volcengine-billing-and-cost-management SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

volcengine-billing-and-cost-management from volcengine/volcengine-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add volcengine/volcengine-agent-toolkit/volcengine-billing-and-cost-management@git:20261026.b0f5ad3

Pins git:20261026.b0f5ad3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
volcengine/volcengine-agent-toolkit
Path
plugins/volcengine-core/skills/volcengine-billing-and-cost-management/SKILL.md
Versions recorded
1
Latest version
git:20261026.b0f5ad3, committed Oct 26, 2026
Size
19,187 bytes
Repository stars
26
License
MIT

用于 FinOps / 费用异常分析与 RCA 的技能。遇到用户询问费用上涨、账单波动、异常来源、根因定位、是哪类维度导致异常、是用量还是单价/折扣/其他指标导致异常等场景时,都应主动使用本 skill。该 skill 会根据问题自动选择异常维度定位、异常指标定位等能力,使用当前授权身份分析费用波动。.

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

# volcengine-billing-and-cost-management

该 skill 用于 FinOps 场景下的费用异常分析、波动解释和根因定位(RCA)。
它是一个总控型分析 skill,但内部工具调用遵循更严格的 tool schema 设计原则:
- 先做结构化任务识别
- 再决定调用哪个分析动作
- 必要时串联多个动作
- 对模型暴露统一、稳定、最小化的参数语义
- 通过 adapter 映射到底层 OpenAPI 接口
- 所有数值结论只来自工具结果,不允许模型补造
- 最终输出结构化、可解释的 FinOps 结论

## 适用场景

当用户出现以下任一意图时,使用本 skill:
- "为什么费用涨了 / 降了"
- "帮我做一下 RCA / 根因分析"
- "哪个产品、地域、实例、主体导致异常"
- "是单价、用量、折扣还是其他指标导致异常"
- "帮我定位费用异常来源"
- "帮我看某个客户 / 账户 / 账期的费用波动原因"
- "帮我解释某个账单异常"

不适用于:
- 纯术语解释
- 纯权限问题
- 不涉及异常分析的静态数据查询

## 运行环境与身份

需要 Python 3.9+、PATH 中可用的 `ve` CLI,以及 Host 提供并隔离的当前用户认证上下文(CLI profile 或环境凭证)。不读取、输出或复制 AK/SK/token,不修改全局 CLI 登录配置。

编排动作、脚本输入和 OpenAPI Action 统一使用 `QueryCostChangeDimensions`、`QueryCostChangeAmountComponents`、`QueryCostChangeDrivers`,**始终使用 `--force` 泛化调用**,固定 `billing`、`2022-01-01`、`POST` 和 JSON Content-Type。不兼容旧动作名及旧分析状态,请新建分析任务。`--force` 只跳过 CLI 元数据校验,服务端仍需发布新接口并授予当前身份访问权限。新接口不可用时按工具失败路径处理,不回退旧接口或内部接口。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add volcengine/volcengine-agent-toolkit/volcengine-billing-and-cost-management@sha256:4c3d5f1ae046e379

The line at the top of this page pins the label git:20261026.b0f5ad3, 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_n342q32ew35qofhe.svg)](https://markdownregistry.com/a/art_n342q32ew35qofhe)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 26, 2026.

versioncommittedcommitsizeaudit
git:20261026.b0f5ad3 latest2026-10-26 b0f5ad3 19,187 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 (19187 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

volcengine/volcengine-agent-toolkit · 26 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_n342q32ew35qofhe
GET https://markdownregistry.com/api/v1/resolve?ref=volcengine/volcengine-agent-toolkit/volcengine-billing-and-cost-management
GET https://markdownregistry.com/api/v1/blob/4c3d5f1ae046e3798438674bb5e6f1b1eaa2118c0743acf013e73c6297065b2b

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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Every file in volcengine/volcengine-agent-toolkit

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