# AI Search Kit (remote · mcp.modernmustardseed.com)

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

- Trust score: 75/100 (medium)
- Change this week: +4
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-10-23

## Components

- remote · `mcp.modernmustardseed.com`: 75/100 (this document), [markdown](https://verifymcp.io/servers/com-modernmustardseed-ai-search-kit/ai-search-kit.md), [page](https://verifymcp.io/servers/com-modernmustardseed-ai-search-kit/ai-search-kit)

## Channel facts

- Endpoint: `https://mcp.modernmustardseed.com/ai-search-kit`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-10-23.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 57/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 1569 tokens (~313/item across 5 items; 5 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 37/100
  - Stability observed for 11 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 92/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 77% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 5 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 6 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

## Install

### How do I install the AI Search Kit MCP server?

AI Search Kit is a hosted endpoint at https://mcp.modernmustardseed.com/ai-search-kit, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http com-modernmustardseed-ai-search-kit 'https://mcp.modernmustardseed.com/ai-search-kit'
```

### Cursor

```json
{
  "mcpServers": {
    "com-modernmustardseed-ai-search-kit": {
      "url": "https://mcp.modernmustardseed.com/ai-search-kit"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "com-modernmustardseed-ai-search-kit": {
      "type": "http",
      "url": "https://mcp.modernmustardseed.com/ai-search-kit"
    }
  }
}
```

### Codex

```toml
[mcp_servers.com-modernmustardseed-ai-search-kit]
url = "https://mcp.modernmustardseed.com/ai-search-kit"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-modernmustardseed-ai-search-kit": {
      "type": "remote",
      "url": "https://mcp.modernmustardseed.com/ai-search-kit",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add com-modernmustardseed-ai-search-kit --url 'https://mcp.modernmustardseed.com/ai-search-kit' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  com-modernmustardseed-ai-search-kit:
    url: "https://mcp.modernmustardseed.com/ai-search-kit"
```

### Netclaw

```json
{
  "McpServers": {
    "com-modernmustardseed-ai-search-kit": {
      "Transport": "http",
      "Url": "https://mcp.modernmustardseed.com/ai-search-kit"
    }
  }
}
```

### Vellum

```bash
assistant mcp add com-modernmustardseed-ai-search-kit -t streamable-http -u 'https://mcp.modernmustardseed.com/ai-search-kit'
```

### Other

```json
{
  "mcpServers": {
    "com-modernmustardseed-ai-search-kit": {
      "type": "http",
      "url": "https://mcp.modernmustardseed.com/ai-search-kit"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-10-23 (score 75, +1)

No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-21 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 27 to 30. That category is still filling its 30-day observation window: 8 days of observed history at the previous scan, 9 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-19 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-17 (score 72, +1)

No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-14 (score 71, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-13 (score 70, 0)

- [functional improvement] Stability: unverified → 0.03

### 2026-10-12 (score 70)

First indexed and scored.

## MCP tools (5)

### `audit_ai_readiness` (~262 tokens)

Audit AI search 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: 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.

Input parameters:

- `detail` (string): "summary" (default) lists only findings that warn, fail or inform; "full" includes passing findings with their sources.
- `url` (string, required): The page to audit, such as example.com or https://example.com/locations/denver. Public http and https only.

### `generate_local_business_schema` (~625 tokens)

Generate LocalBusiness 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 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.

Input parameters:

