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AF github-explorer

Deep-dive analysis of GitHub projects. Use when the user mentions a GitHub repo/project name and wants to understand it — triggered by phrases like "帮我看看这个项目", "了解一下 XXX", "这个项目怎么样", "分析一下 repo", or any request to explore/evaluate a GitHub project. Covers architecture, community health, competitive landscape, and cross-platform knowledge sources.

ClawHub Agent Skills author: flyingants v1.0.0 MIT-0 3 files body ≈ 1 693 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

Deep-dive analysis of GitHub projects.

As a process F 44/100 · Will not run — References files that are not bundled: 链接, 完整URL, GitHub/官网链接

AnalyzerGitHubTelegramSoftware developmentWriting 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
A
91/100
safety, quality, tests
Safety 60%
100
Quality 40%
77
Run on models
none yet
Process rating
F
44/100
Will not run
References files that are not bundled: 链接, 完整URL, GitHub/官网链接
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

How to improve

  1. 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: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: 链接
  • warning missing-ref reference to a missing file: 完整URL
  • warning missing-ref reference to a missing file: GitHub/官网链接
  • warning missing-ref reference to a missing file: URL

Process rating: all ten parameters 44/100

Will not run. References files that are not bundled: 链接, 完整URL, GitHub/官网链接
  • 0Tools and files. 4 referenced file(s) missing: 链接, 完整URL, GitHub/官网链接
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 4 mutating operations with no state check
  • 50Failures and branches. 0 branches, has a failure section
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 38 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1693 tokens

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

  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +5Description quotes 4 example trigger phrases
  • +3Description length 348: enough signal without eating the budget
  • +4Structure: 12 headings
  • +3Step-by-step instructions: 38 items
  • +4Has examples (5 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.

External checks

ClawHub: clean
The skill appears to be a project or repository analysis helper, with no artifact-backed evidence of hidden, destructive, or credential-stealing behavior.
LLM: benign (medium) · VirusTotal: · 29 May 2026