RRepoGEO

REPOGEO REPORT · LITE

patruff/ollama-mcp-bridge

Default branch main · commit e4f42d09 · scanned 5/31/2026, 9:38:22 PM

GitHub: 973 stars · 111 forks

AI VISIBILITY SCORE
35 /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
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 patruff/ollama-mcp-bridge, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and opening sentence to clarify 'MCP' and emphasize LLM tool use

    Why:

    CURRENT
    # MCP-LLM Bridge

A TypeScript implementation that connects local LLMs (via Ollama) to Model Context Protocol (MCP) servers, enabling local LLMs to use Model Context Protocol tools
    COPY-PASTE FIX
    # Ollama Model Context Protocol (MCP) Bridge for LLM Tool Use

This TypeScript implementation connects local LLMs (via Ollama) to Model Context Protocol (MCP) servers, enabling your local AI models to access advanced tools like web search, filesystem operations, and more, just like cloud-based LLMs.
  • mediumabout#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/patruff/ollama-mcp-bridge#readme (or a dedicated project/docs site if one exists)

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 patruff/ollama-mcp-bridge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. CrewAI · recommended 2×
  5. AutoGPT · recommended 2×
  • CATEGORY QUERY
    How can I give my local LLM access to web search and file system tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Function Calling
    5. CrewAI
    6. AutoGPT
    7. BabyAGI

    AI recommended 7 alternatives but never named patruff/ollama-mcp-bridge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to give local open-source models advanced tool-use capabilities for complex tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. Function Calling

    AI recommended 6 alternatives but never named patruff/ollama-mcp-bridge. 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 patruff/ollama-mcp-bridge?
    pass
    AI named patruff/ollama-mcp-bridge explicitly

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

  • If a team adopts patruff/ollama-mcp-bridge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named patruff/ollama-mcp-bridge 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 patruff/ollama-mcp-bridge solve, and who is the primary audience?
    pass
    AI named patruff/ollama-mcp-bridge explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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