RRepoGEO

REPOGEO REPORT · LITE

boldsoftware/shelley

Default branch main · commit 95791a66 · scanned 6/16/2026, 2:51:55 PM

GitHub: 502 stars · 85 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 boldsoftware/shelley, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, coding-agent, generative-ai, llm, web-based, mobile-friendly, developer-tools
  • highreadme#2
    Strengthen the README's opening to explicitly position Shelley as an AI coding agent

    Why:

    CURRENT
    Shelley is a mobile-friendly, web-based, multi-conversation, multi-modal, multi-model, single-user coding agent built for but not exclusive to exe.dev. It does not come with authorization or sandboxing: bring your own.
    COPY-PASTE FIX
    Shelley is a dedicated, web-based AI coding agent, not a generic CLI framework or JavaScript library. It provides a mobile-friendly, multi-conversation, multi-modal, multi-model environment for single users, built for but not exclusive to exe.dev. It does not come with authorization or sandboxing: bring your own.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://exe.dev/shelley

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 boldsoftware/shelley
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Google Gemini · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. Cursor · recommended 1×
  5. Replit AI · recommended 1×
  • CATEGORY QUERY
    What are good web-based AI coding agents for personal use?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. ChatGPT
    3. Google Gemini
    4. Cursor
    5. Replit AI
    6. Tabnine

    AI recommended 6 alternatives but never named boldsoftware/shelley. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a mobile-friendly AI assistant that understands screenshots and charts for coding tasks.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Microsoft Copilot
    4. Perplexity AI
    5. Anthropic Claude

    AI recommended 5 alternatives but never named boldsoftware/shelley. 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 boldsoftware/shelley?
    pass
    AI named boldsoftware/shelley explicitly

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

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

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

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boldsoftware/shelley — 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