RRepoGEO

REPOGEO REPORT · LITE

qdleader/Awesome-AI-Pedia

Default branch master · commit f5f4f2a3 · scanned 6/13/2026, 5:52:35 PM

GitHub: 501 stars · 81 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 qdleader/Awesome-AI-Pedia, 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

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

OVERALL DIRECTION
  • highabout#1
    Refine the GitHub repository description to emphasize its nature as a knowledge base and curated collection

    Why:

    CURRENT
    🔥🔥🔥 A Comprehensive Collection of AI/ML Knowledge, Papers, Courses, and Tools. (AI 知识大全，包含skills、claude code、cursor工具和学习路径)
    COPY-PASTE FIX
    🔥🔥🔥 Awesome AI Pedia: A Comprehensive Knowledge Base and Curated Collection of AI/ML Guides, Papers, Courses, and Tools. (AI 知识大全，包含skills、claude code、cursor工具和学习路径)
  • hightopics#2
    Add more specific topics to align with detailed content and user queries

    Why:

    CURRENT
    ai, ai-agents
    COPY-PASTE FIX
    ai, ai-agents, prompt-engineering, ai-coding-assistant, ai-skills, ai-deployment, machine-learning-resources, knowledge-base
  • mediumreadme#3
    Enhance the README's project introduction to highlight practical guidance and key areas

    Why:

    CURRENT
    **Awesome AI Pedia** 是一个现代化 AI 知识库，旨在为开发者提供全面的 AI 工具使用指南、最佳实践和实战经验分享。
    COPY-PASTE FIX
    **Awesome AI Pedia** 是一个现代化 AI 知识库，旨在为开发者提供全面的 AI 工具使用指南、**实战最佳实践**和**可落地的解决方案**，涵盖 AI 编码助手、提示词工程、AI 技能与应用部署等核心领域。

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 qdleader/Awesome-AI-Pedia
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Documentation
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Documentation · recommended 1×
  2. DeepLearning.AI Courses · recommended 1×
  3. Prompt Engineering for Developers · recommended 1×
  4. Google AI for Developers Documentation · recommended 1×
  5. Anthropic's Prompt Engineering Guide · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive guides for AI coding assistant best practices and prompt engineering?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Documentation
    2. DeepLearning.AI Courses
    3. Prompt Engineering for Developers
    4. Google AI for Developers Documentation
    5. Anthropic's Prompt Engineering Guide
    6. Learn Prompting
    7. Awesome Prompt Engineering

    AI recommended 7 alternatives but never named qdleader/Awesome-AI-Pedia. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need resources to learn about AI agent skills and practical application deployment strategies.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. DeepLearning.AI
    5. Hugging Face Transformers Library
    6. Generative AI with Large Language Models
    7. Awesome-LLM-Agents GitHub Repository

    AI recommended 7 alternatives but never named qdleader/Awesome-AI-Pedia. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 qdleader/Awesome-AI-Pedia?
    pass
    AI named qdleader/Awesome-AI-Pedia explicitly

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

  • If a team adopts qdleader/Awesome-AI-Pedia in production, what risks or prerequisites should they evaluate first?
    pass
    AI named qdleader/Awesome-AI-Pedia 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 qdleader/Awesome-AI-Pedia solve, and who is the primary audience?
    pass
    AI did not name qdleader/Awesome-AI-Pedia — 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?

Embed your GEO score

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MARKDOWN (README)
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qdleader/Awesome-AI-Pedia — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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