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BF umeng-cli-uapp-mini-channel

友盟小程序推广渠道/活动/场景效果分析技能，支持通过 umeng-cli call 调用友盟 OpenAPI（gateway.open.umeng.com）的 5 个只读接口，覆盖获客来源排行、渠道/活动/场景值明细统计与趋势分析。当用户需要了解小程序的获客来源、渠道/活动/场景效果、Top 排行、趋势分析时使用。触发词：获客来源、推广渠道、推广活动、场景分析、渠道排行、活动效果、场景值、渠道趋势、活动趋势。仅适用于小程序 / H5 / 小游戏，不支持 Android/iOS App。

ClawHub Agent Skills author: Umeng+ v1.2.0 MIT-0 2 files body ≈ 4 414 tokens Open the sourceclawhub.ai↗ analyzed 5 d ago

As a process F 26/100 · Will not run — References files that are not bundled: ../../../umeng-cli/SKILL.md, scripts/mini_channel.py

IntegrationInfrastructuretype 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
B
81/100
safety, quality, tests
Safety 60%
95
Quality 40%
61
Run on models
none yet
Process rating
F
26/100
Will not run
References files that are not bundled: ../../../umeng-cli/SKILL.md, scripts/mini_channel.py
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 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-pipe-to-shell-known-host SKILL.md:78
    Pipe-to-shell installer from a well-known host (still executes remote code)
    curl -fsSL https://raw.githubusercontent.com/umeng/umeng-cli/main/scripts/install.sh | sh

Files scanned: 2. 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 missing-ref reference to a missing file: ../../../umeng-cli/SKILL.md
  • warning missing-ref reference to a missing file: scripts/mini_channel.py

Process rating: all ten parameters 26/100

Will not run. References files that are not bundled: ../../../umeng-cli/SKILL.md, scripts/mini_channel.py
  • 0Tools and files. 2 referenced file(s) missing: ../../../umeng-cli/SKILL.md, scripts/mini_channel.py
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 3 mutating operations with no state check
  • 40Consistency. Frontmatter name (umeng-cli-uapp-mini-channel) differs from the folder (uapp-mini-channel)
  • 70Execution cost. Instruction body is 4414 tokens
  • 100Steps. 34 steps
  • low 19 top-level sections: this looks like several domains in one skill

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
  • -229 emoji in the instructions: noise for the model
  • +1No license
  • +2Single-language instructions
  • +3Description length 245: enough signal without eating the budget
  • +4Structure: 44 headings
  • +3Step-by-step instructions: 34 items
  • +4Has examples (18 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 61.

External checks

ClawHub: suspicious
The skill is mostly a read-only Umeng analytics helper, but it also tells the agent to send usage telemetry and the user’s AppKey without a clear consent step.
LLM: suspicious (high) · VirusTotal: · 29 May 2026