RRepoGEO

REPOGEO REPORT · LITE

chatmcp/mcpso

Default branch main · commit ddcdb9d5 · scanned 5/13/2026, 10:43:32 PM

GitHub: 2,006 stars · 208 forks

AI VISIBILITY SCORE
40 /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
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 chatmcp/mcpso, 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 the project's identity in the README's opening

    Why:

    CURRENT
    ## MCP Directory

a directory for Awesome MCP Servers.
    COPY-PASTE FIX
    ## MCP Directory

This repository (`chatmcp/mcpso`) is the open-source codebase for the MCP Directory, a curated list of Awesome MCP Servers. It provides a platform for discovering and listing high-quality Minecraft servers.
  • mediumreadme#2
    Position the repo as a template for building server directories

    Why:

    COPY-PASTE FIX
    Developers can also use this project as an open-source template or framework to build their own custom directories for online game servers.
  • lowreadme#3
    Enhance the 'Community' section with descriptions

    Why:

    CURRENT
    ## Community

- MCP Server Telegram
- MCP Server Discord
- ChatMCP Official Twitter
    COPY-PASTE FIX
    ## Community

Join our community to connect with other server owners and players, get support, and contribute to the project:

- **MCP Server Telegram:** Discuss server management and share insights.
- **MCP Server Discord:** Real-time chat and support for the directory.
- **ChatMCP Official Twitter:** Stay updated with announcements and news.

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 chatmcp/mcpso
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Planet Minecraft
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Planet Minecraft · recommended 1×
  2. MinecraftServers.org · recommended 1×
  3. MC-Server.org · recommended 1×
  4. Server List · recommended 1×
  5. Reddit (r/MinecraftServers) · recommended 1×
  • CATEGORY QUERY
    How can I discover a curated list of high-quality Minecraft servers to join?
    you: not recommended
    AI recommended (in order):
    1. Planet Minecraft
    2. MinecraftServers.org
    3. MC-Server.org
    4. Server List
    5. Reddit (r/MinecraftServers)

    AI recommended 5 alternatives but never named chatmcp/mcpso. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source template for building a directory of online game servers.
    you: not recommended
    AI recommended (in order):
    1. OpenGamePanel (OGP)
    2. Pterodactyl Panel
    3. Laravel Boilerplate by rappasoft
    4. Laravel Jetstream
    5. Laravel Spark
    6. Cookiecutter Django
    7. Django Oscar
    8. Ghost
    9. Strapi
    10. Next.js
    11. Nuxt.js
    12. WordPress
    13. Advanced Custom Fields (ACF)

    AI recommended 13 alternatives but never named chatmcp/mcpso. 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 chatmcp/mcpso?
    pass
    AI named chatmcp/mcpso explicitly

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

  • If a team adopts chatmcp/mcpso in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chatmcp/mcpso 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 chatmcp/mcpso solve, and who is the primary audience?
    pass
    AI named chatmcp/mcpso 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 chatmcp/mcpso. 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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HTML
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chatmcp/mcpso — 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