RRepoGEO

REPOGEO REPORT · LITE

mattnigh/ChatGPT-Free-Prompt-List

Default branch main · commit 9da3bb9b · scanned 5/13/2026, 11:53:05 AM

GitHub: 2,281 stars · 182 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 mattnigh/ChatGPT-Free-Prompt-List, 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
    Reposition README H1 and opening paragraph to emphasize "customizable framework"

    Why:

    CURRENT
    # PromptBin: Free Prompt List for AI tools

The site -> www.prompt-bin.com

- This is a passion project by @mattnigh.
- Feel free to steal, scrape, and use the prompt files
- MIT License, 2025 by Matt Nigh

## Project info

I use AI tools all the time and wished there was a great way to manage snippets for the (many) LLMs and Agents in my life. I made this tool (mostly) vibe-coding via Lovable for initial scaffolding, and Agent Mode in VS Code for functionality.
    COPY-PASTE FIX
    # PromptBin: A Customizable Framework for AI Prompt Management

PromptBin is a customizable, open-source codebase designed to help developers and teams build and manage their own internal AI prompt libraries. While it includes a free list of prompts, its core value is as a deployable foundation for custom prompt management solutions. Feel free to fork, steal, and adapt this project for your specific needs.
  • highlicense#2
    Add an MIT LICENSE file to the repository root

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a file named `LICENSE` in the repository root with the standard MIT License text, replacing `[year]` with `2025` and `[fullname]` with `Matt Nigh`.
  • mediumabout#3
    Update the repository description to highlight its framework capabilities

    Why:

    CURRENT
    A free guide for learning to create ChatGPT3 Prompts
    COPY-PASTE FIX
    A customizable, open-source framework and prompt list for building and managing internal AI prompt libraries for teams and developers.

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 mattnigh/ChatGPT-Free-Prompt-List
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PromptLayer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptLayer · recommended 1×
  2. Weights & Biases Prompts · recommended 1×
  3. GitHub · recommended 1×
  4. GitLab · recommended 1×
  5. Notion · recommended 1×
  • CATEGORY QUERY
    How can I effectively organize and share my large language model prompts with a team?
    you: not recommended
    AI recommended (in order):
    1. PromptLayer
    2. Weights & Biases Prompts
    3. GitHub
    4. GitLab
    5. Notion
    6. Google Docs
    7. Microsoft Word
    8. Confluence

    AI recommended 8 alternatives but never named mattnigh/ChatGPT-Free-Prompt-List. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a customizable framework to build an internal AI prompt library or knowledge base.
    you: not recommended
    AI recommended (in order):
    1. Retool
    2. Appsmith (appsmithorg/appsmith)
    3. Budibase (Budibase/budibase)
    4. Next.js (vercel/next.js)
    5. Strapi (strapi/strapi)
    6. Contentful
    7. Streamlit (streamlit/streamlit)
    8. Directus (directus/directus)
    9. React (facebook/react)
    10. Vue (vuejs/core)

    AI recommended 10 alternatives but never named mattnigh/ChatGPT-Free-Prompt-List. 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 mattnigh/ChatGPT-Free-Prompt-List?
    pass
    AI did not name mattnigh/ChatGPT-Free-Prompt-List — 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 mattnigh/ChatGPT-Free-Prompt-List in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mattnigh/ChatGPT-Free-Prompt-List 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 mattnigh/ChatGPT-Free-Prompt-List solve, and who is the primary audience?
    pass
    AI did not name mattnigh/ChatGPT-Free-Prompt-List — 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?

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  • Brand-free category queries5 vs 2 in Lite
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