OKstays
Server Details
Hotels ranked by real comfort, not commission: efficient AC, comfy beds, soundproof rooms and more
- Status
- Healthy
- Uptime
- 100.0% over 18 days
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-06-18
- URL
- Repository
- okstays/okstays-mcp
- GitHub Stars
- 0
- ChatGPT
- –
- Claude
- OKstays
TDQS
Scored across 8 tools
Each tool has a clearly articulated trigger (compare 2-4 hotels, single-hotel detail, similar-hotel alternatives, city-level guidance, filter vocabulary, multi-stop planning), and descriptions explicitly hand off between tools. The one soft seam is search_hotels also accepting hotel_name for lookups, which overlaps with get_hotel's single-hotel purpose and could cause misselection.
All eight names follow a clean snake_case verb_noun pattern: compare_hotels, find_similar_hotels, get_city_overview, get_filters, get_hotel, list_cities, plan_trip, search_hotels. Verbs are used predictably (get_ for retrieval, list_ for enumeration, search/find/compare for discovery).
Eight tools is well within the ideal 3-15 range and each maps to a distinct user intent in the hotel-research workflow. No tool looks like a thin wrapper or a redundant duplicate.
The read-only research surface is well covered end to end: destination discovery, city/area guidance, search, single-hotel detail, comparison, alternatives, filter lookup and multi-stop planning. Gaps are minor and by design (no booking or live availability beyond deep links, no full review browsing), which agents can work around via the okstays.com links.
Available Tools
8 toolscompare_hotelsCompare hotelsARead-onlyIdempotentInspect
Use this when the user is choosing between 2-4 specific hotels. Returns each hotel's Comfort Score breakdown, price, strengths and complaints, the signals where they differ most, and a verdict: best comfort, cheapest, best value. Hotel ids come from search_hotels (hotel_name finds a hotel the user names). Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| adults | No | Guests per room (1-8), if given. | |
| checkin | No | User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay. | |
| checkout | No | Check-out date, YYYY-MM-DD (e.g. 2027-03-15). | |
| hotel_ids | Yes | 2-4 hotel ids from search_hotels. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already carry read-only/idempotent/no-sign-in semantics, yet the description still adds real value by enumerating what comes back: Comfort Score breakdown, price, strengths/complaints, differing signals, and a verdict. It doesn't cover ordering, ties, or latency, but the output shape disclosure is the useful part beyond annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded trigger sentence followed by a dense but well-ordered enumeration of returns. Slightly packed—the parenthetical about hotel_name is easy to miss—but no sentence is filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema, the description assumes responsibility for describing return content and does so, while annotations handle the safety profile and the required id source is explained. An agent has everything needed to call it and interpret the result.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the schema already documents all four parameters including ranges and date format. The description only adds the provenance of hotel_ids (from search_hotels) and a note that a hotel name can locate a named hotel; that is useful but minimal, so baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (compare) and resource (2-4 specific hotels) and immediately differentiates from siblings by naming search_hotels as the id source, implicitly separating it from single-hotel get_hotel and find_similar_hotels. An agent can select it without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
"Use this when the user is choosing between 2-4 specific hotels" gives a clear trigger, and it explains where the ids come from. It stops short of stating the inverse case (a single hotel → get_hotel, or open-ended browsing → search_hotels), so the routing is good but not exhaustive.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
find_similar_hotelsFind similar hotelsARead-onlyIdempotentInspect
Use this when the user likes a hotel but wants alternatives, e.g. 'like this one but cheaper' (cheaper_only). Returns hotels in the same destination with the closest comfort profile, none with repeated complaints about cleanliness, beds, showers, bugs or safety, with the price difference. Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | How many to return (default 5). | |
| adults | No | Guests per room (1-8), if given. | |
| checkin | No | User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay. | |
| checkout | No | Check-out date, YYYY-MM-DD (e.g. 2027-03-15). | |
| hotel_id | Yes | Hotel id to find alternatives for. | |
| max_price | No | Maximum price per night in USD. | |
| cheaper_only | No | Only hotels priced below this one. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive, so 'read-only, no sign-in' is largely redundant. What earns credit is the undisclosed domain behavior: results exclude any hotel with repeated complaints about cleanliness, beds, showers, bugs or safety, and each result carries the price difference versus the anchor. Return shape in detail (no output schema) and behavior when dates are omitted are not covered.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
A single dense sentence pair, front-loaded with the usage trigger and example, then the result contract. No filler and nothing buried at the end that an agent needs early.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 7-parameter, no-output-schema tool it covers the essentials: what comes back, how it is ranked, and what is filtered out. Gaps remain around whether prices/stay-open links work without checkin/checkout and what the response object looks like, which matters given there is no output schema.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all seven parameters are already documented, which sets the baseline at 3. The description adds domain meaning for cheaper_only ('like this one but cheaper') and implies hotel_id defines the destination scope, but gives no extra syntax or format guidance beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource and pins the scope: alternatives to a given hotel, in the same destination, ranked by 'closest comfort profile'. The anchor-by-hotel_id framing plus the complaint-exclusion filter makes it clearly distinct from search_hotels (query-based) and compare_hotels (comparison), so an agent can route without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives an explicit trigger condition ('when the user likes a hotel but wants alternatives') with a concrete user utterance example and the cheaper_only variant. It stops short of naming when NOT to use it or pointing to compare_hotels/search_hotels as alternatives, so it is clear context rather than full routing guidance.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_city_overviewDestination overviewARead-onlyIdempotentInspect
Use this when the user is still choosing a destination or an area to stay in. Returns how many hotels we score, the average Comfort Score, median price, where its hotels beat and trail the average hotel, the best neighbourhoods with their top hotel, which travel styles it suits, the city tax at a 4-star hotel, when to go (pleasant, cool-night and quiet months, typical weather by month) and, where we have a guide, where to stay: the area for a first visit, quiet nights, nightlife, families and value, with each area's price, comfort, street noise and bars. A request for hotels (e.g. 'quiet hotels in Bangkok') is search_hotels' job. Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| adults | No | Guests per room (1-8), if given. | |
