RRepoGEO

REPOGEO REPORT · LITE

simonw/files-to-prompt

Default branch main · commit 1b234ff6 · scanned 5/21/2026, 3:47:02 PM

GitHub: 2,741 stars · 175 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
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 simonw/files-to-prompt, 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 opening to emphasize LLM-specific value

    Why:

    CURRENT
    Concatenate a directory full of files into a single prompt for use with LLMs
    COPY-PASTE FIX
    Concatenate a directory full of files into a single, intelligently formatted prompt specifically for Large Language Models (LLMs). This tool is designed to prepare diverse local file content for optimal input to AI assistants, going beyond simple concatenation by structuring the output for better LLM comprehension.
  • hightopics#2
    Add relevant topics for LLM tools

    Why:

    COPY-PASTE FIX
    llm, large-language-models, prompt-engineering, cli, python, ai, generative-ai, developer-tools, context-window
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://simonwillison.net/2024/Mar/11/files-to-prompt-claude-3-opus/

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 simonw/files-to-prompt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cat
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. cat · recommended 2×
  2. Get-Content · recommended 2×
  3. Get-ChildItem · recommended 2×
  4. find · recommended 2×
  5. xargs · recommended 2×
  • CATEGORY QUERY
    How can I combine multiple source code files into a single input for a large language model?
    you: not recommended
    AI recommended (in order):
    1. cat
    2. type
    3. Get-Content
    4. Set-Content
    5. Get-ChildItem
    6. find
    7. xargs
    8. Python Script
    9. git ls-files
    10. tree
    11. Out-File

    AI recommended 11 alternatives but never named simonw/files-to-prompt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to aggregate text from a folder for AI prompt generation?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. os
    3. glob
    4. pathlib
    5. cat
    6. find
    7. xargs
    8. Node.js
    9. fs
    10. path
    11. PowerShell
    12. Get-ChildItem
    13. Get-Content
    14. ripgrep
    15. grep

    AI recommended 15 alternatives but never named simonw/files-to-prompt. 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 simonw/files-to-prompt?
    pass
    AI named simonw/files-to-prompt explicitly

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

  • If a team adopts simonw/files-to-prompt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named simonw/files-to-prompt 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 simonw/files-to-prompt solve, and who is the primary audience?
    pass
    AI named simonw/files-to-prompt 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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simonw/files-to-prompt — 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