RRepoGEO

REPOGEO REPORT · LITE

humanloop/awesome-chatgpt

Default branch main · commit cbc3e0d3 · scanned 5/20/2026, 10:17:43 PM

GitHub: 8,218 stars · 545 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
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 humanloop/awesome-chatgpt, 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
  • hightopics#1
    Add 'awesome-list' and 'resource-list' to topics

    Why:

    CURRENT
    chatgpt, gpt-3, gpt3, openai
    COPY-PASTE FIX
    chatgpt, gpt-3, gpt3, openai, awesome-list, resource-list
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT) in the repository root.
  • mediumhomepage#3
    Set the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    Set the repository URL (https://github.com/humanloop/awesome-chatgpt) as the homepage in the About section.

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 humanloop/awesome-chatgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Google Cloud Vertex AI · recommended 1×
  3. Anthropic API · recommended 1×
  4. Microsoft Azure OpenAI Service · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    Looking for tools to access a powerful AI chatbot from different applications or platforms.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Vertex AI
    3. Anthropic API
    4. Microsoft Azure OpenAI Service
    5. Hugging Face Transformers (huggingface/transformers)
    6. Cohere API

    AI recommended 6 alternatives but never named humanloop/awesome-chatgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a comprehensive list of tools for modern conversational AI?
    you: not recommended
    AI recommended (in order):
    1. Gartner Hype Cycle for Conversational AI
    2. State of AI Report
    3. Hugging Face Transformers
    4. Rasa
    5. DeepPavlov
    6. Google Cloud Dialogflow
    7. Amazon Lex
    8. Microsoft Azure Bot Service
    9. Kaggle
    10. Towards Data Science (on Medium)
    11. VentureBeat AI
    12. TechCrunch AI

    AI recommended 12 alternatives but never named humanloop/awesome-chatgpt. 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 humanloop/awesome-chatgpt?
    pass
    AI did not name humanloop/awesome-chatgpt — 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 humanloop/awesome-chatgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named humanloop/awesome-chatgpt 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 humanloop/awesome-chatgpt solve, and who is the primary audience?
    pass
    AI named humanloop/awesome-chatgpt 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 humanloop/awesome-chatgpt. 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/humanloop/awesome-chatgpt.svg)](https://repogeo.com/en/r/humanloop/awesome-chatgpt)
HTML
<a href="https://repogeo.com/en/r/humanloop/awesome-chatgpt"><img src="https://repogeo.com/badge/humanloop/awesome-chatgpt.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

humanloop/awesome-chatgpt — 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