RRepoGEO

REPOGEO REPORT · LITE

mrkrsl/web-search-mcp

Default branch main · commit eeb03f88 · scanned 5/28/2026, 7:57:36 PM

GitHub: 895 stars · 133 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 mrkrsl/web-search-mcp, 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 to emphasize local LLM integration and API-free nature

    Why:

    CURRENT
    A TypeScript MCP (Model Context Protocol) server that provides comprehensive web search capabilities using direct connections (no API keys required) with multiple tools for different use cases.
    COPY-PASTE FIX
    A self-hosted TypeScript MCP (Model Context Protocol) server designed to provide real-time, API-key-free web search capabilities specifically for local LLMs, enabling them to access current information directly.
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/mrkrsl/web-search-mcp

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 mrkrsl/web-search-mcp
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. Serper API · recommended 1×
  3. SerpAPI · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Google Custom Search API (CSE) · recommended 1×
  • CATEGORY QUERY
    How to add real-time web search capabilities to my local LLM setup?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Serper API
    3. SerpAPI
    4. LlamaIndex
    5. Google Custom Search API (CSE)
    6. requests library
    7. Bing Web Search API
    8. You.com API
    9. Tavily API

    AI recommended 9 alternatives but never named mrkrsl/web-search-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hosted web search solution for LLMs that avoids external API dependencies.
    you: not recommended
    AI recommended (in order):
    1. SearXNG
    2. Whoogle Search
    3. YaCy
    4. Apache Nutch
    5. Apache Solr
    6. Elasticsearch
    7. Common Crawl

    AI recommended 7 alternatives but never named mrkrsl/web-search-mcp. 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 mrkrsl/web-search-mcp?
    pass
    AI named mrkrsl/web-search-mcp explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of mrkrsl/web-search-mcp. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/mrkrsl/web-search-mcp.svg)](https://repogeo.com/en/r/mrkrsl/web-search-mcp)
HTML
<a href="https://repogeo.com/en/r/mrkrsl/web-search-mcp"><img src="https://repogeo.com/badge/mrkrsl/web-search-mcp.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

mrkrsl/web-search-mcp — 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