RRepoGEO

REPOGEO REPORT · LITE

repoprompt/repoprompt-ce

Default branch main · commit d0abf8f0 · scanned 7/1/2026, 3:06:49 PM

GitHub: 735 stars · 92 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 repoprompt/repoprompt-ce, 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 category and unique value

    Why:

    CURRENT
    **A free, open-source native macOS app and agent orchestrator for context engineering.**
    COPY-PASTE FIX
    **The dedicated native macOS app and agent orchestrator for advanced context engineering with AI coding agents.**
  • mediumreadme#2
    Add a 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Differentiators

*   **Native macOS Experience:** Built from the ground up for macOS, offering deep integration and performance.
*   **Dedicated Context Engineering:** Focuses solely on curating precise, reviewable context for AI agents, unlike general-purpose IDEs.
*   **Agent Orchestration:** Provides an MCP server and agent harness to manage and run AI agent sessions directly.
*   **Local-First & Open-Source:** Ensures data privacy and control by processing code locally and offering full transparency.
  • lowtopics#3
    Add LLM-related topics for broader AI visibility

    Why:

    CURRENT
    ai-agents, coding-agents, context-engineering, developer-tools, macos, mcp, model-context-protocol, prompt-engineering, swift
    COPY-PASTE FIX
    ai-agents, coding-agents, context-engineering, developer-tools, macos, mcp, model-context-protocol, prompt-engineering, swift, llm, large-language-models

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 repoprompt/repoprompt-ce
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tree
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. tree · recommended 1×
  2. Markdown · recommended 1×
  3. GitHub's CODEOWNERS · recommended 1×
  4. Sphinx · recommended 1×
  5. Docusaurus · recommended 1×
  • CATEGORY QUERY
    How can I improve AI coding agent understanding of my project's codebase structure?
    you: not recommended
    AI recommended (in order):
    1. tree
    2. Markdown
    3. GitHub's CODEOWNERS
    4. Sphinx
    5. Docusaurus
    6. Next.js
    7. Git's .gitignore
    8. npm
    9. Poetry
    10. Maven
    11. Cargo
    12. Docker

    AI recommended 12 alternatives but never named repoprompt/repoprompt-ce. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What macOS tools help orchestrate AI agent sessions and manage code context effectively?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. VS Code
    3. iTerm2
    4. Raycast
    5. Obsidian
    6. Jupyter Notebooks / JupyterLab
    7. Alfred

    AI recommended 7 alternatives but never named repoprompt/repoprompt-ce. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

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

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

Embed your GEO score

Drop this badge into the README of repoprompt/repoprompt-ce. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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repoprompt/repoprompt-ce — 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