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REPOGEO REPORT · LITE

severity1/claude-code-prompt-improver

Default branch main · commit cf00dfcd · scanned 5/17/2026, 12:21:28 AM

GitHub: 1,481 stars · 126 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
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 severity1/claude-code-prompt-improver, 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
    Clarify README's opening to position as a Claude enhancement tool

    Why:

    CURRENT
    # Claude Code Prompt Improver

A UserPromptSubmit hook that enriches vague prompts before Claude Code executes them. Uses the AskUserQuestion tool (Claude Code 2.0.22+) for targeted clarifying questions.
    COPY-PASTE FIX
    # Claude Code Prompt Improver

A **developer tool** that acts as a UserPromptSubmit hook to automatically refine and enrich vague programming prompts **for Claude Code**, ensuring higher accuracy and better outcomes from AI code generation. It uses the AskUserQuestion tool (Claude Code 2.0.22+) for targeted clarifying questions.
  • hightopics#2
    Add specific topics for better categorization

    Why:

    COPY-PASTE FIX
    claude, anthropic, prompt-engineering, ai-code-generation, developer-tool, llm-enhancement, prompt-refinement
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/severity1/claude-code-prompt-improver

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 severity1/claude-code-prompt-improver
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GPT-4
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GPT-4 · recommended 2×
  2. OpenAI GPT-3.5 Turbo · recommended 1×
  3. huggingface/transformers · recommended 1×
  4. CodeLlama · recommended 1×
  5. StarCoder · recommended 1×
  • CATEGORY QUERY
    How can I improve the accuracy of code generated by my AI assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5 Turbo
    2. GPT-4
    3. Hugging Face Transformers (huggingface/transformers)
    4. CodeLlama
    5. StarCoder
    6. deepseek-coder
    7. Pylint (PyCQA/pylint)
    8. ESLint (eslint/eslint)
    9. Black (psf/black)
    10. Prettier (prettier/prettier)
    11. pytest (pytest-dev/pytest)
    12. JUnit
    13. NUnit
    14. LangChain (langchain-ai/langchain)
    15. LlamaIndex (run-llama/llama_index)
    16. Pinecone
    17. Weaviate (weaviate/weaviate)
    18. Chroma (chroma-core/chroma)
    19. Claude 3 Opus
    20. Gemini 1.5 Pro

    AI recommended 20 alternatives but never named severity1/claude-code-prompt-improver. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there tools to automatically refine ambiguous programming prompts for AI code generation?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4
    3. Claude
    4. Gemini
    5. GitHub Copilot Chat
    6. Cursor
    7. LangChain
    8. LlamaIndex
    9. Weaviate
    10. Neo4j
    11. NLTK
    12. spaCy

    AI recommended 12 alternatives but never named severity1/claude-code-prompt-improver. 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 severity1/claude-code-prompt-improver?
    pass
    AI did not name severity1/claude-code-prompt-improver — 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 severity1/claude-code-prompt-improver in production, what risks or prerequisites should they evaluate first?
    pass
    AI named severity1/claude-code-prompt-improver 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 severity1/claude-code-prompt-improver solve, and who is the primary audience?
    pass
    AI named severity1/claude-code-prompt-improver explicitly

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

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severity1/claude-code-prompt-improver — 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