectionLOW成本异常检测(支持 sigma 阈值)
根因分析costi_anomaly_root_causeLOW异常日成本根因下钻

预测与估算

操作工具函数风险等级说明
费用预测costi_forecastLOW预测未来费用(线性/季节性)
价格估算costi_estimate_resource_priceLOW高层级资源价格估算

购买推荐

操作工具函数风险等级说明
SP 推荐costi_sp_purchase_recommendationLOW节省计划购买推荐
RI 推荐costi_ri_purchase_recommendationLOW预留实例购买推荐
付费优化costi_charge_type_optimizationLOW付费方式优化建议

费用分摊

操作工具函数风险等级说明
共享分摊costi_shared_cost_allocationLOW共享资源费用分摊

技术要点

  • 异常检测使用均值+标准差方法
  • 费用预测支持线性回归和季节性调整
  • 价格估算支持 API 查询和静态单价表回退
  • 共享资源分摊支持自动检测和规则配置

使用前提

  1. 已通过 copaw ops credential add 配置 AKSK 凭证
  2. 凭证具有 BSS OpenAPI RAM 权限 (AliyunBSSReadOnlyAccess)
  3. 凭证具有 ECS 查询权限 (AliyunECSReadOnlyAccess)

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Aliyun Cost Inference AI skill do?

成本智能推断引擎 — 异常根因分析、价格估算、购买推荐与费用分摊。触发词:费用为什么涨了、该不该买SP、预留实例推荐、费用预测

Why use Aliyun Cost Inference on TypingMind?

Because you install it once and use it with any model. Aliyun Cost Inference is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Aliyun Cost Inference in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/yzstory/pomeloclaw/tree/main/workspace/skills/finops_skills/aliyun-cost-inference. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Aliyun Cost Inference?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Aliyun Cost Inference?

As many as you like. As long as a model supports skills, you can use Aliyun Cost Inference with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Aliyun Cost Inference AI skill free?

It is published on GitHub by yzstory. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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