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Glama

This Platform Is For Sale — $8,000 (Open to Offers)

47 live supplier contracts across 18 countries, MCP server on Smithery + Glama, Stripe payments, US LLC, domain, and infrastructure included.

Pre-revenue but production-ready. You're buying 6+ months of development time and 47 active supplier relationships.

View full details and make an offer | Email: bookings@lastminutedealshq.com


Last Minute Deals HQ

Smithery lastminutedeals-api MCP server

MCP server with real-time last-minute tour and activity inventory. Live bookable slots across 40 suppliers in 48 countries and 100+ cities, sourced live from production booking systems via the OCTO open standard. Inventory refreshed every 4 hours.

Search available slots and create Stripe checkout sessions — customers pay on our page, suppliers are confirmed automatically.

Related MCP server: Flights MCP

Install

Claude Desktop

npx -y @smithery/cli install @johnanleitner1/Last_Minute_Deals_HQ --client claude

Claude Code

npx -y @smithery/cli install @johnanleitner1/Last_Minute_Deals_HQ --client claude-code

Cursor

npx -y @smithery/cli install @johnanleitner1/Last_Minute_Deals_HQ --client cursor

Windsurf

npx -y @smithery/cli install @johnanleitner1/Last_Minute_Deals_HQ --client windsurf

Other MCP Clients

npx -y @smithery/cli install @johnanleitner1/Last_Minute_Deals_HQ --client <client-name>

Or connect directly to the remote MCP endpoint:

https://api.lastminutedealshq.com/mcp

Tools

Tool

Description

search_slots

Search available tours and activities. Filter by city, category, hours_ahead window, and max_price. Returns live inventory sorted by urgency (soonest first).

book_slot

Book a slot for a customer. Approval mode (default) returns a Stripe checkout URL for the customer to pay. Autonomous mode charges a pre-funded wallet and returns a confirmation number directly. Supports quantity for group bookings.

preview_slot

Get a shareable booking page URL for a slot. The user clicks the link, sees full details, enters their own name/email/phone, and pays via Stripe. Use this when a human is browsing with an AI assistant.

get_booking_status

Check booking status by booking_id. Returns status, confirmation number, checkout URL (recoverable if lost), service details, and payment status.

get_supplier_info

Returns the full supplier network — destinations, experience types, booking platform, and confirmation speed. Use before searching to understand what inventory is available.

Example

"What tours are available in Rome this weekend under $50?"

search_slots(city="Rome", hours_ahead=72, max_price=50)
[
  {
    "service_name": "E-Bike Tour of Ancient Rome & Appian Way",
    "business_name": "Bicycle Roma",
    "start_time": "2026-04-19T09:00:00+00:00",
    "price": 42.00,
    "currency": "EUR",
    "location_city": "Rome",
    "hours_until_start": 26.5,
    "slot_id": "a1b2c3..."
  },
  {
    "service_name": "Castelli Romani Wine & Food E-Bike Tour",
    "business_name": "Bicycle Roma",
    "start_time": "2026-04-19T13:00:00+00:00",
    "price": 48.50,
    "currency": "EUR",
    "location_city": "Rome",
    "hours_until_start": 30.5,
    "slot_id": "d4e5f6..."
  }
]

"Book the e-bike tour for Jane Smith"

book_slot(
  slot_id="a1b2c3...",
  customer_name="Jane Smith",
  customer_email="jane@example.com",
  customer_phone="+15550001234"
)
{
  "booking_id": "bk_a1b2c3_x9y8z7",
  "status": "pending_payment",
  "checkout_url": "https://checkout.stripe.com/c/pay/...",
  "message": "Customer should complete payment at checkout_url"
}

"Did she pay yet?"

get_booking_status(booking_id="bk_a1b2c3_x9y8z7")
{
  "status": "booked",
  "confirmation_number": "BR-20260419-001",
  "service_name": "E-Bike Tour of Ancient Rome & Appian Way",
  "start_time": "2026-04-19T09:00:00+00:00",
  "payment_status": "captured"
}

Suppliers

40 active suppliers. Live inventory across 48 countries including France, UK, Germany, Italy, Spain, Netherlands, Switzerland, Iceland, Egypt, Japan, Portugal, Turkey, Brazil, Morocco, Tanzania, Finland, Montenegro, Romania, United States, United Kingdom, China, Mexico, Costa Rica, and more.

