Manufact

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guruhotel

guruhotel.com/api/mcp

GuruHotel product knowledge: direct booking platform for hotels, PMS compatibility and pricing.

View checks

Protocol: MCP 2025-11-25
Server version: 1.1.0
Supports: Tools

Overall score

How is this score calculated?

Last reviewed at Nov 7, 2026, 19:48:37 UTC

Server metadata

Warnings50/100

Identity, discovery, and usage metadata advertised during the MCP handshake.

Stable server name

guruhotel

10/10Source

Human-readable title

Add a human-readable title for clients and directories.

0/10Source

Useful description

Describe what the server helps an agent do.

0/20Source

Server version

Version 1.1.0

10/10Source

Public website

Link to a public website or documentation page.

0/10Source

Scalable or high-resolution icon

Advertise a vector or at least 128px server icon.

0/10Source

Server instructions

Usage instructions provided for agents.

20/20Source

Declared capabilities

Supports Tools.

10/10Source

Server instructions

GuruHotel is AI-native direct booking infrastructure for independent hotels: an AI-powered hotel website builder, direct booking engine and Stripe-powered payments. Use search_guruhotel_knowledge for open questions, get_product_facts for verified company/product facts, check_pms_compatibility when a hotelier asks whether their PMS works with GuruHotel, and get_page_markdown to read any page in full. All data is published, read-only knowledge; for anything unconfirmed, direct users to [email protected].

Discoverability

0/100

Client listings and public setup information.

mcp.json or server-card.json

Either mcp.json or an MCP Server Card declaring this endpoint passes.

No matching mcp.json manifest or MCP Server Card was found at the checked URLs.

Not foundSource

Setup instructions at MCP URL

The public page returned HTTP 405.

Not foundSource

ChatGPT

No ChatGPT listing has been confirmed yet.

UnverifiedHow to get listed

Claude

No Claude listing has been confirmed yet.

UnverifiedHow to get listed

CursorGrok BotGrok

No Cursor marketplace listing has been confirmed yet.

UnverifiedHow to get listed

Muse

No Muse listing has been confirmed yet.

UnverifiedHow to get listed

4 unverified checks. Unverified checks earn no points until confirmed.

Protocol

Pass100/100

Connection, authentication, and protocol compatibility.

Tools list returns results

6 tool(s) returned

Source

Resources list responds

0 resource(s) returned

Source

MCP negotiation succeeds (v1/v2)

MCP legacy negotiation succeeded in 840ms

Source

Server declares tools capability

Server declares tools capability in initialize response

Source

Tools

Pass100/100

Tool definitions, annotations, and client compatibility.

All tools have descriptions

All tools have non-empty descriptions

Skills over MCP resources are readable

Server does not advertise the Skills over MCP extension

All tools have OpenAI behavior hints

All tools declare the three OpenAI behavior hints as booleans

Source

Claude Code metadata fits its 2 KB fields

Tool descriptions and server instructions fit Claude Code's 2 KB fields

Source

Tool names use valid characters

All tool names use valid characters

Source

Claude tools declare applicable behavior hints

All tools include an applicable readOnlyHint or destructiveHint

Source

Claude tool names are within 64 characters

All tool names are within Claude's 64-character limit

Source

Cursor tool-name budget advisory

No tool name independently exhausts Cursor's observed 60-character combined budget

Observed behavior

Tool input header annotations are valid

All x-mcp-header annotations satisfy Streamable HTTP requirements

Source

Tool input schemas have a valid object structure

All tool input schemas have a valid object structure

Source

Tool names follow the MCP 1–128 character range

All tool names follow the MCP recommended length

Source

Tool names follow MCP uniqueness guidance

All tool names are unique

Source

ChatGPT tool names are unique

All tool names are unique

Source

All tools have a display title

Source

Tool text has no hidden control characters

No invisible or control characters found in tool-facing text

Source

Declared output schemas have a valid basic structure

0 declared output schema(s) pass basic structural validation; schemas may describe any JSON value, including arrays

Source

OpenAI file parameters use valid schemas

All declared OpenAI file parameters use reviewer-valid schemas

Source

MCP Apps

Not applicableOptional

App resources, metadata, and rendering requirements.

