RRepoGEO

REPOGEO REPORT · LITE

pacholoamit/chatgpt-prompts

Default branch main · commit b96924bc · scanned 6/11/2026, 7:31:59 PM

GitHub: 711 stars · 81 forks

AI VISIBILITY SCORE
27 /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
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 pacholoamit/chatgpt-prompts, 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 tagline to emphasize its Node.js library nature

    Why:

    CURRENT
    A collection of 140+ amazing and useful prompts for GPT-3
    COPY-PASTE FIX
    A **Node.js library** for programmatically managing and utilizing a curated collection of 140+ awesome ChatGPT prompts.
  • hightopics#2
    Add specific topics to highlight its Node.js library nature

    Why:

    CURRENT
    ai, bot, chat, chatbot, chatgpt, chatgpt-prompts, chatgpt3, conversation-ai, gpt, gpt-3-prompts, gpt-4, gpt3, gpt4, ml, openai, prompts
    COPY-PASTE FIX
    ai, bot, chat, chatbot, chatgpt, chatgpt-prompts, chatgpt3, conversation-ai, gpt, gpt-3-prompts, gpt-4, gpt3, gpt4, ml, openai, prompts, nodejs-library, javascript-library, prompt-management
  • mediumreadme#3
    Add an explicit 'What Problem Does This Solve?' section

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, after the quickstart, titled "💡 What Problem Does This Solve?" with content like: "This library solves the challenge of programmatically integrating and managing a diverse set of high-quality ChatGPT prompts within Node.js applications. It provides a structured, easy-to-use interface to access a curated collection, streamlining prompt usage and enhancing consistency for AI interactions."

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 pacholoamit/chatgpt-prompts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. PostgreSQL · recommended 1×
  4. MongoDB · recommended 1×
  5. SQLite · recommended 1×
  • CATEGORY QUERY
    How can I programmatically use a library of pre-made prompts for my GPT application?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. PostgreSQL
    4. MongoDB
    5. SQLite
    6. Weights & Biases Prompts
    7. Humanloop
    8. Vellum

    AI recommended 8 alternatives but never named pacholoamit/chatgpt-prompts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good NodeJS tools for managing and utilizing large collections of GPT prompts?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js (langchain-ai/langchainjs)
    2. LlamaIndex.TS (run-llama/llama_index_ts)
    3. Pinecone
    4. Weaviate (weaviate/weaviate)
    5. Qdrant (qdrant/qdrant)
    6. Prisma (prisma/prisma)
    7. Zod (colinhacks/zod)
    8. Lodash (lodash/lodash)
    9. Ramda (ramda/ramda)

    AI recommended 9 alternatives but never named pacholoamit/chatgpt-prompts. 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 pacholoamit/chatgpt-prompts?
    pass
    AI did not name pacholoamit/chatgpt-prompts — 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 pacholoamit/chatgpt-prompts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pacholoamit/chatgpt-prompts 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 pacholoamit/chatgpt-prompts solve, and who is the primary audience?
    pass
    AI did not name pacholoamit/chatgpt-prompts — 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
  • Prioritized action items8 vs 3 in Lite