RRepoGEO

REPOGEO REPORT · LITE

chatmcp/mcpso

Default branch main · commit ddcdb9d5 · scanned 6/24/2026, 9:37:42 AM

GitHub: 2,020 stars · 228 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
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 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
    Add a clear, explicit introductory paragraph to the README

    Why:

    CURRENT
    ## MCP Directory

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

This repository is the official, open-source directory for Awesome MCP Servers. It provides a curated list and platform for discovering high-quality Minecraft servers, specifically within the MCP (Minecraft Protocol) ecosystem.
  • mediumreadme#2
    Add an 'About This Directory' section to the README

    Why:

    COPY-PASTE FIX
    ## About This Directory

MCP Directory aims to be the go-to resource for discovering exceptional MCP servers. We focus on listing servers that offer unique gameplay, strong communities, and reliable performance. This project is community-driven, allowing for contributions to expand and maintain the list of awesome servers.
  • lowtopics#3
    Expand repository topics for better categorization

    Why:

    CURRENT
    awesome-mcp-servers, mcp, mcp-server-store, mcp-servers, mcp-servers-directory
    COPY-PASTE FIX
    awesome-mcp-servers, mcp, mcp-server-store, mcp-servers, mcp-servers-directory, server-list, community-resource, minecraft-directory

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
MC-Server.org
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MC-Server.org · recommended 2×
  2. TopG.org · recommended 2×
  3. Planet Minecraft · recommended 2×
  4. Minecraft-Server.net · recommended 1×
  5. Minecraft Forum · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive directory of high-quality MCP game servers?
    you: not recommended
    AI recommended (in order):
    1. MC-Server.org
    2. Minecraft-Server.net
    3. TopG.org
    4. Planet Minecraft
    5. Minecraft Forum
    6. Discadia

    AI recommended 6 alternatives but never named chatmcp/mcpso. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best resources for discovering and exploring popular MCP server communities?
    you: not recommended
    AI recommended (in order):
    1. MinecraftServers.org
    2. Planet Minecraft
    3. TopG.org
    4. MC-Server.org
    5. Reddit
    6. Discord
    7. Disboard.org
    8. YouTube

    AI recommended 8 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 did not name chatmcp/mcpso — 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 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 did not name chatmcp/mcpso — 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 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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Pro

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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