RRepoGEO

REPOGEO REPORT · LITE

DSXiangLi/DecryptPrompt

Default branch main · commit c3bfc262 · scanned 5/15/2026, 5:12:36 PM

GitHub: 3,409 stars · 321 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 DSXiangLi/DecryptPrompt, 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 the README's opening to clarify the repo's purpose

    Why:

    CURRENT
    # DecryptPrompt
> 如果LLM的突然到来让你感到沮丧，不妨读下主目录的Choose Your Weapon Survival Strategies for Depressed AI Academics
持续更新以下内容，Star to keep updated~
    COPY-PASTE FIX
    # DecryptPrompt: Unveiling and Mastering Prompt Engineering, LLM Agents, and RAG
> 本项目旨在『解密』LLM的复杂世界，通过总结Prompt&LLM论文、开源数据&模型及AIGC应用，帮助你掌握大模型核心技术。如果你对LLM的突然到来感到沮丧，不妨读下主目录的Choose Your Weapon Survival Strategies for Depressed AI Academics。
持续更新以下内容，Star to keep updated~
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the repository root, clearly stating the terms under which the project's content can be used and distributed.
  • mediumabout#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, blog, or a specific entry point within the repo like the main README) 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 DSXiangLi/DecryptPrompt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI's Prompt Engineering Guide
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI's Prompt Engineering Guide · recommended 1×
  2. DeepLearning.AI's "Prompt Engineering for Developers" Course · recommended 1×
  3. Prompt Engineering Guide (promptingguide.ai) · recommended 1×
  4. Anthropic · recommended 1×
  5. Google · recommended 1×
  • CATEGORY QUERY
    Where can I find detailed explanations of various prompt engineering strategies for large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's Prompt Engineering Guide
    2. DeepLearning.AI's "Prompt Engineering for Developers" Course
    3. Prompt Engineering Guide (promptingguide.ai)
    4. Anthropic
    5. Google
    6. Hugging Face
    7. transformers (huggingface/transformers)
    8. Learn Prompting (learnprompting.org)

    AI recommended 8 alternatives but never named DSXiangLi/DecryptPrompt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the common design patterns and frameworks for building LLM-powered agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. CrewAI
    7. Transformers Agents

    AI recommended 7 alternatives but never named DSXiangLi/DecryptPrompt. 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 DSXiangLi/DecryptPrompt?
    pass
    AI named DSXiangLi/DecryptPrompt explicitly

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

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

    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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MARKDOWN (README)
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DSXiangLi/DecryptPrompt — 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