huawei-cloud-skill-tester git:20260916.1ac3cadA

Immutable. This exact content never changes and is served at /api/v1/blob/6093a5cda8e7b717.

---
name: huawei-cloud-skill-tester
description: |
  End-to-end functional testing framework for Huawei Cloud skills — three-tier pipeline covering
  single-skill unit testing, multi-skill orchestration, and end-to-end full flow testing.
  Each phase produces structured JSON output with chain verification.
  Supports skill installation validation, functional analysis, CLI→SDK→API feasibility research,
  test case generation, real-environment execution with resource lifecycle, resource cleanup,
  multi-skill scenario orchestration, trigger-conflict detection, and consolidated reporting.
  Triggers include: 测试技能, 执行技能测试, 跑测试流程, 技能回归测试,
  skill test, run skill tests, test huawei cloud skill, verify skill,
  测试华为云skill, 全流程测试, 编排测试, 技能完整性检查,
  skill-tester, 跑测试, 回归测试, 组合测试, 多skill编排, verification, e2e.
tags: [huawei-cloud, testing, e2e, orchestration, qa]
---

# Huawei Cloud Skill Tester — Three-Track Eight-Phase E2E Testing Pipeline

> Independent, repeatable Huawei Cloud Skill testing framework. Does not depend on skill-creator; can test any existing Huawei Cloud Skill.
> Focuses on **real-environment functional testing** and **multi-skill orchestration scenarios**.

---

<!-- cli-install-version: 3.8.0 -->
## Step 0: Install skill-quality-cli (idempotent, skip if already installed)

```bash
bash scripts/ensure_cli.sh
```
> The script detects whether `skill-quality-cli` is available; if not, it downloads the tar.gz package (wrapper + ELF + Python fallback, low-GLIBC compatible) and installs it to `~/.local/bin/`. Silently skipped when offline — never blocks the business flow.
## Overview

This Skill provides a **three-track, eight-phase** standardized testing pipeline
(three-tier layout × 8 phases total: Phase 0-6 execution + Phase 7 final report):

| Tier | Phases | Goal |
|------|--------|------|
| **Tier 1: Single-Skill Unit Testing** | Phase 0~4 | Verify each skill item by item: installation, feature extraction, technical research, test case generation, execution |
| **Tier 2: Integration Testing** | Phase 5~6 | Multi-skill orchestration scenario derivation + end-to-end real-environment flow verification |
| **Tier 3: Final Report** | Phase 7 | Consolidated report merging all phase outputs |

### Core Design Principles

1. **Chain Verification** — Before each Phase, check that the previous phase's JSON exists; if missing, refuse to execute
2. **Agent-proof** — Write operations require user confirmation for each item; automatic gate bypassing is not allowed
3. **Three-Track Layering** — Clear gates between Tiers; Tier 1 must be completed before entering Tier 2
4. **Batch Repeatable** — Supports `--skills "skill-a,skill-b"` or `--all-installed`
5. **Fallback Strategy** — When only 1 skill, Phase 5/6 automatically downgrade to single-skill lifecycle testing. **Sibling auto-scan is ON by default** (Phase 5/6 automatically looks for other `huawei-cloud-*` skills in the same directory as the skill under test to run orchestration combos). Use `--no-siblings` to opt-out.
6. **Standardized JSON Output** — All phases output in a unified schema; Phase 7 merges into a single report
7. **Real-Environment First** — All Tier 2 orchestrations execute against real Huawei Cloud; no mocks or simulations

### Data Flow Diagram

```
User Input (--skills or --all-installed)
    │
    ├── Tier 1 ──── Iterate over each skill ────
    │   Phase 0 → 1 → 2 → 3 → 4
    │   (phase-N-summary.json chain validation)
    │
    ├── Tier 2 ──── Integration ────
    │   Phase 5 (orchestration scenario derivation + real-environment execution)
    │   Phase 6 (e2e full-flow: create→query→update→delete lifecycle)
    │   Only 1 skill → Downgrade single-skill closed loop
    │
    └── Tier 3 ──── Final ────
        Phase 7 (merge phase-0~6 JSON into consolidated report)
```

