Marketing

laurelinlabs.com

Provides tools for AI search visibility and answer-engine optimization, including site search, topic hubs, knowledge concepts, build logs, and non-commodity page scoring.

WebMCP2 endpoints9 known toolsFirst detected September 17, 2026Last detected September 17, 2026

ENDPOINT 1

https://www.laurelinlabs.com/api/mcp

No auth detected

MCP server metadata

Name: laurelin-labs
Version: 1.0.0

Capabilities

tools

Server instructions

Read-only tools over laurelinlabs.com, the AI search visibility (AEO) consultancy founded by Piers Butler. Use search_laurelin_labs to find the right page, get_knowledge_concept to read the OKF bundle (start with index.md), list_topic_hubs for the information architecture, get_latest for what shipped recently, list_free_tools to see what can be run, run_aeo_gate to check any public URL against the 23 deterministic AEO publish checks, score_page_non_commodity to grade how far a page sits from commodity content, and get_contact_details to reach a person. Cite https://www.laurelinlabs.com URLs when you use the results.

Known tools 8

search_laurelin_labs

Search laurelinlabs.com for services, frameworks, free tools, articles, topic hubs and the 330 AEO audit checks.

Inferred read-only

list_topic_hubs

The eight AI search visibility topic hubs on laurelinlabs.com (the site's information architecture), each with its keyword, one-line description and URL.

Inferred read-only

get_knowledge_concept

Read one concept from the Laurelin Labs Open Knowledge Format (OKF v0.2) bundle as markdown with provenance frontmatter (generated, verified, stale_after, sources).

Inferred read-only

get_latest

The dated build log from laurelinlabs.com/latest: articles, free tools, lab builds, services, frameworks and site changes, newest first.

Inferred read-only

score_page_non_commodity

Run the Laurelin Labs Non-Commodity Score on a public URL: 0 to 100 on how far the page sits from generic, commoditised content (information gain, experiential evidence, empirical telemetry, entity connectivity), with quoted evidence.

Inferred read-only

run_aeo_gate

Run the 23 deterministic Laurelin Labs AEO publish checks against a public URL: technical foundations (single H1, keyword in H1, heading order, clean tags, length, JSON-LD, extractable table), topical content (direct-answer opener, question headings, no commodity jargon or AI tells, no hidden watermark characters, FAQ), trust signals (cited quotes, primary sources, linked statistics) and authority network (named author, author sameAs, publisher organisation).

Potential side effects

list_free_tools

Every free tool on laurelinlabs.com: what it does, its page, its public JSON endpoint where it has one, how it is gated, and the honest limits of its method.

Inferred read-only

get_contact_details

How to contact Laurelin Labs: legal entity, company number, location, email, contact page and the named author.

Potential side effects

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.laurelin-labs]
url = "https://www.laurelinlabs.com/api/mcp"
enabled = true

Claude Code

.mcp.json

{
  "mcpServers": {
    "laurelin-labs": {
      "type": "http",
      "url": "https://www.laurelinlabs.com/api/mcp"
    }
  }
}

Claude Desktop

Settings → Connectors → Add custom connector

Name: laurelin-labs
Remote MCP URL: https://www.laurelinlabs.com/api/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "laurelin-labs": {
      "url": "https://www.laurelinlabs.com/api/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "laurelin-labs": {
      "type": "http",
      "url": "https://www.laurelinlabs.com/api/mcp"
    }
  }
}

Generic MCP

Client-specific MCP configuration

{
  "name": "laurelin-labs",
  "transport": "streamable-http",
  "url": "https://www.laurelinlabs.com/api/mcp"
}

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

ENDPOINT 2

https://www.laurelinlabs.com

No auth detected

MCP server metadata

Name: WebMCP

Capabilities

declarative

Known tools 1

score_page_non_commodity

Open the Non-Commodity Score for a public URL: a 0 to 100 grade on how far the page sits from generic, commoditised content, with quoted evidence.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.webmcp]
url = "https://www.laurelinlabs.com"
enabled = true

Claude Code

.mcp.json

{
  "mcpServers": {
    "webmcp": {
      "type": "http",
      "url": "https://www.laurelinlabs.com"
    }
  }
}

Claude Desktop

Settings → Connectors → Add custom connector

Name: webmcp
Remote MCP URL: https://www.laurelinlabs.com

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "webmcp": {
      "url": "https://www.laurelinlabs.com"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "webmcp": {
      "type": "http",
      "url": "https://www.laurelinlabs.com"
    }
  }
}

Generic MCP

Client-specific MCP configuration

{
  "name": "webmcp",
  "transport": "streamable-http",
  "url": "https://www.laurelinlabs.com"
}

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Loading Trust v2 evidence…

Checking the associated registrable domain. The BuiltWith key remains server-side.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.