Supplier

Destinations

Experiences

Arctic Adventures

Reykjavik, Husafell, Skaftafell, Iceland

Glacier hikes, ice caves, snowmobiling, aurora tours, whale watching, diving

Bicycle Roma

Rome, Appia Antica, Castelli Romani

E-bike tours, food tours, guided city tours, bike rentals

Boka Bliss

Kotor, Montenegro

Boat tours, sea caves, coastal experiences

EgyExcursions

Cairo, Egypt

Pyramids, cultural tours, day trips

Hillborn Experiences

Arusha, Serengeti, Zanzibar, Kilimanjaro

Private safaris, Kilimanjaro climbs, ultra-luxury wildlife tours

Íshestar Riding Tours

Selfoss, Iceland

Horse riding, glacier rides, Viking tours

Marvel Egypt Tours

Cairo, Luxor, Aswan

Pyramids, Nile cruises, temple tours

O Turista Tours

Lisbon, Porto, Sintra, Fatima, Nazaré

Private tours, day trips, wine experiences

Pure Morocco Experience

Marrakech, Sahara Desert

Desert tours, multi-day tours, cultural experiences

Ramen Factory Kyoto

Kyoto, Japan

Cooking classes, ramen workshops

REDRIB Experience

Helsinki, Finland

Speed boat tours, archipelago experiences

TourTransfer Bucharest

Bucharest, Romania

City tours, Dracula castle, Peles castle

Tours El Chiquiz

Puerto Vallarta, Mexico

Tequila tasting, hiking, nightlife tours, botanical gardens

Trivanzo Holidays

Cairo, Luxor, Red Sea, Egypt

Nile cruises, cultural tours, desert tours

TUTU VIEW Ltd

Shanghai, Xi'an, Beijing, Chengdu, Hangzhou

Multi-day tours, Silk Road, food tours, nature tours

Vakare Travel Service

Antalya, Turkey

Boat tours, jeep safaris, cultural excursions

All Washington View

Washington D.C.

City tours, sightseeing, monuments, panoramic views

Zestro Bizlinks

Japan

Experiences

Adi Tours - Nuba travel

Cairo, Egypt

Pyramids, cultural tours, Nile excursions, desert tours, day trips

The Photo Experience

London, United Kingdom

Photography tours, photo walks, city photography experiences

Sailing Windermere

Windermere, Lake District, United Kingdom

Sailing, lake cruises

Perfect Day Tours

Luxor, Egypt

Temple tours, Valley of the Kings

Nefertiti Tours

Cairo, Giza, Egypt

Pyramids, cultural tours

Blue Dolphin Sailing

Guanacaste, Costa Rica

Sailing tours, sunset cruises, snorkeling

EGYPT GATE

Cairo, Egypt

Tours and experiences

Imperio tours

Rome, Italy

Fiat 500 tours, golf cart tours, food tours

VIDABOA

Porto, Douro Valley, Portugal

Wine tours, private tours

Gallo Tour

Rome, Italy

Golf cart tours

Food Activity Japan

Osaka, Japan

Matcha making, food experiences

European Voyages

Paris, London, Rome, Barcelona, Amsterdam, Berlin, Vienna, Prague, Budapest + 38 more

Walking tours, city tours, food tours, day trips, multi-day tours, river cruises, wine tours, cooking classes, transfers

CruiserCar Palermo

Palermo, Sicily, Italy

Car tours, city tours, transfers

Nile Navigators

Cairo, Luxor, Aswan, Egypt

Nile cruises, river tours, cultural experiences

Fantastic Walks

United Kingdom

Walking tours

Top Gear Tours

Cairo, Egypt

Tours and experiences

Amazing Tours Agency

Brazil

Tours and experiences

Anatolia Expedition

Istanbul, Turkey

Cultural tours, expeditions

Turkey Tours Company

Istanbul, Turkey

Cultural tours, Cappadocia, Ephesus, day trips

Eimverk Distillery

Reykjavik, Iceland

Distillery tours

mondo guide srl

Rome, Italy

Guided tours, cultural experiences, day trips

The Osaka&Tokyo

Osaka, Tokyo, Japan

Cultural experiences, city tours

Categories

experiences · wellness · beauty · hospitality

API Key

Free. No credit card required. Needed for booking operations — search works without one.

curl -X POST https://api.lastminutedealshq.com/api/keys/register \
  -H "Content-Type: application/json" \
  -d '{"name": "MyAgent", "email": "agent@example.com"}'
{"api_key": "lmd_..."}

Pass the key when configuring the MCP server or as X-API-Key header for REST calls.