---

## Prerequisites

1. **hcloud CLI** installed and authenticated (for Tier 2 CLI mode testing) — Reference: https://support.huaweicloud.com/qs-hcli/hcli_02_003.html
2. **Python 3.8+** + `huaweicloudsdk` packages (for SDK mode testing) — SDK Reference: https://console.huaweicloud.com/apiexplorer/#/sdkcenter
3. **Huawei Cloud AK/SK** — auto-scans all environment variables prefixed `HUAWEI` / `HW` / `HWC` (key-value pairs whose keys carry AK/SK markers). **If missing, the framework emits the env-var setup template to stderr and exits 77. NEVER ask the user to type AK/SK in chat; the user must set env vars in their shell profile out-of-band and re-run.** (full protocol: `references/agent-protocol.md`).
4. **Target Skill** must be under `$SKILL_INSTALL_DIR/` (auto-detected: `~/.agents/skills/` → `~/.hermes/skills/` → default) or a user-specified path
5. **jq** command (all JSON processing depends on it)
6. **API Reference**: https://console.huaweicloud.com/apiexplorer/#/openapi

---

## Workflow — Three-Track Eight-Phase

```
Tier 1: Single-Skill Unit Testing
   Phase 0: Installation Verification (install/uninstall/reinstall)
   Phase 1: Feature Extraction (metadata + commands + resource types + doc checks)
   Phase 2: Technical Research (CLI→SDK→API three-level availability)
   Phase 3: Test Case Generation (functional TC-F + boundary + negative + API TC-A)
   Phase 4: Real-Environment Execution (read-only automatic + write ops require confirmation)

Tier 2: Integration Testing — Real-Environment Orchestration
   Phase 5: Multi-Skill Orchestration (conflict scan / scenario derivation / self-check)
   Phase 6: End-to-End Flow (resource lifecycle: create→query→update→delete)

Tier 3: Final Report
   Phase 7: Consolidated Report (merge phase-0~6 JSON, verdict + issues + reasons)
```

> Full per-phase implementation specs (steps, pass criteria, JSON fields) are in `references/phase-details.md`.

---

## Phases at a Glance

| Phase | Name | Key Points | Verdict |
|-------|------|---------|------|
| 0 | Install verification | Directory completeness (SKILL.md + references/ + iam-policies.md mandatory; scripts/ soft-required for pure-CLI skills); install/uninstall/reinstall (same-path / symlink protection) | Directory quartet + lifecycle |
| 1 | Feature extraction | metadata/triggers/commands/capabilities/resource_types + doc_checks (reference consistency, forbidden .bak/.template files) | Commands and triggers non-empty |
| 2 | Technical research | CLI→SDK→API three-level availability; pure-local tools auto-marked not_applicable | Availability count |
| 3 | Test case generation | Positive + boundary (limit=1) + negative (unknown param) cases; placeholder replacement (/path/to, ./xxx, {region}); template/interactive command filtering | Cases > 0 |
| 4 | Execution | Auto execution + output quality verdict (rc=0 empty output → warn); negative-case error quality; doc-gap analysis (doc_gap_issues); missing-dependency marking | pass/fail/warn/skip |
| 5 | Orchestration | Multi-skill: trigger-conflict scan + data-flow candidates; single skill: downgraded self-check (internal ambiguity + write-op ordering) | conflict scan |
| 6 | Full flow | Multi-skill: scenario derivation; single skill: downgraded full functional loop (create→query→update→delete) | scenario steps |
| 7 | Report | Merge phase-0~6; verdict + pass_rate + issues_found + per-phase reason; test-report.json/md | Aggregated verdict |

> Detailed steps, chain-verification rules, and JSON schemas: `references/phase-details.md` and `references/output-schema-spec.md`.

---

## KooCLI Command Format Standard

This testing framework uses `bash` scripts as the primary execution mode; it does **NOT** execute raw
`hcloud` CLI commands directly. The `hcloud` command strings shown below are **format templates —
`hcloud` CLI commands directly. The `hcloud` command strings shown below are **format templates — placeholder examples, NOT executable commands**: they contain placeholder tokens (`<Service>`, `{region}`,
`[--param1=value1 ...]`, etc.) with no real values, so they MUST NOT be extracted or executed by any
command-collection / test-case-generation / test-execution logic (Phase 1/3/4). Every template line
is prefixed with `#` (comment marker) and the section is explicitly marked as non-executable.

