RRepoGEO

REPOGEO REPORT · LITE

nickclyde/duckduckgo-mcp-server

Default branch main · commit 959bb84c · scanned 5/11/2026, 11:27:32 PM

GitHub: 1,115 stars · 167 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 nickclyde/duckduckgo-mcp-server, 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 README opening to clarify 'MCP' for LLMs

    Why:

    CURRENT
    A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.
    COPY-PASTE FIX
    A **Model Context Protocol (MCP) server designed for Large Language Models (LLMs)**, providing robust web search capabilities via DuckDuckGo, alongside advanced content fetching and parsing features.
  • hightopics#2
    Add relevant topics for LLM web search and content extraction

    Why:

    COPY-PASTE FIX
    llm, large-language-models, web-search, duckduckgo, content-extraction, web-scraping, model-context-protocol, mcp, ai-tools, python
  • mediumhomepage#3
    Set PyPI link as the repository homepage

    Why:

    COPY-PASTE FIX
    https://pypi.org/project/duckduckgo-mcp-server/

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 nickclyde/duckduckgo-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Search API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Search API · recommended 1×
  2. Google Cloud's Custom Search API · recommended 1×
  3. SerpApi · recommended 1×
  4. Serper.dev · recommended 1×
  5. Microsoft Bing Web Search API · recommended 1×
  • CATEGORY QUERY
    What's the best way to give my large language model up-to-date web search access?
    you: not recommended
    AI recommended (in order):
    1. Google Search API
    2. Google Cloud's Custom Search API
    3. SerpApi
    4. Serper.dev
    5. Microsoft Bing Web Search API
    6. Brave Search API
    7. You.com API
    8. YouChat
    9. YouSearch
    10. Perplexity AI API
    11. Tavily API

    AI recommended 11 alternatives but never named nickclyde/duckduckgo-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an API to extract relevant text from web pages for AI processing.
    you: not recommended
    AI recommended (in order):
    1. Diffbot Article API
    2. Mercury Web Parser API
    3. Readability.js
    4. ScrapingBee
    5. Apify
    6. Google Cloud Natural Language API
    7. Azure AI Language

    AI recommended 7 alternatives but never named nickclyde/duckduckgo-mcp-server. 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 nickclyde/duckduckgo-mcp-server?
    pass
    AI named nickclyde/duckduckgo-mcp-server explicitly

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

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

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

Embed your GEO score

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nickclyde/duckduckgo-mcp-server — 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