MCP.Market

AI Search Kit MCP server

online · 100% uptime
by modernmustardseed.com·com.modernmustardseed/ai-search-kit·v1.0.0

Audits AI-crawler access, structured data and llms.txt on a site, and drafts the fixes.

C65/100grade C
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Safety scan
C65/100

full report

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If you have run it, two minutes of your experience saves the next person an afternoon.

AI Search Kit tools (5, 1 write)

write = sends, deletes, buys or posts
  • audit_ai_readinessFree

    Audit one public web page for what AI answer engines and their crawlers rely on. Reads the page plus its site's robots.txt, llms.txt and sitemap, then reports: for each AI crawler and control token (OAI-SearchBot, ChatGPT-User, GPTBot, Claude-SearchBot, Claude-User, ClaudeBot, PerplexityBot, Perplexity-User, Googlebot, Google-Extended, Applebot, Applebot-Extended) whether robots.txt allows it on this page under RFC 9309 matching; noindex and nosnippet directives; JSON-LD validity against the schema.org vocabulary and Google's LocalBusiness rules; whether the name, phone and address in the markup also appear on the visible page; llms.txt format; canonical tag; and sitemap. Every finding cites the public spec or vendor document behind it, with the date it was read. Results are cached for 10 minutes.

  • check_entity_consistencyFree

    Compare a business's name, phone, street, city, region and postal code across up to 8 sources, such as its website, Google Business Profile, Facebook page and directory listings. For each source give a url to read (JSON-LD first, then tap-to-call links and page text) and/or the facts shown on it; supplied facts win, and are needed for sites that block automated readers. Formats are normalized ("123 North Main Street, Suite 4" matches "123 N Main St Ste 4", "(406) 555-0100" matches "+1 406-555-0100"), then each field is reported as consistent, variant or mismatch, with the exact fixes. Give business to compare against a canonical record instead of the majority.

  • generate_llms_txtwrite actionFree

    Write an llms.txt file in the llmstxt.org format: an H1 with the site name, a blockquote summary, optional details, H2 sections of "- [title](url): note" links, and an Optional section for secondary pages. Give url to build it from the live site (home page, sitemap, and up to 30 pages' own titles and meta descriptions, honoring the site's robots.txt and skipping noindex pages), or give site_name and sections to build it from your own facts; supplied fields override what is read from the site. The result is checked against the format before it is returned. Nothing is published.

  • generate_local_business_schemaFree

    Turn a local business's facts into schema.org JSON-LD. Chooses the most specific LocalBusiness subtype from business_type (for example "roofing company" becomes RoofingContractor) or takes schema_type as given, writes only properties schema.org defines for that type, formats hours, phone and 24 hour or closed days the way Google documents, then validates the output against the schema.org vocabulary. Returns the JSON-LD, a ready-to-paste script tag, the type chosen with alternatives, and cited notes on anything left out. No network access; nothing is published.

  • validate_structured_dataFree

    Validate pasted JSON-LD against the schema.org vocabulary (every type, property, domain, range and enumeration value) and Google's documented rules for LocalBusiness and Organization markup: required name and address, recommended properties, hh:mm:ss hours, 5 decimal coordinates, priceRange length, self-serving reviews, sameAs. Accepts one block, several blocks, or the script tags around them. Each issue cites its source. No network access.

Public scan report

scanner v0.1.10 · 2026-10-12 · same rubric, same numbers if you re-run it

1 high1 low
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 231ms20/20
  • Tool poisoning5 tool descriptions checked15/15
  • Auth qualityopen endpoint exposes 1 write-action tools with no auth3/15
  • Maintenanceno repository listed3/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10

Findings (2)

  • highWrite-action tools reachable without authenticationauth.open-write
  • lowNo source repository listedmaint.no-repo
Overall 65/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How AI Search Kit compares

Against every graded Web search MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
65/100
higher than 20% of 3,472 Web search servers
Tools
5
the typical Web search server has 5
Tools that change things
20%
typical: 0%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote Web search server answers 100%
Response time
298 ms
faster than 51% of 2,237 Web search servers

What its tools let an agent do: 3 read · 2 create

Install AI Search Kit in Claude Code, Cursor or VS Code

claude mcp add --transport http ai-search-kit https://mcp.modernmustardseed.com/ai-search-kit
Add to Cursor

AI Search Kit: common questions

Is AI Search Kit MCP server safe?
With care: it is graded C, so read the findings first (65/100). Read the AI Search Kit safety report
How do I install AI Search Kit?
It runs remotely at mcp.modernmustardseed.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does AI Search Kit need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is AI Search Kit maintained?
The latest release is v1.0.0.
Is AI Search Kit up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of AI Search Kit?
Servers from other publishers that do the same job: Repomix MCP server, Papersgpt For Zotero MCP server and GEO Tracker by DigestSEO MCP server.
How does AI Search Kit compare with other Web search MCP servers?
safety score 65/100 (higher than 20% of 3,472 Web search servers); tools 5 (the typical Web search server has 5); tools that change things 20% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

Alternatives to AI Search Kit

Same job from other publishers: the closest match first, then the best rated.

  • Repomix
    Pack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search
    A
  • Papersgpt For Zotero
    Professional AI research tool for Zotero: chat with PDFs, whole-library search, Literature Radar, AutoPilot. 30+ LLMs or local models; built-in MCP server.
    B
  • GEO Tracker by DigestSEO
    Track brand citations across seven AI search surfaces. Free OSS; optional EUR 99 client-ready audit.
    B
  • HIG Doctor
    Apple Human Interface Guidelines search, lookup, and project audits for AI coding agents.
    B
  • HasData Yellow Pages
    Yellow Pages local business search and full business listings, as structured JSON.
    A

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