SKILLEMALL.ai

AC grok-geo

Diagnose a brand's visibility, recommendations, citations, competitor presence, factual accuracy, and content gaps in AI-assisted web search. Use for GEO audits, AI search visibility analysis, AI citation analysis, brand-versus-competitor comparisons, website GEO content diagnostics, ChatGPT/豆包/DeepSeek/通义千问/智谱 GLM/Kimi/文心一言/Claude/Gemini/Perplexity brand mention analysis, AI search optimization, and generative engine optimization (GEO) reports. Supports 17+ AI engines (8 international + 9 Chinese). Do not use for ordinary copywriting, general SEO keyword research, social-media scraping, guaranteed-ranking requests, or content publishing.

ClawHub Agent Skills author: xubobo v0.1.3 MIT-0 80 files · 1 script body ≈ 1 711 tokens Open the sourceclawhub.ai analyzed 2 d ago

Diagnose a brand's visibility, recommendations, citations, competitor presence, factual accuracy, and content gaps in AI-assisted web search.

As a process C 63/100 · Has gaps — weak spots: result and completion, consistency, progress reporting

AnalyzerMarketingData and analyticsResearchtype and topics are labelled automatically from the skill text
JSON
Technical rating
A
91/100
safety, quality, tests
Safety 60%
100
Quality 40%
78
Run on models
none yet
Process rating
C
63/100
Has gaps
Result and completion w 14
0
Progress reporting w 2
0
Consistency w 8
40
the three weakest of ten parameters · all ten

How to improve

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

    Against the Agent Skills spec

    • note frontmatter-key unknown frontmatter key "slug"
    • note frontmatter-key unknown frontmatter key "displayName"
    • note frontmatter-key unknown frontmatter key "summary"

    Process rating: all ten parameters 63/100

    • 0Result and completion. Does not say what the result is
    • 0Progress reporting. Says nothing while it works
    • 40Consistency. Frontmatter name (grok-geo) differs from the folder (geo-agent-skill)
    • 50When it triggers. No condition that starts the skill
    • 60Tools and files. Uses tools (bash, web) that frontmatter does not declare
    • 70Inputs and preconditions. Inputs and preconditions are listed
    • 100Steps. 70 steps
    • 100Failures and branches. 6 branches, has a failure section
    • 100Execution cost. Instruction body is 1711 tokens
    • 100Running it twice. No mutating operations
    • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
    • low 23 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
    • +3Output format is not stated: the model decides each time
    • +4No input/output examples
    • -41 reference files, but SKILL.md never points to them: the model will not open them
    • +2Single-language instructions
    • +4Description says when NOT to use the skill
    • +3Description length 646: enough signal without eating the budget
    • +4Structure: 24 headings
    • +3Step-by-step instructions: 70 items
    • +1License stated

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 78.

    External checks

    ClawHub: suspicious
    This appears to be a real GEO audit tool, but it includes under-disclosed optional automation, credential-backed external API use, alerts, scheduling, and outreach/optimization guidance beyond a simple diagnostic report.
    LLM: suspicious (high) · 19 Jul 2026