RRepoGEO

REPOGEO REPORT · LITE

EmbraceAGI/Awesome-AI-GPTs

Default branch main · commit 320ce6f3 · scanned 5/10/2026, 8:57:38 PM

GitHub: 1,186 stars · 153 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 EmbraceAGI/Awesome-AI-GPTs, 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
  • highreadme#1
    Clarify the README's opening sentence to explicitly state its purpose as a curated list/directory of GPTs and related resources.

    Why:

    CURRENT
    欢迎来到 EmbraceAGI GPTs 开源目录，本项目收录了 OpenAI GPTs 的相关资源和有趣玩法，让我们一起因 AI 而强大！
    COPY-PASTE FIX
    This is EmbraceAGI's open-source directory, a comprehensive and actively updated collection of OpenAI GPTs, related resources, and innovative applications. It serves as a curated list for discovering, understanding, and leveraging custom AI assistants, including insights into prompt engineering and security.
  • mediumtopics#2
    Add more specific topics related to prompt security and advanced GPT usage.

    Why:

    CURRENT
    aigpts, bots, chatbot, gpt-3, gpt-4, gpts, openai, prompts
    COPY-PASTE FIX
    aigpts, bots, chatbot, gpt-3, gpt-4, gpts, openai, prompts, prompt-security, ai-security, prompt-engineering, gpt-security, prompt-attacks
  • mediumhomepage#3
    Add a homepage URL to the repository's About section.

    Why:

    COPY-PASTE FIX
    https://github.com/EmbraceAGI/Awesome-AI-GPTs

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 EmbraceAGI/Awesome-AI-GPTs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
G2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. G2 · recommended 1×
  2. Capterra · recommended 1×
  3. SoftwareSuggest · recommended 1×
  4. AI Multiple · recommended 1×
  5. BuiltWith · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive directory of specialized AI chatbot applications?
    you: not recommended
    AI recommended (in order):
    1. G2
    2. Capterra
    3. SoftwareSuggest
    4. AI Multiple
    5. BuiltWith
    6. Product Hunt

    AI recommended 6 alternatives but never named EmbraceAGI/Awesome-AI-GPTs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I protect my custom AI assistant's underlying prompts from extraction attacks?
    you: not recommended
    AI recommended (in order):
    1. PyCryptodome
    2. crypto module
    3. TLS/SSL
    4. LangChain
    5. LlamaIndex
    6. OWASP ESAPI (Enterprise Security API)
    7. Validator.js
    8. Pydantic
    9. Cloudflare Rate Limiting
    10. AWS WAF (Web Application Firewall)
    11. Google Cloud Armor
    12. Redis
    13. OpenAI API
    14. Hugging Face Transformers
    15. AWS IAM (Identity and Access Management)
    16. Google Cloud IAM
    17. Azure Active Directory
    18. Vault by HashiCorp
    19. Intel SGX (Software Guard Extensions)
    20. AMD SEV (Secure Encrypted Virtualization)
    21. Microsoft Azure Confidential Computing
    22. Google Cloud Confidential VMs

    AI recommended 22 alternatives but never named EmbraceAGI/Awesome-AI-GPTs. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 EmbraceAGI/Awesome-AI-GPTs?
    pass
    AI did not name EmbraceAGI/Awesome-AI-GPTs — 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 EmbraceAGI/Awesome-AI-GPTs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named EmbraceAGI/Awesome-AI-GPTs 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 EmbraceAGI/Awesome-AI-GPTs solve, and who is the primary audience?
    pass
    AI did not name EmbraceAGI/Awesome-AI-GPTs — 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

Drop this badge into the README of EmbraceAGI/Awesome-AI-GPTs. 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/EmbraceAGI/Awesome-AI-GPTs.svg)](https://repogeo.com/en/r/EmbraceAGI/Awesome-AI-GPTs)
HTML
<a href="https://repogeo.com/en/r/EmbraceAGI/Awesome-AI-GPTs"><img src="https://repogeo.com/badge/EmbraceAGI/Awesome-AI-GPTs.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

EmbraceAGI/Awesome-AI-GPTs — 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