RRepoGEO

REPOGEO REPORT · LITE

nickclyde/duckduckgo-mcp-server

Default branch main · commit 959bb84c · scanned 6/22/2026, 5:36:51 AM

GitHub: 1,270 stars · 171 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
22 /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
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 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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening paragraph to clarify LLM focus

    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 to provide large language models (LLMs) with real-time web search capabilities via DuckDuckGo, including advanced content fetching and parsing for LLM-friendly output.
  • mediumhomepage#2
    Add a homepage URL to repository metadata

    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
SerpApi
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SerpApi · recommended 2×
  2. Playwright · recommended 2×
  3. Selenium · recommended 2×
  4. Google Search API (Custom Search JSON API) · recommended 1×
  5. Bing Web Search API · recommended 1×
  • CATEGORY QUERY
    How can I provide real-time web search capabilities and content parsing for my LLM?
    you: not recommended
    AI recommended (in order):
    1. SerpApi
    2. Google Search API (Custom Search JSON API)
    3. Bing Web Search API
    4. Beautiful Soup 4 (BS4)
    5. Requests
    6. Playwright
    7. Selenium
    8. Readability.js
    9. python-readability
    10. goose3
    11. Diffbot Article API

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help fetch and parse web content into an LLM-friendly format, handling rate limits?
    you: not recommended
    AI recommended (in order):
    1. Beautiful Soup
    2. requests
    3. httpx
    4. tenacity
    5. Playwright
    6. Selenium
    7. Scrapy
    8. Apify SDK
    9. Puppeteer
    10. Diffbot
    11. SerpApi
    12. Bright Data SERP API

    AI recommended 12 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 did not name nickclyde/duckduckgo-mcp-server — 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 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 did not name nickclyde/duckduckgo-mcp-server — 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?

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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