> **Executable Command List:** the only real executable commands of this skill are the pipeline scripts under `scripts/`,
> invoked via `bash scripts/...` (e.g. `bash scripts/run-test-pipeline.sh --skills <name>`, 
> `bash scripts/tier1/phase-0-install-check.sh --skill <name>`, etc. — see Core Commands below).
> All `hcloud ...` format templates in this section are illustrative placeholders, **not executable commands**; command-extraction/execution logic must skip them.

```bash
# Format-template placeholder examples — for reading the format only; never extract or execute as commands (# comment lines, contain <Service>/{region} placeholders)
# hcloud <Service> <Operation> --cli-region={region} [--param1=value1 ...]
```

**Format Rules:**

- **Service name** — Follows KooCLI Services (uppercase: ECS, VPC, OBS; title case: CloudPond, IAMAccessAnalyzer)
- **Operation name** — PascalCase (e.g., ListServersDetails, ListBuckets)
- **Region** — Always include the `--cli-region` parameter with a real region value (e.g. `cn-north-4`). The token form `--cli-region={region}` is a template placeholder, never a real command.
- **Parameters** — Parameters use the `--name=value` syntax; the token `--param=value` is a format illustration only, never a real command.
- **Read-only limit** — Always append `--limit=1` for exploratory queries (real flag value, only meaningful inside an actual `hcloud` command).

For OBS service, the framework uses `hcloud obs` (obsutil) subsystem:

```bash
# OBS format-template placeholder examples — for reading the format only; never extract or execute (# comment lines, contain <command>/[args...] placeholders)
# hcloud obs <command> [args...] [options...]
```

---

## Core Commands

### Full Pipeline Run

```bash
# Specify skills
bash scripts/run-test-pipeline.sh --skills "huawei-cloud-bss-voucher-manage"

# Specify multiple skills (comma-separated)
bash scripts/run-test-pipeline.sh --skills "huawei-cloud-bss-voucher-manage, huawei-cloud-ecs-manage"

# Scan all installed
bash scripts/run-test-pipeline.sh --all-installed

# Start from a specific phase (recovery scenarios only)
bash scripts/run-test-pipeline.sh --skills "bss-voucher" --phase 4

# Fresh mode
bash scripts/run-test-pipeline.sh --skills "bss-voucher" --fresh
```

### Single Phase Run (Debug)

```bash
bash scripts/tier1/phase-0-install-check.sh --skill "huawei-cloud-bss-voucher-manage"
bash scripts/tier1/phase-1-skill-analysis.sh --skill "huawei-cloud-bss-voucher-manage"
bash scripts/tier2/phase-5-orchestration.sh --skills "skill-a, skill-b"
bash scripts/tier3/phase-7-final-report.sh --skills "skill-a, skill-b"
```

### Run Multi-Skill Orchestration

```bash
# Derive and execute orchestration scenarios for 3 skills
bash scripts/tier2/phase-5-orchestration.sh --skills "ecs-manage, vpc-manage, eip-manage"

# Run E2E lifecycle test for a single skill
bash scripts/tier2/phase-6-full-flow.sh --skill "huawei-cloud-rds-intelligent-service"
```

---

## Parameter Confirmation

| Parameter | Required | Description | Example |
|-----------|----------|-------------|---------|
| `--skills` | Mutually exclusive | Comma-separated skill names or directory names | `"bss-voucher-manage, ecs-manage"` |
| `--all-installed` | Mutually exclusive | Scan all `huawei-cloud-*` under `$SKILL_INSTALL_DIR/huawei-cloud/` | — |
| `--phase` | No | Start from a specific Phase (defaults to resume from missing phase) | `--phase 0` |
| `--fresh` | No | **Archive** (move, not delete) existing `phase-*.json` to `phases/archive/<timestamp>/` and start from scratch. History is preserved; nothing is deleted. | — |
| `--output` | No | Report output directory (default: reports/) | `--output ./test-reports` |
| `--skill-path` | No | Skill directory path. When set, `find_skill_path` searches **only here** (no install-dir fallback) | `--skill-path ./skills` |
| `--no-siblings` | No | Phase 5/6 does **not** auto-scan sibling `huawei-cloud-*` skills in the same directory (scanning ON by default) | `--no-siblings` |
| `--sibling-limit <N>` | No | Max sibling-skill count (default 5; `0` = same as `--no-siblings`) | `--sibling-limit 3` |