View resource envelope is valid

No view resources found — view checks skipped

Tool visibility metadata is valid

No view resources found — view checks skipped

Source

CSP metadata covers literal external origins

No view resources found — view checks skipped

Source

Tool invocation metadata present

No view resources found — view checks skipped

Source

Declared domains respond

No view resources found — view checks skipped

View resources declare a domain

No view resources found — view checks skipped

Source

Views do not request nested iframe domains

No view resources found — view checks skipped

Source

View resource metadata complete

No view resources found — view checks skipped

Source

Tool-linked resource URI is readable

No view resources found — view checks skipped

Source

All discovered view resources were inspected

No view resources found — view checks skipped

Source

Tool documentation quality

81/100

How clearly each tool’s title, description, input and output schemas, and behavior annotations guide an agent.

search_guruhotel_knowledgeTitles 100Descriptions 87Inputs 75Annotations 100Outputs 080/100

search_guruhotel_knowledge

Title100/100

Search GuruHotel knowledge

The title clearly communicates the tool’s action and subject. Keep it concise.

Description87/100

Search GuruHotel's published knowledge base: product pages, integration pages, and guides about direct bookings, hotel websites, booking engines, payments and AI/agentic booking. Returns matching pages with a snippet and a markdown mirror URL that can be fetched for the full content.

Describe the returned information so the agent knows whether it will answer the request.

Inputs75/100

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

query

Free-text search query, e.g. 'multi currency checkout' or 'how AI agents book hotels'.

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

locale

Content language (defaults to English).

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

limit

Max results (default 5).

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

Annotations100/100

All four behavior hints are declared.

{
  "title": "Search GuruHotel knowledge",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "search_guruhotel_knowledge",
  "description": "Search GuruHotel's published knowledge base: product pages, integration pages, and guides about direct bookings, hotel websites, booking engines, payments and AI/agentic booking. Returns matching pages with a snippet and a markdown mirror URL that can be fetched for the full content.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "required": [
      "query"
    ],
    "properties": {
      "limit": {
        "type": "integer",
        "maximum": 20,
        "minimum": 1,
        "description": "Max results (default 5)."
      },
      "query": {
        "type": "string",
        "maxLength": 200,
        "minLength": 2,
        "description": "Free-text search query, e.g. 'multi currency checkout' or 'how AI agents book hotels'."
      },
      "locale": {
        "enum": [
          "en",
          "es",
          "it",
          "fr",
          "de"
        ],
        "type": "string",
        "description": "Content language (defaults to English)."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "title": "Search GuruHotel knowledge",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

get_product_factsTitles 95Descriptions 79Inputs 100Annotations 100Outputs 083/100

get_product_facts

Title95/100

GuruHotel product facts

The title clearly communicates the tool’s action and subject. Keep it concise.

Description79/100

Published, verified facts about GuruHotel the company and product: positioning, capabilities, traction metrics, payments (Stripe) and markets. Same data as https://guruhotel.com/data/guruhotel-product.json.

The description explains the capability, when to use it, and what to expect.

Inputs100/100

This tool declares no inputs, so argument descriptions are not needed.

No input fields.

Annotations100/100

All four behavior hints are declared.

{
  "title": "GuruHotel product facts",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "get_product_facts",
  "description": "Published, verified facts about GuruHotel the company and product: positioning, capabilities, traction metrics, payments (Stripe) and markets. Same data as https://guruhotel.com/data/guruhotel-product.json.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "properties": {}
  },
  "annotations": {
    "title": "GuruHotel product facts",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

get_pricingTitles 96Descriptions 68Inputs 100Annotations 100Outputs 080/100

get_pricing

Title96/100

GuruHotel pricing

The title clearly communicates the tool’s action and subject. Keep it concise.

Description68/100

GuruHotel's published pricing model (commission-based with optional subscription plans). There is no public rate card; includes the pricing page URL and sales contact.

Describe the returned information so the agent knows whether it will answer the request.

Inputs100/100

This tool declares no inputs, so argument descriptions are not needed.

No input fields.

Annotations100/100

All four behavior hints are declared.

{
  "title": "GuruHotel pricing",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "get_pricing",
  "description": "GuruHotel's published pricing model (commission-based with optional subscription plans). There is no public rate card; includes the pricing page URL and sales contact.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "properties": {}
  },
  "annotations": {
    "title": "GuruHotel pricing",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

get_integrationsTitles 81Descriptions 85Inputs 75Annotations 100Outputs 074/100

get_integrations

Title81/100

GuruHotel integrations

The title clearly communicates the tool’s action and subject. Keep it concise.

Description85/100

Full inventory of GuruHotel's PMS/connectivity integrations with their status: 'live' (direct), 'via-channex' (evidenced Channex connection), 'compatible' (works through Channex, confirmed during onboarding), 'beta' or 'unverified'. Same data as https://guruhotel.com/data/guruhotel-integrations.json.

The description explains the capability, when to use it, and what to expect.

Inputs75/100

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

status

Filter by integration status.

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

Annotations100/100

All four behavior hints are declared.

