RRepoGEO

REPOGEO REPORT · LITE

NeoVertex1/SuperPrompt

Default branch main · commit b12f53bb · scanned 5/14/2026, 7:37:59 AM

GitHub: 6,411 stars · 575 forks

AI VISIBILITY SCORE
35 /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
3 / 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 NeoVertex1/SuperPrompt, 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's opening to clarify it's a prompt engineering framework

    Why:

    CURRENT
    SuperPrompt is a canonical holographic metadata. It uses notations and other methods to turn logical statements into actionable LLM agents, initially, SP can be seeing as a basic XML agent, it uses XML tags to guide the LLM, as the prompt develops into the models tree-of-thought it explores areas in the model that usually go unexplored.
    COPY-PASTE FIX
    SuperPrompt is a prompt engineering framework designed to elicit creative and unconventional responses from large language models (LLMs) like Claude. It uses notations and methods to guide LLMs through complex reasoning, acting as a 'soft jailbreak' to encourage novel perspectives and deeper thought.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or even the GitHub repo URL itself if no external site exists) to the 'Homepage' field in the repository's '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 NeoVertex1/SuperPrompt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google's PaLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google's PaLM · recommended 1×
  2. OpenAI's GPT-3.5 · recommended 1×
  3. OpenAI's GPT-4 · recommended 1×
  4. Anthropic's Claude · recommended 1×
  5. Google's PaLM 2 · recommended 1×
  • CATEGORY QUERY
    How to engineer prompts to elicit more creative and unconventional responses from large language models?
    you: not recommended
    AI recommended (in order):
    1. Google's PaLM
    2. OpenAI's GPT-3.5
    3. OpenAI's GPT-4
    4. Anthropic's Claude
    5. Google's PaLM 2
    6. Google's Gemini

    AI recommended 6 alternatives but never named NeoVertex1/SuperPrompt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective prompt engineering techniques for guiding LLMs through complex reasoning tasks?
    you: not recommended
    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 NeoVertex1/SuperPrompt?
    pass
    AI named NeoVertex1/SuperPrompt explicitly

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

  • If a team adopts NeoVertex1/SuperPrompt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NeoVertex1/SuperPrompt 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 NeoVertex1/SuperPrompt solve, and who is the primary audience?
    pass
    AI named NeoVertex1/SuperPrompt explicitly

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

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NeoVertex1/SuperPrompt — 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