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DF majia-guanyuan

观远 BI（Guandata）实战增益层。标准查数、指标批量查询、本地分析、建卡发布、ETL、数据集和表单结构管理、工作流、指标写入路由官方六组件。专攻 ETL 整库治理、SmartETL 全链路重写、引擎报错、自定义图表与 HTML 看板排障、v7 发布兼容、移动端 phoneLayout、门店手机成绩单、SuperApp 的 LLM 中转及历史兼容、AI-native ADS 架构判断。餐饮会员公式见 majia-huiyuan。触发：观远、Guandata、会员、订单、复购率、RFM、ETL 治理、payload_json、自定义图表、HTML 看板、门店手机成绩单、换店滤空、phoneLayout、60004、SuperApp、ILLEGAL_JSON_RES、数据架构。

ClawHub Agent Skills author: 超级马甲 v3.2.3 MIT-0 79 files · 8 scripts body ≈ 12 262 tokens Open the sourceclawhub.ai↗ analyzed 9 d ago

观远 BI（Guandata）实战增益层。标准查数、指标批量查询、本地分析、建卡发布、ETL、数据集和表单结构管理、工作流、指标写入路由官方六组件。专攻 ETL 整库治理、SmartETL 全链路重写、引擎报错、自定义图表与 HTML 看板排障、v7 发布兼容、移动端…

As a process F 31/100 · No process to follow — References files that are not bundled: scripts/patch_selector_linkage.js

ProcedureGitHubData and analyticstype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
D
77/100
safety, quality, tests
Safety 60%
95
Quality 40%
51
Run on models
none yet
Process rating
F
31/100
No process to follow
References files that are not bundled: scripts/patch_selector_linkage.js
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

What is at stake

Medium-severity findings: the skill is probably honest, but read what alarmed the scanner.

Dangerous commands medium severity

Below is the worst case for this category. The finding here is medium: the guard saw a sign, not a proof.

If you install

The skill contains commands that delete files, rewrite disks or execute code fetched from the network. The agent may run them without asking if it believes the instructions require it.

For the author

Replace destructive commands with safe equivalents that ask for confirmation, scope them to one folder, and stop piping curl into a shell: pin a version and a checksum.

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
  3. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 1

✓ No critical or high findings

Medium and low: 1
  • medium Dangerous commands cmd-disable-security CHANGELOG.md:1264
    Disables a security control (Defender, Gatekeeper, SIP, firewall, execution policy) (quoted — discussed, not commanded)
    四步法。**重点收录 `xattr -dr com.apple.quarantine` 这一步**——2026-05-13
    quoted

Files scanned: 79. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning body-long SKILL.md body ≈ 12262 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: scripts/patch_selector_linkage.js
  • note edit-residue the text marks something as outdated (lines 56): check that old rules are not kept next to new ones — the full check reads the text for contradictions

Process rating: all ten parameters 31/100

Will not run. References files that are not bundled: scripts/patch_selector_linkage.js
  • 0Tools and files. 1 referenced file(s) missing: scripts/patch_selector_linkage.js
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 56 mutating operations with no state check
  • 40Consistency. Frontmatter name (majia-guanyuan) differs from the folder (guanyuan-majia)
  • 40Execution cost. Instruction body is 12262 tokens: crowds the task out of the window
  • 50Failures and branches. 0 branches, has a failure section
  • 100Steps. 128 steps
  • 100Progress reporting. Reports progress
  • low 37 top-level sections: this looks like several domains in one skill
  • low The response is described with custom markup (15 tags): a typed call is more reliable

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • -5TODO / placeholder text left in the skill
  • -284 emoji in the instructions: noise for the model
  • -31 of 1 scripts are never mentioned in SKILL.md
  • +2Single-language instructions
  • +3Description length 344: enough signal without eating the budget
  • +4Structure: 79 headings
  • +3Step-by-step instructions: 128 items
  • +4Has examples (31 code blocks)
  • +4Reference files are cited in the instructions (18 of 19)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 51.

External checks

ClawHub: clean
The skill is a disclosed Guandata BI helper with powerful but documented BI read/write and delete workflows, so users should install it only when they intend to give an agent that level of access.
LLM: benign (high) · VirusTotal: · 28 Sept 2026