{
  "title": "GuruHotel integrations",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "get_integrations",
  "description": "Full inventory of GuruHotel's PMS/connectivity integrations with their status: 'live' (direct), 'via-channex' (evidenced Channex connection), 'compatible' (works through Channex, confirmed during onboarding), 'beta' or 'unverified'. Same data as https://guruhotel.com/data/guruhotel-integrations.json.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "properties": {
      "status": {
        "enum": [
          "live",
          "via-channex",
          "compatible",
          "beta",
          "unverified"
        ],
        "type": "string",
        "description": "Filter by integration status."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "title": "GuruHotel integrations",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

check_pms_compatibilityTitles 96Descriptions 92Inputs 97Annotations 100Outputs 086/100

check_pms_compatibility

Title96/100

Check PMS compatibility

The title clearly communicates the tool’s action and subject. Keep it concise.

Description92/100

Check whether a specific hotel PMS (property management system) works with GuruHotel, e.g. 'Cloudbeds', 'Mews', 'Oracle OPERA'. Answers with the connection type (direct or via Channex) and next steps when unconfirmed.

The description explains the capability, when to use it, and what to expect.

Inputs97/100

Input documentation gives an agent enough context to populate the arguments.

pms_name

PMS name as the hotelier says it, e.g. 'cloudbeds' or 'Little Hotelier'.

Clear enough to supply this argument.

Annotations100/100

All four behavior hints are declared.

{
  "title": "Check PMS compatibility",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "check_pms_compatibility",
  "description": "Check whether a specific hotel PMS (property management system) works with GuruHotel, e.g. 'Cloudbeds', 'Mews', 'Oracle OPERA'. Answers with the connection type (direct or via Channex) and next steps when unconfirmed.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "required": [
      "pms_name"
    ],
    "properties": {
      "pms_name": {
        "type": "string",
        "maxLength": 100,
        "minLength": 1,
        "description": "PMS name as the hotelier says it, e.g. 'cloudbeds' or 'Little Hotelier'."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "title": "Check PMS compatibility",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

get_page_markdownTitles 100Descriptions 87Inputs 75Annotations 100Outputs 080/100

get_page_markdown

Title100/100

Get page markdown

The title clearly communicates the tool’s action and subject. Keep it concise.

Description87/100

Fetch the full markdown version of any GuruHotel page by its URL path (e.g. 'blog/how-ai-agents-book-hotels' or 'integrations/pms/cloudbeds'). Use search_guruhotel_knowledge first to discover pages.

The description explains the capability, when to use it, and what to expect.

Inputs75/100

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

slug

Page path without domain, with or without leading slash or .md suffix.

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

locale

Content language (defaults to English).

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

Annotations100/100

All four behavior hints are declared.

{
  "title": "Get page markdown",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "get_page_markdown",
  "description": "Fetch the full markdown version of any GuruHotel page by its URL path (e.g. 'blog/how-ai-agents-book-hotels' or 'integrations/pms/cloudbeds'). Use search_guruhotel_knowledge first to discover pages.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "required": [
      "slug"
    ],
    "properties": {
      "slug": {
        "type": "string",
        "maxLength": 300,
        "minLength": 1,
        "description": "Page path without domain, with or without leading slash or .md suffix."
      },
      "locale": {
        "enum": [
          "en",
          "es",
          "it",
          "fr",
          "de"
        ],
        "type": "string",
        "description": "Content language (defaults to English)."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "title": "Get page markdown",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

Put your MCP to the test

A few tasks worth trying with this server, chosen from its reviewed tools. These have not been run.

01Search GuruHotel knowledgeSearch GuruHotel's published knowledge base: product pages, integration pages, and guides about direct bookings, hotel websites, booking engines, payments an…
02Check PMS compatibilityCheck whether a specific hotel PMS (property management system) works with GuruHotel, e.g.
03Get page markdownFetch the full markdown version of any GuruHotel page by its URL path (e.g.
04Get integrationsFull inventory of GuruHotel's PMS/connectivity integrations with their status: 'live' (direct), 'via-channex' (evidenced Channex connection), 'compatible' (w…
05GuruHotel product factsPublished, verified facts about GuruHotel the company and product: positioning, capabilities, traction metrics, payments (Stripe) and markets.

Want to run these tasks against your MCP server with us?

Test your MCP in Cloud Book a test call

Overview

Category: Search & research

FAQ

guruhotel setup, tools, quality score, publishing readiness, and alternatives.

How do I add guruhotel to Claude, ChatGPT, or Cursor?

Add guruhotel to Claude, ChatGPT, or Cursor by connecting its remote MCP URL in each client's MCP settings. In Claude, add a custom connector. In ChatGPT, add an MCP app. In Cursor, add an MCP server under Settings. The MCP URL is https://guruhotel.com/api/mcp.

Is guruhotel MCP ready for ChatGPT and Claude?