REST API

Base URL: https://api.lastminutedealshq.com

Endpoint

Method

Description

/api/slots

GET

Search slots — city, category, hours_ahead, max_price

/api/book

POST

Create Stripe checkout for a slot

/api/book/direct

POST

Book with pre-funded wallet (autonomous agents)

/bookings/{id}

GET

Check booking status

/api/keys/register

POST

Get a free API key

/api/wallets/create

POST

Create a pre-funded agent wallet

/api/wallets/fund

POST

Get Stripe link to fund wallet

/health

GET

System health check

/metrics

GET

Live system metrics

Booking Modes

Approval (default) — Returns a Stripe checkout URL. The customer visits the link, pays, and the booking is confirmed with the supplier automatically. Best for human-in-the-loop flows.

Autonomous — Requires a pre-funded wallet. The system debits the wallet instantly and confirms with the supplier. No redirect, no latency. Best for fully autonomous agents.

book_slot(
  slot_id="...",
  customer_name="Jane Smith",
  customer_email="jane@example.com",
  mode="autonomous",
  wallet_id="wlt_..."
)

How It Works

Every 4 hours:
  fetch_octo_slots.py   →  Pull availability from 40 suppliers via OCTO API
  aggregate_slots.py    →  Deduplicate, filter, sort by urgency
  compute_pricing.py    →  Dynamic commission-based pricing
  sync_to_supabase.py   →  Upsert to production database

MCP/REST requests:
  Agent calls search_slots  →  Supabase query  →  Live results
  Agent calls book_slot     →  Stripe checkout  →  OCTO booking  →  Supplier confirmed

Status

  • Slots live: 8,000+

  • Suppliers: 32

  • Countries: 47

  • Refresh interval: Every 4 hours

  • Uptime: Hosted on Railway (24/7)

  • Payments: Stripe (authorization-then-capture — customer is never charged for a failed booking)

Available Tools

4 tools
book_slotAInspect
Book a last-minute slot for a customer. Two modes:

APPROVAL MODE (default — no wallet_id):
    Creates a Stripe Checkout Session and returns a checkout_url.
    You MUST share this URL with the customer immediately — do not summarise it,
    do not wait, show it directly so they can complete payment.
    The booking is confirmed with the supplier after payment succeeds.
    The session expires in 24 hours.

AUTONOMOUS MODE (wallet_id + execution_mode='autonomous'):
    The booking completes immediately using a pre-funded agent wallet.
    Returns a confirmation_number directly — no checkout step, no human action needed.
    Use this when your application manages payment on behalf of the customer.

Args:
    slot_id:        Slot ID from search_slots results.
    customer_name:  Full name of the person attending.
    customer_email: Email address for booking confirmation.
    customer_phone: Phone number including country code (e.g. +15550001234).
    quantity:       Number of people (default 1). Price is per-person × quantity.
    wallet_id:      Pre-funded agent wallet ID (format: wlt_...). Enables autonomous mode.
    execution_mode: Set to 'autonomous' when providing a wallet_id.

Returns:
    Approval mode:   { success: true, checkout_url, booking_id, expires_at, action_required }
    Autonomous mode: { success: true, confirmation_number, booking_id, status: 'booked' }
    On error:        { success: false, error }
ParametersJSON Schema
NameRequiredDescriptionDefault
slot_idYes
customer_nameYes
customer_emailYes
customer_phoneYes
quantityNo
wallet_idNo
execution_modeNo

TDQS

A4.8/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries full burden and does an excellent job disclosing behavioral traits: it explains the two distinct modes, payment flow differences (Stripe Checkout vs. pre-funded wallet), session expiration (24 hours), and immediate action requirements (sharing URL directly). It doesn't cover rate limits or error handling specifics, but provides substantial operational context.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is well-structured with clear sectioning (two modes, args, returns), uses bullet points for readability, and every sentence earns its place by providing essential operational guidance. It's appropriately sized for a complex tool with multiple modes and avoids redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (7 parameters, two distinct modes, payment integration) and absence of both annotations and output schema, the description provides complete context: it explains both operational modes, documents all parameters, specifies return formats for both success cases and errors, and provides necessary implementation guidance. No significant gaps remain.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With 0% schema description coverage, the description fully compensates by explaining all 7 parameters: it clarifies slot_id's source (search_slots results), provides format examples for customer_phone, explains quantity's effect on pricing, and crucially details the interaction between wallet_id and execution_mode that triggers autonomous mode. This adds significant meaning beyond the bare schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool's purpose with specific verbs ('Book a last-minute slot for a customer') and distinguishes it from siblings by focusing on booking functionality rather than searching (search_slots), checking status (get_booking_status), or retrieving supplier info (get_supplier_info). The two operational modes further clarify the specific actions involved.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides explicit guidance on when to use each mode: approval mode (default, no wallet_id) for customer-facing payment flows, and autonomous mode (wallet_id + execution_mode='autonomous') for automated payment scenarios. It clearly distinguishes between the two alternatives and specifies the conditions for each.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

