RRepoGEO

REPOGEO REPORT · LITE

punkpeye/awesome-mcp-clients

Default branch main · commit 20aa3e9a · scanned 5/29/2026, 7:33:03 AM

GitHub: 6,451 stars · 569 forks

AI VISIBILITY SCORE
33 /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
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 punkpeye/awesome-mcp-clients, 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 definition in README to specify Minecraft

    Why:

    CURRENT
    Model Context Protocol (MCP) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations.
    COPY-PASTE FIX
    Minecraft Coder Pack (MCP) is a set of tools and data used for decompiling, deobfuscating, and remapping Minecraft's source code, enabling modders to create custom clients. This list focuses on production-ready and experimental Minecraft clients that utilize MCP.
  • highabout#2
    Update repository description to specify Minecraft MCP clients

    Why:

    CURRENT
    A collection of MCP clients.
    COPY-PASTE FIX
    A curated collection of Minecraft clients built using the Minecraft Coder Pack (MCP).
  • mediumtopics#3
    Add specific Minecraft and awesome-list topics

    Why:

    CURRENT
    clients, mcp
    COPY-PASTE FIX
    minecraft, minecraft-modding, mcp, awesome-list, game-clients

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 punkpeye/awesome-mcp-clients
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
HashiCorp Vault
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. HashiCorp Vault · recommended 1×
  2. AWS Secrets Manager · recommended 1×
  3. Azure Key Vault · recommended 1×
  4. Google Secret Manager · recommended 1×
  5. Kubernetes Secrets · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI model to securely access local and remote resources?
    you: not recommended
    AI recommended (in order):
    1. HashiCorp Vault
    2. AWS Secrets Manager
    3. Azure Key Vault
    4. Google Secret Manager
    5. Kubernetes Secrets
    6. External Secrets Operator
    7. Secrets Store CSI Driver
    8. Open Policy Agent
    9. Istio
    10. Linkerd
    11. SPIFFE
    12. SPIRE
    13. OAuth 2.0
    14. OpenID Connect
    15. Authlib
    16. Spring Security OAuth
    17. Passport.js

    AI recommended 17 alternatives but never named punkpeye/awesome-mcp-clients. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help AI models integrate with file systems, databases, or external APIs?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Functions
    4. Airflow (apache/airflow)
    5. Prefect (PrefectHQ/prefect)
    6. FastAPI (tiangolo/fastapi)
    7. Requests (psf/requests)

    AI recommended 7 alternatives but never named punkpeye/awesome-mcp-clients. 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 punkpeye/awesome-mcp-clients?
    pass
    AI did not name punkpeye/awesome-mcp-clients — 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 punkpeye/awesome-mcp-clients in production, what risks or prerequisites should they evaluate first?
    pass
    AI named punkpeye/awesome-mcp-clients 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 punkpeye/awesome-mcp-clients solve, and who is the primary audience?
    pass
    AI named punkpeye/awesome-mcp-clients explicitly

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

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punkpeye/awesome-mcp-clients — 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