As of November 7, 2026, guruhotel scores 100/100 on Manufact's MCP publishing checklist. The scan meets ChatGPT publishing checks and meets Claude publishing checks. Passing these checks does not guarantee marketplace approval.

How clear is guruhotel's MCP tool documentation?

As of November 7, 2026, guruhotel scores 81/100 in Manufact's review of tool titles, descriptions, input and output schemas, and behavior annotations. The review covers 6 of 6 discovered tools. The quality score measures documentation clarity; runtime behavior and marketplace readiness require separate checks.

What are the best alternatives to guruhotel?

As of November 8, 2026, alternatives to guruhotel in search-research on the Manufact MCP leaderboard include Italian Strikes, Search1API, Exa, US Internet Serviceability, and Airfield Directory MCP.

How can guruhotel improve its MCP documentation?

get_integrations is the lowest-scoring reviewed tool at 74/100. No output schema is declared. Add one for structured results so clients can interpret returned fields. Open its review for feedback and a copyable fix prompt, then rerun the documentation review after updating your tool metadata.

Not your MCP?

Review any public or OAuth MCP server for protocol compatibility, tool documentation, and ChatGPT and Claude publishing readiness. No account required.

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Opening report…

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Server metadata

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Discoverability

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Protocol

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Tools

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MCP Apps

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Tool documentation quality

Loading tool documentation quality

Title100/100

Search GuruHotel knowledge

The title clearly communicates the tool’s action and subject. Keep it concise.

Description87/100

Describe the returned information so the agent knows whether it will answer the request.

Inputs75/100

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

query

Free-text search query, e.g. 'multi currency checkout' or 'how AI agents book hotels'.

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

locale

Content language (defaults to English).

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

limit

Max results (default 5).

Remove validation rules already expressed in this field’s schema; describe its meaning and usage instead.

Annotations100/100

All four behavior hints are declared.

{
  "title": "Search GuruHotel knowledge",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Output schema0/100

No output schema is declared. Add one for structured results so clients can interpret returned fields.

Not declared

Original tool metadata

{
  "name": "search_guruhotel_knowledge",
  "description": "Search GuruHotel's published knowledge base: product pages, integration pages, and guides about direct bookings, hotel websites, booking engines, payments and AI/agentic booking. Returns matching pages with a snippet and a markdown mirror URL that can be fetched for the full content.",
  "inputSchema": {
    "type": "object",
    "$schema": "http://json-schema.org/draft-07/schema#",
    "required": [
      "query"
    ],
    "properties": {
      "limit": {
        "type": "integer",
        "maximum": 20,
        "minimum": 1,
        "description": "Max results (default 5)."
      },
      "query": {
        "type": "string",
        "maxLength": 200,
        "minLength": 2,
        "description": "Free-text search query, e.g. 'multi currency checkout' or 'how AI agents book hotels'."
      },
      "locale": {
        "enum": [
          "en",
          "es",
          "it",
          "fr",
          "de"
        ],
        "type": "string",
        "description": "Content language (defaults to English)."
      }
    },
    "additionalProperties": false
  },
  "annotations": {
    "title": "Search GuruHotel knowledge",
    "readOnlyHint": true,
    "openWorldHint": false,
    "idempotentHint": true,
    "destructiveHint": false
  }
}

Manufact

Server metadata

Discoverability

Protocol

Tools

MCP Apps

Tool docsTool documentation quality

Title100/100

Description87/100

Inputs75/100

Annotations100/100

Output schema0/100

Title95/100

Description79/100

Inputs100/100

Annotations100/100

Output schema0/100

Title96/100

Description68/100

Inputs100/100

Annotations100/100

Output schema0/100

Title81/100

Description85/100

Inputs75/100

Annotations100/100

Output schema0/100

Title96/100

Description92/100

Inputs97/100

Annotations100/100

Output schema0/100

Title100/100

Description87/100

Inputs75/100

Annotations100/100

Output schema0/100

Put your MCP to the test

Overview

Related MCP servers

FAQ

Not your MCP?

Server metadata

Discoverability

Protocol

Tools

MCP Apps

Tool documentation quality

Server metadata

Discoverability

Protocol

Tools

MCP Apps

Tool docsTool documentation quality

Title100/100

Description87/100

Inputs75/100

Annotations100/100

Output schema0/100

Title95/100

Description79/100

Inputs100/100

Annotations100/100

Output schema0/100

Title96/100

Description68/100

Inputs100/100

Annotations100/100

Output schema0/100

Title81/100

Description85/100

Inputs75/100

Annotations100/100

Output schema0/100

Title96/100

Description92/100

Inputs97/100

Annotations100/100

Output schema0/100

Title100/100

Tool documentation quality

Tool documentation quality