RRepoGEO

REPOGEO REPORT · LITE

cline/mcp-marketplace

Default branch main · commit 87390ab7 · scanned 6/13/2026, 5:32:25 AM

GitHub: 778 stars · 116 forks

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 cline/mcp-marketplace, 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 the README's opening to clarify 'MCP' for AI agents

    Why:

    CURRENT
    Welcome to Cline's **MCP Marketplace** repository! Submit your MCP servers for others to easily discover and one-click install with Cline.
    COPY-PASTE FIX
    Welcome to Cline's **MCP Marketplace** repository, the central hub for **Model Context Protocol (MCP) servers** designed for **AI agents and Large Language Models (LLMs)**. Submit your MCP servers here to make them discoverable and one-click installable by millions of developers using Cline.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, llm, agents, tools, marketplace, model-context-protocol, mcp, cline, external-services, api-integration
  • mediumreadme#3
    Add a statement clarifying the marketplace's active status

    Why:

    COPY-PASTE FIX
    This is the **official and actively maintained** repository for submitting MCP servers to Cline's MCP Marketplace. We regularly review submissions and evolve the marketplace to best serve the AI developer community.

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 cline/mcp-marketplace
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI Function Calling (Tools) · recommended 1×
  4. Hugging Face Agents · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    Where can I find pre-built tools for my AI agent to access external services?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling (Tools)
    4. Hugging Face Agents
    5. CrewAI
    6. Semantic Kernel

    AI recommended 6 alternatives but never named cline/mcp-marketplace. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to make my custom LLM tool discoverable and easily installable by other developers?
    you: not recommended
    AI recommended (in order):
    1. PyPI (Python Package Index)
    2. pip
    3. setuptools
    4. Poetry
    5. twine
    6. GitHub
    7. GitLab
    8. Bitbucket
    9. Hugging Face Hub
    10. transformers
    11. datasets
    12. Streamlit
    13. Gradio
    14. Conda-Forge
    15. conda
    16. Read the Docs
    17. Sphinx
    18. Docker Hub
    19. Docker

    AI recommended 19 alternatives but never named cline/mcp-marketplace. 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 cline/mcp-marketplace?
    pass
    AI did not name cline/mcp-marketplace — 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 cline/mcp-marketplace in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cline/mcp-marketplace 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 cline/mcp-marketplace solve, and who is the primary audience?
    pass
    AI named cline/mcp-marketplace explicitly

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

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