RRepoGEO

REPOGEO REPORT · LITE

ezyang/codemcp

Default branch main · commit 1ebdb617 · scanned 6/28/2026, 7:07:10 PM

GitHub: 1,611 stars · 140 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 ezyang/codemcp, 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
  • highabout#1
    Add a concise About description to clarify project's purpose

    Why:

    CURRENT
    Coding assistant MCP for Claude Desktop
    COPY-PASTE FIX
    An open-source AI pair programming assistant for Claude Desktop, enabling direct code editing and test execution. (Note: Project is considered obsolete by author, but contains valuable design ideas.)
  • hightopics#2
    Add relevant topics for better categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-assistant, code-generation, pair-programming, claude, anthropic, developer-tools, cli
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/ezyang/codemcp

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 ezyang/codemcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Workspace
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Workspace · recommended 2×
  2. Cursor · recommended 2×
  3. Continue.dev · recommended 1×
  4. Open Interpreter · recommended 1×
  5. GPT-4o · recommended 1×
  • CATEGORY QUERY
    How can I use an AI to directly edit code files and run tests?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Workspace
    2. Cursor
    3. Continue.dev
    4. Open Interpreter
    5. GPT-4o
    6. Claude 3 Opus
    7. CodiumAI

    AI recommended 7 alternatives but never named ezyang/codemcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI coding assistant can implement features and fix bugs without manual copy-pasting?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Workspace
    2. Cursor
    3. Codeium
    4. JetBrains AI Assistant
    5. Tabnine

    AI recommended 5 alternatives but never named ezyang/codemcp. 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 ezyang/codemcp?
    pass
    AI named ezyang/codemcp explicitly

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

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

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

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ezyang/codemcp — 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