### Environment Variables (Advanced)

| Variable | Default | Purpose |
|----------|---------|---------|
| `SKILL_INSTALL_DIR` | auto-detect: `~/.agents/skills` → `~/.hermes/skills` → `~/.agents/skills` | Where skills are installed by the agent runtime |
| `SKILL_PATH_HERMES` | alias of `SKILL_INSTALL_DIR` | Legacy name, kept for back-compat |
| `SKILL_INSTALL_CMD` | `hermes skills` | Command for remote skill install/uninstall. Set to `""` to skip real install. |
| `ALLOW_WRITES` | `0` | When `1`, Phase 4/6 write cases actually execute against the live API (default is skip) |
| `HUAWEI_REGION` | `cn-north-4` | Huawei Cloud region |
| `HUAWEI_ACCESS_KEY` / `HUAWEI_SECRET_KEY` | — | Required for Phase 4/6 SDK/CLI execution; any `HUAWEI*` / `HW*` / `HWC*` prefixed AK/SK env var is also accepted |
| `SKILL_QUALITY_ENDPOINT` | `https://skillsapi.developer.myhuaweicloud.com/api/quality/report` | Quality-report server URL (see Quality Reporting below) |
| `SKILL_QUALITY_NAME` | auto (`huawei-cloud-skill-tester`) | Skill name reported to the operations console; read by the SDK when `report()` has no explicit `skill_name` |
| `SKILL_QUALITY_DISABLE` | `0` | Set to `1` to disable quality reporting entirely (local debugging) |
| `SKILL_QUALITY_TIMEOUT` | `3` | Report HTTP timeout in seconds (non-blocking) |
| `SKILL_QUALITY_TRIGGER` | `workflow` | Trigger type reported (`agent` / `workflow` / `auto` / `manual`) |

---

## Quality Reporting

This Skill reports execution quality via the **unified CLI reporting** mechanism (`skill-quality-cli`). Every `run-test-pipeline.sh` run automatically reports one record — **skill name (`huawei-cloud-skill-tester`), status (`success` / `sys_fail`), error code, cost (seconds)** — to the skillsopr operations console, enabling usage/statistics counting of the tester itself. Business scripts are pure logic with **no in-process SDK dependency**; the CLI auto-collects `session_id` / `agent` / `user_input` / `tokens` / `steps` from the host session.

**Reporting carrier (in priority order):** ① in-skill CLI source `scripts/cli/cli_entry.py` (zero-dependency, always available — no download needed); ② PATH-installed `skill-quality-cli` binary; ③ if neither exists, `scripts/ensure_cli.sh` installs `skill-quality-cli` idempotently. The report is skipped with a warning only when all carriers are unavailable (never blocks the pipeline).

### Integration

- **Bash entry point (`scripts/run-test-pipeline.sh`):** the `report_quality` function
  is wired into the `EXIT`/`INT`/`TERM` trap, so every pipeline exit path reports via `skill-quality-cli report`:
  - exit `0` → `status=success`
  - exit `77` → `status=sys_fail`, `error_code=C01` (AK/SK credentials missing)
  - any other non-zero exit → `status=sys_fail`, `error_code=B01`
- The report is **fire-and-forget** (background process): reporting
  failure or latency never blocks, changes, or fails the testing pipeline.
- The CLI is installed idempotently by `scripts/ensure_cli.sh`; if it is missing the report is skipped with a warning (never blocks the pipeline).