get_booking_statusAInspect
Check the status of a booking.

Args:
    booking_id: The booking_id returned by book_slot.

Returns:
    Booking record with status, confirmation_number, service details, and checkout_url.
    Status values:
      pending_payment — awaiting customer checkout
      fulfilling      — payment received, confirming with supplier (up to 45s)
      booked          — confirmed by supplier; confirmation_number is set
      failed          — fulfillment failed; payment hold cancelled
      cancelled       — booking cancelled and refunded
ParametersJSON Schema
NameRequiredDescriptionDefault
booking_idYes

TDQS

A4.6/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries the full burden of behavioral disclosure. It effectively describes the tool as a read-only status check (implied by 'Check'), and details the possible status values with explanations, including time estimates (e.g., 'up to 45s' for fulfilling) and outcomes (e.g., 'payment hold cancelled' for failed). This adds valuable context beyond basic functionality.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is appropriately sized and front-loaded, starting with the core purpose. Each sentence earns its place: the first states the action, the second explains the parameter, the third describes the return, and the list details status values without redundancy. It is efficient and well-structured.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's low complexity (1 parameter, no output schema, no annotations), the description is complete. It covers the purpose, parameter semantics, return values, and status details, providing all necessary information for an agent to use the tool correctly without gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description adds significant meaning beyond the input schema, which has 0% description coverage. It explains that booking_id is 'returned by book_slot', clarifying its origin and purpose. This compensates fully for the schema's lack of documentation, providing essential context for the single parameter.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool's purpose with a specific verb ('Check') and resource ('status of a booking'), and distinguishes it from siblings like book_slot (which creates bookings) and search_slots (which finds available slots). It directly addresses what the tool does without being vague or tautological.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides clear context by referencing book_slot as the source for booking_id, implying this tool should be used after a booking is created. However, it does not explicitly state when not to use it or mention alternatives like get_supplier_info for supplier details, which could help avoid misuse.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

get_supplier_infoAInspect
Returns information about the supplier network and available inventory.

Use this to understand what destinations and experience types are available
before calling search_slots.
ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

A4.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries the full burden. It describes the tool as returning information, which implies a read-only operation, but doesn't explicitly state whether it's safe, whether it requires authentication, or any rate limits. The description adds some context about what information is returned (destinations and experience types) but lacks detailed behavioral traits. This is adequate but has clear gaps.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two sentences, front-loaded with the purpose followed by usage guidance. Every sentence earns its place by adding clear value, with zero waste or redundancy. It's appropriately sized for a simple tool.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's simplicity (0 parameters, no annotations, no output schema), the description is complete enough. It explains what the tool does and when to use it, which covers the essential context. However, it could benefit from more detail on return values or behavioral aspects, but for a read-only info tool, this is largely sufficient.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has 0 parameters, and schema description coverage is 100% (though empty). The description doesn't need to add parameter semantics, so it naturally compensates by focusing on usage. Baseline for 0 parameters is 4, as the description provides value without parameter details.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool's purpose: 'Returns information about the supplier network and available inventory.' It specifies both the resource ('supplier network and available inventory') and the action ('returns information'), though it doesn't explicitly distinguish from siblings beyond mentioning one alternative. The purpose is clear but sibling differentiation is only partial.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides explicit usage guidance: 'Use this to understand what destinations and experience types are available before calling search_slots.' It clearly states when to use this tool (before search_slots) and names a specific alternative (search_slots), which meets the criteria for a 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_slotsAInspect
Search for last-minute available tours and activities.

