RRepoGEO

REPOGEO REPORT · LITE

anysearch-ai/anysearch-mcp-server

Default branch main · commit 3216a574 · scanned 6/6/2026, 1:31:40 AM

GitHub: 991 stars · 79 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 anysearch-ai/anysearch-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
  • highlicense#1
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the appropriate license text (e.g., MIT, Apache-2.0, or a custom license if applicable). If a custom license, ensure its terms are clearly stated.
  • hightopics#2
    Expand repository topics with descriptive keywords

    Why:

    CURRENT
    anysearch, hermes, mcp, mcp-server, openclaw, qclaw
    COPY-PASTE FIX
    anysearch, hermes, mcp, mcp-server, openclaw, qclaw, real-time-search, search-engine, ai-agents, api, web-search, domain-specific-search, content-extraction, llm-tools, generative-ai
  • mediumreadme#3
    Reposition the README H1 and opening paragraph to emphasize 'AI Agents'

    Why:

    CURRENT
    # AnySearch MCP Server

Unified real-time search MCP server supporting general web search, vertical domain search, parallel batch search, and full-page URL content extraction.
    COPY-PASTE FIX
    # AnySearch MCP Server: Real-time Search Engine Skill for AI Agents

AnySearch MCP Server provides a unified, real-time search engine skill specifically designed for AI agents. It supports general web search, vertical domain search, parallel batch search, and full-page URL content extraction, enabling AI agents to access and process up-to-date information efficiently.

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 anysearch-ai/anysearch-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Algolia
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Algolia · recommended 1×
  2. elastic/elasticsearch · recommended 1×
  3. meilisearch/meilisearch · recommended 1×
  4. Azure Cognitive Search · recommended 1×
  5. Google Cloud Search · recommended 1×
  • CATEGORY QUERY
    What are the best real-time search APIs for integrating into an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Algolia
    2. Elasticsearch (elastic/elasticsearch)
    3. Meilisearch (meilisearch/meilisearch)
    4. Azure Cognitive Search
    5. Google Cloud Search
    6. OpenSearch (opensearch-project/OpenSearch)

    AI recommended 6 alternatives but never named anysearch-ai/anysearch-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to enable an AI agent to perform domain-specific web searches and extract page content?
    you: not recommended
    AI recommended (in order):
    1. Beautiful Soup 4 (crummy/BeautifulSoup)
    2. Requests (psf/requests)
    3. Scrapy (scrapy/scrapy)
    4. SerpApi
    5. Google Search API
    6. Playwright (microsoft/playwright)
    7. Selenium (SeleniumHQ/selenium)
    8. LangChain (langchain-ai/langchain)
    9. LlamaIndex (run-llama/llama_index)
    10. Readability.js (mozilla/readability)
    11. python-readability (buriy/python-readability)

    AI recommended 11 alternatives but never named anysearch-ai/anysearch-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 anysearch-ai/anysearch-mcp-server?
    pass
    AI named anysearch-ai/anysearch-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 anysearch-ai/anysearch-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anysearch-ai/anysearch-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 anysearch-ai/anysearch-mcp-server solve, and who is the primary audience?
    pass
    AI named anysearch-ai/anysearch-mcp-server explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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