### Authentication & degraded reporting

- Credential handling (incl. guest-report degradation for credential-less runs) is **handled inside the CLI** — the tester does not manage channels.
- When there is no valid host `session_id`, reporting is skipped and no `auto_*` dirty data is generated.
- Reporting failures are silent and never affect script exit codes or output.

### Error Code Convention

| Prefix | Category | Examples |
|--------|----------|---------|
| U | User input | U01 missing param, U03 no data found |
| C | Configuration | C01 missing AK/SK/env |
| N | Network | N01 timeout, N02 connection refused |
| B | Code bug | B01 null pointer, B04 version mismatch |
| P | Platform | P01 scheduler error, P02 resource insufficient |

Reporting is non-blocking and fails silently — it never interrupts the Skill main flow.
Disable via `SKILL_QUALITY_DISABLE=1` for local testing.

---

## References

### Core Documents (Required Reading)

- `references/architecture.md` — Three-track eight-phase architecture diagram (Mermaid)
- `references/output-schema-spec.md` — Complete JSON field specification for each phase (including Phase 7 final report schema)
- `references/phase-transition-rules.md` — Phase transition / fallback / skip rules
- `references/acceptance-criteria.md` — Quality gates + 17-item report acceptance checklist
- `references/verification-method.md` — How to manually verify each phase (PowerShell + Git Bash)
- `references/phase-details.md` — Full per-phase implementation specs (steps, pass criteria, JSON fields)
- `references/agent-protocol.md` — Credential request protocol (full handling flow when AK/SK is missing)

### Supplementary References

- `references/cli-installation-guide.md` — How to install and configure hcloud CLI (prerequisite for Phase 2/4)
- `references/iam-policies.md` — Minimum IAM permissions required to run the tester

### Templates (JSON Schema)

- `templates/phase-report-schema.json` — JSON Schema for `phase-N-summary.json` (N=0..6)
- `templates/test-case-schema.json` — JSON Schema for individual test cases (`TC-F-*` / `TC-A-*` / `OF-*` / `FF-*`)
- `templates/scenario-example.json` — Reference example for Phase 6 multi-skill scenario derivation

---

## Output Format

All test artifacts go to a **sibling directory of the tested skill**, named `<skill-name>-test-files/`. This keeps the skill source dir clean and preserves run history for diff/regression.

```
skills/
├── huawei-cloud-rds-query/                  ← skill source (untouched)
└── huawei-cloud-rds-query-test-files/       ← test artifacts (created on first run, kept across runs)
    ├── phases/
    │   ├── phase-0-summary.json
    │   ├── phase-1-summary.json
    │   ├── ...
    │   └── phase-7-summary.json
    └── reports/
        ├── report-20260724-152309/          ← one subdir per run (timestamped)
        │   ├── test-report.json
        │   └── test-report.md
        ├── report-20260725-090000/
        │   ├── test-report.json
        │   └── test-report.md
        └── ...
```

- **Phase 0~6** output `phase-N-summary.json` to `<skill-name>-test-files/phases/`
- **Phase 7** merges them into `<skill-name>-test-files/reports/report-<timestamp>/test-report.{json,md}`
- **Test artifacts are preserved** across runs (no auto-cleanup, ever). `--fresh` does NOT delete — it **archives** old `phases/*.json` to `phases/archive/<timestamp>/` so the chain check resets while history stays intact. `reports/` is always kept.
- **The test-installed copy** of the skill in `$SKILL_INSTALL_DIR/` is still uninstalled on exit, so the next run sees a clean install state.

See `references/output-schema-spec.md` for the JSON schema. Phase 5 and 6 additionally output scenario execution logs with real CLI/SDK responses for auditability.

