RRepoGEO

REPOGEO REPORT · LITE

anaisbetts/mcp-installer

Default branch main · commit 747fbd88 · scanned 6/23/2026, 7:03:22 PM

GitHub: 1,530 stars · 197 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
28 /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
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 anaisbetts/mcp-installer, 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
    Clarify 'MCP' in README title and opening sentence

    Why:

    CURRENT
    # mcp-installer - A MCP Server to install MCP Servers
    
    This server is a server that installs other MCP servers for you.
    COPY-PASTE FIX
    # mcp-installer - A Model Context Protocol (MCP) Server to install other MCP Servers
    
    This server is a Model Context Protocol (MCP) server that installs other MCP servers for you.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    model-context-protocol, mcp, ai-assistant, claude, server-installer, package-manager, npm, pypi, conversational-interface
  • mediumabout#3
    Update repository description for clarity

    Why:

    CURRENT
    An MCP server that installs other MCP servers for you
    COPY-PASTE FIX
    A Model Context Protocol (MCP) server that enables AI assistants like Claude to install other MCP servers from npm or PyPi via natural language prompts.

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 anaisbetts/mcp-installer
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Axiom.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Axiom.ai · recommended 1×
  2. Zapier · recommended 1×
  3. OpenAI's GPT-3/4 · recommended 1×
  4. activepieces/activepieces · recommended 1×
  5. n8n-io/n8n · recommended 1×
  • CATEGORY QUERY
    Looking for a way to install backend services using natural language prompts with an AI assistant.
    you: not recommended
    AI recommended (in order):
    1. Axiom.ai
    2. Zapier
    3. OpenAI's GPT-3/4
    4. Activepieces (activepieces/activepieces)
    5. n8n (n8n-io/n8n)
    6. Pipedream (PipedreamHQ/pipedream)
    7. OpenAI API
    8. GPT-4/ChatGPT

    AI recommended 8 alternatives but never named anaisbetts/mcp-installer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools simplify deploying server applications from npm or PyPi registries using a conversational interface?
    you: not recommended
    AI recommended (in order):
    1. Zeet
    2. Porter
    3. Railway
    4. Render
    5. Vercel
    6. Netlify

    AI recommended 6 alternatives but never named anaisbetts/mcp-installer. 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 anaisbetts/mcp-installer?
    pass
    AI named anaisbetts/mcp-installer explicitly

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

  • If a team adopts anaisbetts/mcp-installer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anaisbetts/mcp-installer 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 anaisbetts/mcp-installer solve, and who is the primary audience?
    pass
    AI did not name anaisbetts/mcp-installer — 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 anaisbetts/mcp-installer. 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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