Returns real production inventory from 19 suppliers (Adi Tours - Nuba travel, All Washington View,
Arctic Adventures, Bicycle Roma, Boka Bliss, EgyExcursions, Hillborn Experiences,
Íshestar Riding Tours, Marvel Egypt Tours, O Turista Tours, Pure Morocco Experience,
REDRIB Experience, Ramen Factory Kyoto, TourTransfer Bucharest, Tours El Chiquiz,
Trivanzo Holidays, TUTU VIEW Ltd, Vakare Travel Service, Zestro Bizlinks) sourced live via the OCTO open booking protocol.
Slots are sorted by urgency (soonest first).

Args:
    city:        City or country filter, partial match (e.g. "Reykjavik", "Rome", "Iceland").
                 Leave empty to search all locations.
    category:    Category filter. Use "experiences" for tours/activities.
                 Leave empty for all categories.
    hours_ahead: Return slots starting within this many hours (default: 72).
    max_price:   Maximum price in USD. Set to 0 to return all prices.
    limit:       Max results to return (default 50). Results are sorted by urgency
                 so the most time-sensitive slots come first. Increase for broader
                 browsing (e.g. limit=500). Use city/category filters to narrow
                 results instead of raising the limit when possible.

Returns:
    List of available slot dicts sorted by hours_until_start (soonest first).
ParametersJSON Schema
NameRequiredDescriptionDefault
cityNo
categoryNo
hours_aheadNo
max_priceNo
limitNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A4.6/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries full burden and does well by disclosing key behavioral traits: it returns 'real production inventory' from 19 specific suppliers, uses 'live' sourcing via OCTO protocol, sorts by urgency (soonest first), and explains result sorting logic. It doesn't mention rate limits or authentication requirements, but provides substantial operational context.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is efficiently structured with purpose statement, supplier list, sorting explanation, parameter documentation, and return format - all in appropriate detail. Every sentence adds value, and it's well-organized with clear sections for Args and Returns.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (5 parameters, no annotations, but has output schema), the description is remarkably complete. It covers purpose, behavioral context, detailed parameter semantics, and explains the return format. With an output schema present, it appropriately doesn't need to detail return value structure.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With 0% schema description coverage, the description fully compensates by providing detailed semantics for all 5 parameters: explains city accepts partial matches and can be empty, specifies category should be 'experiences' for tours/activities, clarifies hours_ahead default and meaning, explains max_price=0 means all prices, and provides nuanced guidance on limit usage with sorting implications.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool searches for 'last-minute available tours and activities' with specific details about real inventory from 19 suppliers via OCTO protocol. It distinguishes from siblings like book_slot (booking) and get_booking_status (status checking) by focusing on search functionality.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides clear context for when to use this tool (searching for last-minute tours/activities) and includes practical guidance like 'Use city/category filters to narrow results instead of raising the limit when possible.' However, it doesn't explicitly state when NOT to use it or mention alternatives among sibling tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 4 tool updatesv0.1.1
    • Addedbook_slot
    • Addedget_booking_status
    • Addedget_supplier_info
    • Addedsearch_slots
  2. 4 tool updatesv0.1.0
    • Removedbook_slot
    • Removedget_booking_status
    • Removedget_supplier_info
    • Removedsearch_slots
  3. 4 tool updates
    • First observedbook_slot
    • First observedget_booking_status
    • First observedget_supplier_info
    • First observedsearch_slots

TDQS

A4.4/5.0
Disambiguation5/5

Each tool has a clearly distinct purpose with no overlap: book_slot handles booking creation, get_booking_status checks booking status, get_supplier_info provides supplier network details, and search_slots finds available inventory. The descriptions clearly differentiate their functions, eliminating any ambiguity or confusion for an agent.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern (e.g., book_slot, get_booking_status, get_supplier_info, search_slots), using snake_case throughout. This predictability makes the tool set easy to understand and navigate without any deviations in naming conventions.

Tool Count5/5

With 4 tools, the set is well-scoped for a last-minute deals API, covering core workflows: searching for slots, booking them, checking status, and getting supplier info. Each tool earns its place without being overly sparse or bloated, aligning perfectly with the server's purpose.

Completeness4/5

The tool surface covers essential CRUD-like operations for the domain: search (search_slots), create (book_slot), and read (get_booking_status, get_supplier_info). A minor gap exists in lacking explicit update or cancellation tools, but agents can work around this by using the provided tools, as the domain focuses on last-minute bookings where updates might be limited.

Maintenance

ActivityInactive
ResponsivenessNo issues

Resources

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