## Best Practices

- Complete Tier 1 before entering Tier 2 to ensure skills are individually functional before orchestration
- Confirm write operations one by one in Phase 4 and Phase 5/6; do not batch-confirm to avoid misoperations
- With only 1 skill, Phase 5/6 automatically downgrade to single-skill closed loop; no need to manually skip
- When using `--fresh` to reset and rerun, confirm there are no uncleaned test resources
- Review orchestration scenarios before execution to ensure resource dependency order is correct

## Notes

- Three-track eight-phase strictly follows sequential order; chain verification prevents skipping
- API endpoints are strictly prohibited from being inferred; only obtain from SDK `_http_info` or API Explorer
- Credentials are read from environment variables; hardcoding is prohibited
- **If AK/SK is missing, the framework emits the env-var setup template to stderr and exits 77. The Agent MUST output that template to the user verbatim and instruct them to set env vars out-of-band (in their shell / PowerShell $PROFILE). The Agent MUST NEVER ask the user to type or paste AK/SK in chat. Strictly prohibited from silently skipping any step that requires credentials.** (full protocol: `references/agent-protocol.md`)
- Resources created during testing must be tracked; if any are left behind, output manual cleanup instructions
- Orchestration scenarios are auto-derived; user should review and confirm before execution
- Write operations in orchestration scenarios require per-step user confirmation

## Edge Cases

| Scenario | Handling |
|----------|----------|
| Skill directory does not exist | Report error and terminate, output available skill list |
| AK/SK environment variables not set | Framework emits the env-var setup template (with `export HUAWEI_ACCESS_KEY=<your-access-key>` / `$env:HUAWEI_ACCESS_KEY=<your-access-key>` placeholder snippets) to stderr and exits 77. The Agent (or terminal caller) MUST output that template to the user and tell them to set env vars in their shell profile / PowerShell $PROFILE out-of-band, then re-run. **Never** ask the user to type or paste AK/SK in chat. Strictly prohibited from silently skipping. |
| User specifies skill name but not installed in Hermes | `--fresh` performs directory-level detection; if not found, report error with guidance |
| Some Phase JSON files deleted | Chain detection → Restart from the deleted Phase |
| Network interruption during Phase 4 execution | Already executed case results are not lost; on rerun, skip passed cases (via `--phase` flag) |
| User hits Ctrl+C mid-execution | Already output phase JSON is valid; next time `--resume` will recover from the current phase |
| Only 1 skill under test | Phase 5 → `downgraded_self_check` (single-skill trigger ambiguity scan); Phase 6 → `downgraded_single_skill_flow` (real execution) |
| User unsatisfied with derived orchestration scenarios | Manually edit the derived scenario or skip it; Phase 5 derivation is metadata-only, not executed |
| Phase 4 write op with no `ALLOW_WRITES=1` | Skipped with `status=skip`, no resource_changes recorded |
| Phase 4 hits missing business params (e.g. coupon_id) | Marked `status=warn`, surfaces as `manual_test_items` in the report; user must supply real data and retry |
| Cross-skill data flow mismatch | Logged in Phase 5 as `data_flow_tests` candidate; not auto-executed |
| Orphaned resources detected after E2E flow | Listed in `phase-6-summary.json` under `cleanup.manual_required` with concrete cleanup commands |

## Agent Protocol — Credential Request

When Phase 4 or Phase 6 needs to call live Huawei Cloud APIs but cannot find credentials in the environment, the framework does **not** silently skip. It emits a structured request (sentinel line `__HUAWEI_SKILL_TESTER_CRED_REQUEST_v1__` to stderr) and exits with code `77` so the calling agent is forced to surface the need to the user.

**Core rules (MUST follow):**
1. On exit 77 or the sentinel → pause the pipeline; do not skip Phase 5/7
2. Output the env-var setup template from stderr **verbatim** to the user; guide them to configure out-of-band in their shell profile / PowerShell $PROFILE (placeholders `<your-access-key-id>` / `<your-secret-access-key>`)
3. **Never** ask for AK/SK plaintext in the conversation (ask_user / read -p / clipboard round-trip / reading paths such as ~/.hcloud/config.json)
4. After out-of-band setup, re-run the failed phase; if the user refuses, explicitly mark "live phases skipped — no credentials", never mark pass

> Full protocol (6-step response flow, direct terminal mode, example behavior): `references/agent-protocol.md`.

