RRepoGEO

REPOGEO REPORT · LITE

langgptai/awesome-grok-prompts

Default branch main · commit f63f54a4 · scanned 6/16/2026, 8:42:45 PM

GitHub: 505 stars · 54 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 langgptai/awesome-grok-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
    Reposition README H1 and opening paragraph to clarify repo's identity

    Why:

    CURRENT
    # super-grok-prompts
A comprehensive collection of advanced prompts engineered for Grok AI. Features optimized templates, strategies, and expert techniques to maximize Grok's potential across diverse applications.
    COPY-PASTE FIX
    # awesome-grok-prompts
This repository is a curated, comprehensive collection of advanced prompts specifically engineered for Grok AI. Unlike general LLM frameworks, it focuses exclusively on providing ready-to-use, high-quality prompts to maximize Grok's potential across diverse applications, including advanced strategies for specific use cases and exploring its boundaries.
  • mediumhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add `https://github.com/langgptai/awesome-grok-prompts` to the 'Homepage' field in the repository settings.
  • lowtopics#3
    Expand repository topics for broader search relevance

    Why:

    CURRENT
    grok, grok-prompts, grok2, grok3, xai
    COPY-PASTE FIX
    grok, grok-prompts, grok2, grok3, xai, llm-prompts, prompt-engineering, ai-optimization, model-capabilities, jailbreak-prompts

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 langgptai/awesome-grok-prompts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. OpenAI's Fine-tuning API · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. huggingface/peft · recommended 1×
  • CATEGORY QUERY
    Seeking strategies to optimize large language model responses for complex applications.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI's Fine-tuning API
    4. Hugging Face Transformers (huggingface/transformers)
    5. PEFT (huggingface/peft)
    6. Haystack (deepset-ai/haystack)
    7. Guardrails AI (guardrails-ai/guardrails)
    8. Weights & Biases (wandb/wandb)

    AI recommended 8 alternatives but never named langgptai/awesome-grok-prompts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need advanced techniques for pushing AI model capabilities beyond standard safety constraints.
    you: not recommended
    AI recommended (in order):
    1. Adversarial Robustness ToolBox (ART)

    AI recommended 1 alternative but never named langgptai/awesome-grok-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
    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 langgptai/awesome-grok-prompts?
    pass
    AI did not name langgptai/awesome-grok-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 langgptai/awesome-grok-prompts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named langgptai/awesome-grok-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 langgptai/awesome-grok-prompts solve, and who is the primary audience?
    pass
    AI did not name langgptai/awesome-grok-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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langgptai/awesome-grok-prompts — 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