RRepoGEO

REPOGEO REPORT · LITE

huangserva/skill-prompt-generator

Default branch main · commit e9512498 · scanned 6/21/2026, 8:28:58 AM

GitHub: 1,399 stars · 208 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 huangserva/skill-prompt-generator, 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 H1 to specify AI image prompt generation for agents

    Why:

    CURRENT
    # Skill Prompt Generator - 基于Skills的智能提示词生成系统
    COPY-PASTE FIX
    # Skill Prompt Generator: AI Image Prompt Generation System for Claude & OpenAI Agents
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-image-generation, prompt-engineering, claude-ai, openai-codex, ai-agents, prompt-generator, image-prompts, ai-skill-system
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals.

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 huangserva/skill-prompt-generator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PromptBase
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptBase · recommended 1×
  2. Lexica · recommended 1×
  3. Artbreeder · recommended 1×
  4. ChatGPT / GPT-4 · recommended 1×
  5. Midjourney · recommended 1×
  • CATEGORY QUERY
    Need a system to intelligently combine features for generating high-quality AI portrait prompts.
    you: not recommended
    AI recommended (in order):
    1. PromptBase
    2. Lexica
    3. Artbreeder
    4. ChatGPT / GPT-4
    5. Midjourney
    6. Stable Diffusion
    7. Dynamic Prompts

    AI recommended 7 alternatives but never named huangserva/skill-prompt-generator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for structured AI image prompt generation using Claude or OpenAI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Guidance
    4. Pydantic
    5. Instructor
    6. JSON Schema
    7. PromptPerfect

    AI recommended 7 alternatives but never named huangserva/skill-prompt-generator. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 huangserva/skill-prompt-generator?
    pass
    AI did not name huangserva/skill-prompt-generator — 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 huangserva/skill-prompt-generator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named huangserva/skill-prompt-generator 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 huangserva/skill-prompt-generator solve, and who is the primary audience?
    pass
    AI named huangserva/skill-prompt-generator explicitly

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

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MARKDOWN (README)
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huangserva/skill-prompt-generator — 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