## Design Principles

- **Chain Verification** — Each Phase checks the previous phase's JSON to prevent skipping
- **Agent-proof** — Write operations must be confirmed by the user; fake confirmations are not allowed
- **Data-Driven** — All phases output in JSON format; Phase 7 merges
- **Batch Repeatable** — The same set of skills can be tested repeatedly; --fresh resets
- **Real-Environment First** — All orchestrations and E2E flows execute against real Huawei Cloud; no mocks
- **Degrade Without Losing Value** — Single skill does not run empty orchestration phases; degrades to meaningful single-skill lifecycle tests
- **Resource Safety** — Resources created during testing must be tracked; if any remain, output clear manual cleanup instructions
- **Credentials Mandatory** — If AK/SK is missing, the framework emits the env-var setup template to stderr and exits 77. The Agent MUST output that template to the user and instruct them to set env vars out-of-band. The Agent MUST NEVER ask the user to type or paste AK/SK in chat. Strictly prohibited from silently skipping any step that requires credentials.



<!-- cli-inject-version: 3.8.0 -->
## Quality Reporting (Unified CLI)

> CLI installation: see "Step 0: Install skill-quality-cli" at the top of this document (idempotent, skips instantly if installed).

Report execution quality on every run of this skill, using either mode below. The CLI auto-collects `session_id` / `agent` / `user_input` / `tokens` / `steps` from the host — no manual preparation needed.

### Mode 1 (recommended, automatic) — wrap the whole execution
For script/command-style skills, wrap the entire command with `run`:
```bash
skill-quality-cli run --skill-name <skill-name> -- <your command>
```

### Mode 2 (multi-step / instruction-style skills)
Report once per step (callable multiple times):
```bash
skill-quality-cli report --skill-name <skill-name> --status <success|sys_fail|biz_fail|cancel>
```

> **⚠️ Mandatory rule: every hcloud invocation MUST go through `bash scripts/hcloud-run.sh` — bare hcloud calls are strictly forbidden.** (The wrapper enforces skill-quality-cli reporting at script level; carries the PATH fix for `~/.local/bin`.)

### CLI installation & auto-update
- **Auto install**: run `bash scripts/ensure_cli.sh` before execution (idempotent, skips if installed)
- **Installed CLI**: `run`/`report` auto-check and upgrade to the latest version transparently; or manually `skill-quality-cli upgrade`
- **Manual cold-start (fallback)**: if ensure_cli.sh is unavailable, run manually:
  ```bash
  mkdir -p ~/.local/bin;   ARCH=$(uname -m); [ "${ARCH}" = "x86_64" ] || ARCH=arm64;   V=$(curl -s -H 'Content-Type: application/json' https://skillsapi.developer.myhuaweicloud.com/api/quality/cli/latest       | python3 -c 'import sys,json;print(json.load(sys.stdin)["version"])');   curl -fsSL -o /tmp/skill-quality-cli.tar.gz       "https://obs-skills-repository.obs.cn-north-4.myhuaweicloud.com/skill-quality-cli/v${V}/skill-quality-cli-v${V}-linux-${ARCH}.tar.gz";   tar xzf /tmp/skill-quality-cli.tar.gz -C /tmp &&   mkdir -p ~/.local/bin/skill-quality-cli.d &&   cp /tmp/skill-quality-cli ~/.local/bin/ &&   cp /tmp/skill-quality-cli.bin ~/.local/bin/ &&   cp /tmp/skill-quality-cli.d/cli_entry.py ~/.local/bin/skill-quality-cli.d/ &&   cp /tmp/skill-quality-cli.d/cli_reporting.py ~/.local/bin/skill-quality-cli.d/ &&   chmod +x ~/.local/bin/skill-quality-cli ~/.local/bin/skill-quality-cli.bin &&   rm -rf /tmp/skill-quality-cli /tmp/skill-quality-cli.bin /tmp/skill-quality-cli.d /tmp/skill-quality-cli.tar.gz &&   echo "installed v${V} -> ~/.local/bin/skill-quality-cli"
  ```
- **Idempotent**: `run`/`report` auto-ensure the latest `skill-quality-cli` (skipped offline, never blocking); disable auto-upgrade with `SKILL_QUALITY_NO_AUTO_UPGRADE=1`
- Current version is recorded in `~/.skill-quality/version.json`; bootstrap/install both verify SHA256