RRepoGEO

REPOGEO REPORT · LITE

wonderwhy-er/DesktopCommanderMCP

Default branch main · commit 9c44119a · scanned 5/29/2026, 6:51:25 AM

GitHub: 6,086 stars · 723 forks

AI VISIBILITY SCORE
27 /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
1 / 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 wonderwhy-er/DesktopCommanderMCP, 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's opening to clearly define the MCP server

    Why:

    CURRENT
    The README immediately pivots to the 'Desktop Commander App' after the main title, obscuring the repo's identity as an MCP server.
    COPY-PASTE FIX
    This repository hosts the Desktop Commander MCP server, an open-source component designed to extend AI models like Claude with powerful terminal control, file system search, and diff-based file editing capabilities. It enables advanced AI automation directly on your desktop.
  • mediumtopics#2
    Refine repository topics for better categorization

    Why:

    CURRENT
    agent, ai, code-analysis, code-generation, gemini-cli-extension, mcp, terminal-ai, terminal-automation, vibe-coding
    COPY-PASTE FIX
    ai-agent, claude-extension, mcp-server, terminal-control, file-system-automation, generative-ai, ai-tooling
  • mediumreadme#3
    Add a dedicated section clarifying the MCP server's role vs. the Desktop Commander App

    Why:

    COPY-PASTE FIX
    ## 💡 Understanding Desktop Commander MCP vs. The App
This repository provides the open-source Desktop Commander MCP server, a backend component that enables AI models like Claude to interact with your terminal and file system. While the Desktop Commander App offers a polished, integrated experience with additional features and model support, this MCP server is designed for developers who want to integrate these capabilities directly into their own AI workflows or use it with other MCP-compatible clients.

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 wonderwhy-er/DesktopCommanderMCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Cursor · recommended 2×
  3. Tabnine · recommended 2×
  4. Fig AI · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    How can I use an AI assistant to control my terminal and manage files?
    you: not recommended
    AI recommended (in order):
    1. Fig AI
    2. GitHub Copilot
    3. ChatGPT
    4. Claude
    5. Cursor
    6. Perplexity AI
    7. Tabnine

    AI recommended 7 alternatives but never named wonderwhy-er/DesktopCommanderMCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-powered tools help automate coding tasks and interact with the file system?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. GPT-4
    4. Tabnine
    5. CodiumAI
    6. Codeium

    AI recommended 6 alternatives but never named wonderwhy-er/DesktopCommanderMCP. 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 wonderwhy-er/DesktopCommanderMCP?
    pass
    AI did not name wonderwhy-er/DesktopCommanderMCP — 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 wonderwhy-er/DesktopCommanderMCP in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wonderwhy-er/DesktopCommanderMCP 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 wonderwhy-er/DesktopCommanderMCP solve, and who is the primary audience?
    pass
    AI did not name wonderwhy-er/DesktopCommanderMCP — 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?

Embed your GEO score

Drop this badge into the README of wonderwhy-er/DesktopCommanderMCP. 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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  • Brand-free category queries5 vs 2 in Lite
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