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CF mesh-app-factory

至简网格"端&云"应用开发工厂

ClawHub Agent Skills author: flyinmind v1.0.0 MIT-0 80 files body ≈ 24 749 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

至简网格"端&云"应用开发工厂

As a process F 27/100 · Will not run — References files that are not bundled: imgs/server/terms.png, imgs/server/version.png, imgs/server/networking.png

IntegrationSoftware developmentData and analyticsWriting and documentstype 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
C
71/100
safety, quality, tests
Safety 60%
100
Quality 40%
27
Run on models
none yet
Process rating
F
27/100
Will not run
References files that are not bundled: imgs/server/terms.png, imgs/server/version.png, imgs/server/networking.png
Tools and files w 18
0
Result and completion w 14
0
When it triggers w 12
0
the three weakest of ten parameters · all ten

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 · 0

✓ No critical or high findings

Files scanned: 80. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning frontmatter-yaml SKILL.md: the frontmatter is not valid YAML (YAML parse error: Unexpected scalar at node end at line 2, column 20: description: "至简网格"端&云"应用开发工厂" ^^^^^^^^^^^ ); fields were read line by line. The usual cause is a colon inside an unquoted value
  • warning description-short description under 40 chars: too little signal for triggering
  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning body-long SKILL.md body ≈ 24749 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: imgs/server/terms.png
  • warning missing-ref reference to a missing file: imgs/server/version.png
  • warning missing-ref reference to a missing file: imgs/server/networking.png
  • warning missing-ref reference to a missing file: client_dev_guide.md
  • warning missing-ref reference to a missing file: imgs/server/service_auth.png
  • warning missing-ref reference to a missing file: imgs/server/user_auth.png
  • warning missing-ref reference to a missing file: imgs/server/sharding.png
  • warning missing-ref reference to a missing file: imgs/server/workflowset.png
  • warning missing-ref reference to a missing file: imgs/server/customer_workflow.png
  • warning missing-ref reference to a missing file: imgs/client/user_auth.png
  • warning missing-ref reference to a missing file: imgs/client/member1.png
  • warning missing-ref reference to a missing file: imgs/client/member2.png
  • warning missing-ref reference to a missing file: imgs/client/member3.png
  • warning missing-ref reference to a missing file: imgs/client/classhour1.png
  • warning missing-ref reference to a missing file: imgs/client/classhour2.png
  • warning missing-ref reference to a missing file: imgs/client/classhour3.png
  • warning missing-ref reference to a missing file: imgs/client/classhour4.png
  • warning missing-ref reference to a missing file: imgs/client/androidclient_install1.png
  • warning missing-ref reference to a missing file: imgs/client/androidclient_install2.png
  • warning missing-ref reference to a missing file: imgs/client/personal_reg1.png
  • warning missing-ref reference to a missing file: imgs/client/personal_reg2.png
  • warning missing-ref reference to a missing file: imgs/client/company_login1.png
  • warning missing-ref reference to a missing file: imgs/client/company_login2.png
  • warning missing-ref reference to a missing file: imgs/client/company_login3.png
  • warning missing-ref reference to a missing file: imgs/client/company_login4.png
  • warning missing-ref reference to a missing file: imgs/client/company_login5.png
  • warning missing-ref reference to a missing file: imgs/client/company_login6.png
  • warning missing-ref reference to a missing file: imgs/client/market_list.png
  • warning missing-ref reference to a missing file: imgs/client/market_appdtl.png
  • warning missing-ref reference to a missing file: imgs/client/icrm_home.png
  • warning missing-ref reference to a missing file: imgs/client/win_about.png
  • warning missing-ref reference to a missing file: imgs/client/user_home.png
  • warning missing-ref reference to a missing file: imgs/client/employee_dtl.png
  • warning missing-ref reference to a missing file: imgs/client/user_authhome.png
  • warning missing-ref reference to a missing file: imgs/install/register.png
  • warning missing-ref reference to a missing file: imgs/install/android_register.png
  • warning missing-ref reference to a missing file: imgs/install/android_login.png
  • warning missing-ref reference to a missing file: imgs/client/sysom_home.png
  • note frontmatter-key unknown frontmatter key "homepage"
  • note frontmatter-key unknown frontmatter key "os"

Process rating: all ten parameters 27/100

Will not run. References files that are not bundled: imgs/server/terms.png, imgs/server/version.png, imgs/server/networking.png
  • 0Tools and files. 38 referenced file(s) missing: imgs/server/terms.png, imgs/server/version.png, imgs/server/networking.png
  • 0Result and completion. Does not say what the result is
  • 0When it triggers. No condition that starts the skill
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 10Execution cost. Instruction body is 24749 tokens: crowds the task out of the window
  • 30Running it twice. 13 mutating operations with no state check
  • 100Steps. 94 steps
  • 100Consistency. Name and required fields are in place
  • 100Progress reporting. Reports progress
  • low 20 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)
  • +3Description length 15: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +4Structure: 134 headings
  • +3Step-by-step instructions: 94 items
  • +4Has examples (93 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 27.

External checks

ClawHub: clean
This is a coherent MeshServer application-development skill with disclosed examples for apps, databases, auth, backup, and service management.
LLM: benign (high) · VirusTotal: · 6 Aug 2026