RRepoGEO

REPOGEO REPORT · LITE

langgptai/awesome-claude-prompts

Default branch main · commit 9cba12be · scanned 5/26/2026, 1:57:57 PM

GitHub: 5,150 stars · 562 forks

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 langgptai/awesome-claude-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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the root of the repository to clarify usage rights.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the 'Homepage' field in the repository settings (e.g., a project website, a related blog post, or even the repo's own GitHub Pages if applicable).
  • mediumtopics#3
    Refine repository topics for better categorization and recall

    Why:

    CURRENT
    anthropic, anthropic-claude, awesome-claude, awesome-claude-prompts, awesome-prompts, chatgpt, chatgpt-4, chatgpt3, claude, claude-ai, openai, openai-chatgpt, prompt, prompt-learning, prompt-toolkit, prompts
    COPY-PASTE FIX
    Add: prompt-engineering, prompt-curation, ai-prompts, llm-prompts, generative-ai-prompts, prompt-strategies. Consider removing: chatgpt, chatgpt-4, chatgpt3, openai, openai-chatgpt to focus on Claude-specific content.

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-claude-prompts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Cookbook
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Cookbook · recommended 1×
  2. Anthropic's Prompt Engineering Guide · recommended 1×
  3. Learn Prompting · recommended 1×
  4. Awesome-Prompt-Engineering · recommended 1×
  5. PromptPerfect · recommended 1×
  • CATEGORY QUERY
    What are effective strategies for crafting prompts to improve AI text generation quality?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Where can I find curated prompt examples for interacting with large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Cookbook
    2. Anthropic's Prompt Engineering Guide
    3. Learn Prompting
    4. Awesome-Prompt-Engineering
    5. PromptPerfect
    6. Hugging Face's Transformers Examples
    7. Google's AI Studio

    AI recommended 7 alternatives but never named langgptai/awesome-claude-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-claude-prompts?
    pass
    AI named langgptai/awesome-claude-prompts explicitly

    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-claude-prompts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named langgptai/awesome-claude-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-claude-prompts solve, and who is the primary audience?
    pass
    AI did not name langgptai/awesome-claude-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?

Embed your GEO score

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langgptai/awesome-claude-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