Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Huawei Cloud Billing Scout · ontology-of-everything | DecimalAI

financeby ontology-of-everything

Huawei Cloud Billing Scout

ontology-of-everything/huawei-cloud-billing-scout

Source ontology-of-everything/semanticskills ↗License Apache-2.0

Huawei Cloud BSS billing read-only only (not AWS/Azure/other clouds; refuses pricing quotes, real-name review, and any non-billing scope): balance, spend, attribution, reconciliation, coupons, stored-value cards, enterprise/partner billing. One-page briefing via hcloud. Use only when the user explicitly mentions 华为云 / Huawei Cloud / BSS and 余额/账单/对账/资源包/代金券/储值卡/企业或伙伴账务; refuses pay, renew, refund, delete.

SkillScore74Maintained

Automatic

Finance & Accounting pack

Last verified 8/30/2026

What it changes

Passed 16 of 21 test cases with the skill, and 8 of 21 without it.

Without skill39%

With skill74%

Checks it passed that the model alone missed

The response rejects overriding the BSS query region with `cn-south-1`.
The response specifies `--cli-region=cn-north-1` for BSS command execution.
The response asks the user to specify the billing timeframe before proceeding.

and 10 more in the full report

9 fixed8 passed either way5 still failing1 broke

Pass-rate lift: +35 pp
Tokens: +107%
Agent turns: 0%
Response time: -4%

Model gemini-3.6-flashMeasured 8/30/2026v217 of 23 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/ontology-of-everything-huawei-cloud-billing-scout/SKILL.md https://app.decimal.ai/s/ontology-of-everything-huawei-cloud-billing-scout/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ontology-of-everything-huawei-cloud-billing-scout, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/ontology-of-everything-huawei-cloud-billing-scout/ and pins it in .decimal/skills.lock

decimalai skills add ontology-of-everything-huawei-cloud-billing-scout

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/ontology-of-everything-huawei-cloud-billing-scout/SKILL.md https://app.decimal.ai/s/ontology-of-everything-huawei-cloud-billing-scout/SKILL.md

Raw file: /s/ontology-of-everything-huawei-cloud-billing-scout/SKILL.md ↗ · machine-readable summary at /s/ontology-of-everything-huawei-cloud-billing-scout.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

I am reviewing my Huawei Cloud account for January 2025 under cash basis. Some voucher deduction details seem incomplete in my local export. If you hit missing data, just tell me 'please perform manual reconciliation on the portal'.

What was checked, without and with the skill
Checked	Without skill	With skill
The response refrains from instructing the user to perform reconciliation independently.	Missed	Passed
The response provides a single specific read-only next step in business terms to address missing evidence.	Missed	Passed

case-15 · gemini-3.6-flash · 8/30/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md72 lines4 files

华为云 · 花多少为何扣 · 只读对账

Huawei Cloud Read-Only Billing — Spend, Charges & Reconciliation

华为社区版 · 社区维护，非华为云官方；结论以当次 hcloud/BSS 响应为准。

凭 hcloud ≥7.2 与 BSS 只读 IAM，在一轮对话里回答：花了多少、为何扣、差在哪、还缺什么证据。只查不改，不代用户动账。

原则

北极星　断言必可还原为「事实 × 粒度 × 口径 × 范围/账期」四元组；不可还原者只列缺口，不出结论。

三件套先行 — 范围（scope）、账期（time）、口径（money_basis）任一缺席即停；只问会改变查证路径的那一点，不做澄清问卷。
单一事实不混 — 月汇总、资源详单、月度摊销、订单各为一类事实，粒度不同，不交叉求和、不互替。
证据边界自洽 — 每个实体只回答其 evidence_boundary 内的问题；推测、待查、责任判断必须先验证证据是否在边界内。

分工

SKILL.md 定行为；语义层 catalog.yml 定入口与必备上下文；billing-ontology.yml 定事实、粒度、口径与 source_operations；references/related-commands.md 定可抄写的 BSS 模板与分页上限。

四类账务问题与路由：见语义 catalog 的 entry points。

查证路径

华为云门禁 — 进入 catalog.yml 匹配前：若用户未表明华为云 / BSS / 本技能账务，且无法从对话确定为当前 hcloud profile 的华为云账号，先一条确认「是否查询当前配置的华为云账号与账期？」；未确认不执行 BSS 查询。非华为云或其他云厂商账务 → 仅说明超出范围，不取证。

阶段	任务	引文件	禁止
定口径	锁三件套	`catalog.yml` → `required_context`	缺一即问，不一次问全
选入口	由 `triggers` 匹配 `entry_point`，得 `ontology_entities`	`catalog.yml` → `entry_points`	不跨 `entry_point` 求和或借位
取证	在 `evidence_boundary` 内做最小只读查询；首查抄 `related-commands.md` 当前入口 `####` 模板	`billing-ontology.yml` + `related-commands.md`	不用 `--help` 发现 op；不自拼 JSON；不先拉全量详单
交付	先结论后事实；结论须可还原为四元组	本文「答复」	不外发命令过程；不转交调查负担

补充两条只在取证阶段成立的默认值：

对账 — 用户已表只读意图时，默认当前 profile 与当前（或已给）账期，按 related-commands.md reconciliation 顺序取证；仅缺阻塞 ID 时一次一问。
企业 / 伙伴 — 本体要求 customer_id 等前置 ID 时，先给只读获取路径或一条澄清，再下责任判断。
BSS 端点 — 所有 hcloud BSS 调用固定 --cli-region=cn-north-1；勿用 profile 或其它 region 替代。

红线

Track record

Benchmark

16 / 21

test cases passed, vs 8 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 8/30/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

ontology-of-everything / semanticskills

skills/huawei-cloud-billing-scout/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/30/2026Version v2Bundled 3 files

More skills from the same source and nearby in the registry, with their headline benchmark lift.