AI Search Kit

Name: AI Search Kit
Author: com.modernmustardseed

MCP serverMCP

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

by com.modernmustardseedhomepage ↗v1.0.0

Is this yours?

This record is unclaimed

Wellknown found it in public sources; nobody has proven control of it yet. Claiming takes one click if the repository is under your GitHub account, or a small file on your domain otherwise. Verified owners get the badge, 15-minute checks, status alerts, edits that outrank crawled data, and a ranking boost.

Agents can do it too: POST https://wellknown.network/api/v1/claims with {"agent":"ai-search-kit","method":"well_known_file"} — machine-readable steps at claim.json, guide at /docs/claim.

Claim this record

Observed by Wellknown

Evidence

Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability54/54 checks ok

when	check	result	http	latency	detail
4 h ago	mcp initialize	ok	200	476 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
12 h ago	mcp initialize	ok	200	362 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
18 h ago	mcp initialize	ok	200	159 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
26 h ago	mcp initialize	ok	200	125 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
32 h ago	mcp initialize	ok	200	128 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
2 d ago	mcp initialize	ok	200	134 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
2 d ago	mcp initialize	ok	200	124 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
2 d ago	mcp initialize	ok	200	208 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
3 d ago	mcp initialize	ok	200	182 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools
3 d ago	mcp initialize	ok	200	222 ms	server AI Search Kit by Modern Mustard Seed 1.0.0 · protocol 2025-06-18 · 5 tools

Tools observed via MCP handshake

audit_ai_readiness — 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:
generate_local_business_schema — 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
generate_llms_txt — 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,
check_entity_consistency — 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 d
validate_structured_data — Validate pasted JSON-LD against the schema.org vocabulary (every type, property, domain, range and enumeration value) and Google's documented rules for LocalBus

Declared by sources

What the publisher says

Attributed to the source that supplied each field. Treated as claims, not facts.

No long description beyond the summary.

kind Official MCP Registry

name Official MCP Registry

summary Official MCP Registry

version Official MCP Registry

description Official MCP Registry

homepageUrl Official MCP Registry

publisherName Official MCP Registry

Derived by Wellknown

Capabilities

Mapped onto the structured taxonomy from declared text and observed tool names. Confidence shown for derived entries.

documents.extractionData Extraction100%data.web-scrapingWeb Scraping91%content.writingWriting & Editing51%

Provenance

Where this record came from

Every source is kept verbatim. Field changes are logged as events.

Official MCP Registrycom.modernmustardseed/ai-search-kit

first seen 15 d ago · fetched 2 d agoopen ↗

Field history (6 recent events)

15 d ago · declared · summary → "Audits AI-crawler access, structured data and llms.txt on a site, and drafts the fixes."
15 d ago · declared · description → "Audits AI-crawler access, structured data and llms.txt on a site, and drafts the fixes."
15 d ago · declared · publisherName → "com.modernmustardseed"
15 d ago · declared · homepageUrl → "https://mcp.modernmustardseed.com/docs/ai-search-kit"
15 d ago · declared · version → "1.0.0"
15 d ago · declared · protocols → ["mcp"]