- `accepts_reservations` (boolean): Food businesses only.
- `address_country` (string): Two-letter ISO country code, such as "US".
- `address_locality` (string): City or town.
- `address_region` (string): State, province or region, such as "MT".
- `area_served` (array): Places served: plain names, or objects with a type (City, State, AdministrativeArea, Country, Place) and an optional Wikidata or Wikipedia URL in same_as.
- `business_type` (string): Plain words for what the business is, such as "plumber", "dental office" or "coffee shop".
- `currencies_accepted` (array): ISO 4217 codes such as USD.
- `description` (string)
- `email` (string)
- `founders` (array)
- `founding_date` (string): YYYY-MM-DD.
- `hide_street_address` (boolean): True for a service-area business that does not serve customers at its address.
- `hours` (array): Regular opening hours. Days not listed read as closed.
- `images` (array)
- `latitude` (number)
- `logo` (string): Logo image URL.
- `longitude` (number)
- `menu_url` (string): Food businesses only.
- `name` (string, required): Business name as shown on the storefront, website and Google profile.
- `open_24_7` (boolean): True when the business is open 24 hours every day. Overrides hours.
- `payment_accepted` (array)
- `postal_code` (string)
- `price_range` (string): Such as "$$" or "$100-$300". Under 100 characters.
- `same_as` (array): Official profile URLs that identify the business: Google Business Profile, Facebook, LinkedIn, Yelp, Wikidata.
- `schema_type`: An exact schema.org LocalBusiness subtype, or up to three, such as "Plumber". Overrides business_type.
- `seasonal_closures` (array): Closed periods, dates as YYYY-MM-DD.
- `serves_cuisine` (array): Food businesses only.
- `services` (array): Services offered, written as Offer items.
- `street_address` (string)
- `telephone` (string): Primary customer phone number. North American numbers are written as +1-AAA-BBB-CCCC.
- `url` (string): The business website or location page.

### `generate_llms_txt` (~270 tokens)

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, 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.

Input parameters:

- `details` (string): Optional markdown notes between the summary and the link sections. Headings are not allowed there.
- `max_pages` (integer): How many pages to read from the site, 1 to 30. Default 20.
- `optional_links` (array): Secondary links for the Optional section.
- `sections` (array): H2 file lists, each with links.
- `site_name` (string): The H1. Required when url is not given.
- `summary` (string): One or two sentences for the blockquote.
- `url` (string): A public site to read, such as example.com.

### `check_entity_consistency` (~191 tokens)

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 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.

Input parameters:

- `business` (object): The canonical name, phone and address every source should match.
- `profiles` (array, required)

### `validate_structured_data` (~122 tokens)

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 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.

Input parameters:

- `json_ld` (string, required): JSON-LD text. Script tags are stripped; several script blocks are each validated.

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/com-modernmustardseed-ai-search-kit/ai-search-kit#diagnostics

## Score history

- 2026-10-23: 75
- 2026-10-22: 74
- 2026-10-21: 74
- 2026-10-20: 73
- 2026-10-19: 73
- 2026-10-18: 72
- 2026-10-17: 72
- 2026-10-16: 71
- 2026-10-15: 71
- 2026-10-14: 71
- 2026-10-13: 70
- 2026-10-12: 70

## Common questions

### What is the AI Search Kit MCP server?

AI Search Kit is an MCP server listed in the public MCP registry as com.modernmustardseed/ai-search-kit. Audits AI-crawler access, structured data and llms.txt on a site, and drafts the fixes. This page covers its hosted endpoint (https://mcp.modernmustardseed.com/ai-search-kit).

### Is the AI Search Kit MCP server safe to use?

AI Search Kit scores 75 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the AI Search Kit MCP server expose?

AI Search Kit exposes 5 tools: audit_ai_readiness, generate_local_business_schema, generate_llms_txt, check_entity_consistency, validate_structured_data. Their descriptions and schemas cost roughly 1,470 tokens of context every time the server is loaded.

### Does the AI Search Kit MCP server require authentication?

No. We connected to AI Search Kit without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the AI Search Kit MCP server still maintained?

AI Search Kit is still listed as active in the MCP registry. We last reached this channel on 23 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://mcp.modernmustardseed.com/ai-search-kit
- Website: https://mcp.modernmustardseed.com/docs/ai-search-kit
- Changelog RSS feed: https://verifymcp.io/servers/com-modernmustardseed-ai-search-kit/ai-search-kit.xml
- Changelog JSON feed: https://verifymcp.io/servers/com-modernmustardseed-ai-search-kit/ai-search-kit.json
- HTML version of this page: https://verifymcp.io/servers/com-modernmustardseed-ai-search-kit/ai-search-kit