| checkin | No | User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay. | |
| checkout | No | Check-out date, YYYY-MM-DD (e.g. 2027-03-15). | |
| location | Yes | City name or slug (an area such as Canggu gives its destination's overview). |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint and destructiveHint=false, so safety is covered structurally; the description still adds the auth context ('no sign-in') and, because there is no output schema, spends most of its text disclosing exactly what the response contains. It does not address failure modes (unknown city, missing guide) or any cost/latency characteristics.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The routing guidance is front-loaded and the closing sentence cleanly closes the scope with the sibling handoff. The middle is one very long enumerated clause listing return contents; it is justified by the absent output schema but is heavy to parse in a single pass.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema, the description compensates by specifying the return payload item by item, and with full schema coverage on four simple parameters nothing else is needed. An agent has enough to decide when to call it and what it will get back.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already explains adults, checkin/checkout and the location slug including the area-to-destination behaviour. The description adds nothing about parameter semantics beyond what is structured, so the baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a specific resource (destination/city overview) and enumerates its payload precisely: hotel count, average Comfort Score, median price, neighbourhoods with top hotels, travel styles, city tax, seasonality, and area guide. It explicitly distinguishes itself from search_hotels, so an agent can route without opening either schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It states the deciding condition up front ('when the user is still choosing a destination or an area to stay in') and names the alternative with a concrete example: 'A request for hotels (e.g. quiet hotels in Bangkok) is search_hotels' job.' Both when-to-use and when-not-to-use are explicit.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_filtersFilters and travel stylesARead-onlyIdempotentInspect
Use this to look up the comfort signals and travel styles that search_hotels accepts, when the user's wish doesn't map clearly to one. Returns every filter (id, name, description, category, whether it's a must-have) and every travel style. Plain names also work in search_hotels tags ('quiet', 'wifi'). Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The annotations already establish read-only, idempotent, non-destructive behavior, but the description adds useful context by describing the returned fields and noting that no sign-in is required. Since there is no output schema, the return-shape summary is especially valuable, though it does not cover error cases or limits.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is short and front-loaded, starting with the primary use case before listing return contents and the search_hotels tag shortcut. Every sentence contributes useful selection or interpretation context.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a zero-parameter, read-only lookup with rich annotations and no output schema, the description provides enough context to call the tool correctly. It explains when to use it, what it returns, and how the returned values relate to search_hotels.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The tool has zero parameters, so there is no parameter semantics burden beyond establishing that the call is a parameterless lookup. The baseline for zero-parameter tools applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource: looking up comfort signals and travel styles accepted by search_hotels. It also distinguishes the tool from search_hotels by framing it as the lookup path when the user's wish does not map clearly to a filter.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives an explicit usage condition: use this when the user's wish doesn't map clearly to a filter or travel style. It also names the alternative path by noting that plain names work directly in search_hotels tags, which helps an agent choose between lookup and search.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_hotelHotel detailsARead-onlyIdempotentInspect
Use this when the user asks about one hotel: why it scores as it does, or whether it's quiet, clean or good for sleep or work. Returns the Comfort Score breakdown, what the scores rest on, the five must-haves, its strengths and complaints with the reason behind each score, price, the city tax where we know it and its okstays.com link. Pass focus with what the user asked about; detail='full' adds every scored signal (about four times longer). Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| focus | No | Signals the user asked about, as filter ids or names (e.g. ['quiet', 'bed', 'wifi']); always included with their reasons. | |
| adults | No | Guests per room (1-8), if given. | |
| detail | No | summary (default) or full: every scored signal with its explanation, about four times longer. | |
| checkin | No | User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay. | |
| checkout | No | Check-out date, YYYY-MM-DD (e.g. 2027-03-15). | |
| hotel_id | Yes | Hotel id (numeric string) from search_hotels. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false; the description adds the practical consequences ('Read-only, no sign-in') plus a concrete cost tradeoff for detail='full' (about four times longer) and a full inventory of returned content. It stops short of describing pagination or failure behavior for an unknown hotel_id.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The trigger is front-loaded and the return-value sentence earns its length by listing what the agent will actually see. The middle sentence is a dense run-on that would read better split, but no sentence is filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
There is no output schema, so the description carries the return-shape burden itself and does so by naming each payload component. Combined with explicit guidance on focus and detail, an agent has everything needed to call this correctly for a single-hotel lookup.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all six parameters are already documented and the baseline is 3. The description adds modest value beyond that: routing focus to 'what the user asked about' and quantifying detail='full' as roughly four times longer, but it adds nothing for adults, checkin, or checkout beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a precise trigger ('when the user asks about one hotel') and enumerates exactly what comes back: Comfort Score breakdown, must-haves, strengths/complaints with reasons, price, city tax, link. It implicitly separates itself from search_hotels and compare_hotels by scoping to a single hotel's detail view.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The trigger is explicit ('when the user asks about one hotel: why it scores as it does, or whether it's quiet, clean or good for sleep or work') and it tells the agent how to set focus and when to escalate to detail='full'. It doesn't name the alternatives (search_hotels for discovery, compare_hotels for multi-hotel comparison) or state when not to use it, so a small inference remains.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
list_citiesCovered destinationsARead-onlyIdempotentInspect
Use this when the user asks which destinations OKstays covers, or before planning a trip through a country. