RRepoGEO

REPOGEO REPORT · LITE

etsd-tech/mcp-pointer

Default branch main · commit 59601d17 · scanned 5/29/2026, 9:27:00 PM

GitHub: 578 stars · 55 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 etsd-tech/mcp-pointer, 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's main heading and opening sentence

    Why:

    CURRENT
    # 👆 MCP Pointer
**Point to browser DOM elements for agentic coding tools via MCP!**
    COPY-PASTE FIX
    # 👆 MCP Pointer: Real-time DOM Element Context for AI Agents
**Empower agentic coding tools like Claude Code and Cursor to "see" and interact with specific browser DOM elements via MCP.**
  • mediumhomepage#2
    Add homepage URL to About section

    Why:

    COPY-PASTE FIX
    https://github.com/etsd-tech/mcp-pointer
  • mediumtopics#3
    Refine and expand GitHub Topics for specificity

    Why:

    CURRENT
    agentic-coding, browser, claude-code, cursor, dom, dom-element, mcp, mcp-server, pointing, stdio
    COPY-PASTE FIX
    agentic-coding, browser-extension, claude-code, cursor-ai, dom-elements, mcp-protocol, real-time-context, visual-selection, ai-agent-tools, web-automation-for-ai

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 etsd-tech/mcp-pointer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Selenium WebDriver · recommended 1×
  3. Puppeteer · recommended 1×
  4. Beautiful Soup · recommended 1×
  5. Scrapy · recommended 1×
  • CATEGORY QUERY
    How to provide specific web page element context to an AI coding assistant?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What tools help AI agents interact with or understand browser DOM elements?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Beautiful Soup
    5. Scrapy
    6. Cypress

    AI recommended 6 alternatives but never named etsd-tech/mcp-pointer. 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 etsd-tech/mcp-pointer?
    pass
    AI named etsd-tech/mcp-pointer explicitly

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

  • If a team adopts etsd-tech/mcp-pointer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named etsd-tech/mcp-pointer 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 etsd-tech/mcp-pointer solve, and who is the primary audience?
    pass
    AI named etsd-tech/mcp-pointer 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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etsd-tech/mcp-pointer — 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