RRepoGEO

REPOGEO REPORT · LITE

JimLiu/Illustrated-Agent-Skills

Default branch main · commit 6ce52438 · scanned 6/21/2026, 11:33:02 AM

GitHub: 510 stars · 67 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface JimLiu/Illustrated-Agent-Skills, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highlicense#1
    Add a standard open-source license file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT or Apache-2.0).
  • mediumabout#2
    Expand the repository's 'About' description

    Why:

    CURRENT
    《图解Skill——AI提效实战指南》官方 Repo
    COPY-PASTE FIX
    《图解Skill——AI提效实战指南》官方 Repo：LLM Agent Skills、Prompt Engineering 与 AI 提效实战指南的配套资源与示例代码。

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface JimLiu/Illustrated-Agent-Skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Claude · recommended 1×
  3. Google Gemini · recommended 1×
  4. Notion AI · recommended 1×
  5. Perplexity AI · recommended 1×
  • CATEGORY QUERY
    What are some practical AI skills and workflows to boost personal and professional efficiency?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Claude
    3. Google Gemini
    4. Notion AI
    5. Perplexity AI
    6. ChatGPT Plus with Advanced Data Analysis
    7. Microsoft Excel with Copilot
    8. Google Sheets with Gemini
    9. Otter.ai
    10. Zoom AI Companion
    11. Microsoft Teams Premium
    12. Khanmigo

    AI recommended 12 alternatives but never named JimLiu/Illustrated-Agent-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking resources for integrating and deploying large language model skills across different platforms.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. Hugging Face Inference API
    3. OpenAI API
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. Google Cloud Vertex AI
    7. AWS SageMaker JumpStart
    8. Microsoft Azure OpenAI Service
    9. Microsoft Azure AI Studio

    AI recommended 9 alternatives but never named JimLiu/Illustrated-Agent-Skills. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of JimLiu/Illustrated-Agent-Skills?
    pass
    AI did not name JimLiu/Illustrated-Agent-Skills — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts JimLiu/Illustrated-Agent-Skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named JimLiu/Illustrated-Agent-Skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo JimLiu/Illustrated-Agent-Skills solve, and who is the primary audience?
    pass
    AI named JimLiu/Illustrated-Agent-Skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of JimLiu/Illustrated-Agent-Skills. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/JimLiu/Illustrated-Agent-Skills.svg)](https://repogeo.com/en/r/JimLiu/Illustrated-Agent-Skills)
HTML
<a href="https://repogeo.com/en/r/JimLiu/Illustrated-Agent-Skills"><img src="https://repogeo.com/badge/JimLiu/Illustrated-Agent-Skills.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

JimLiu/Illustrated-Agent-Skills — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite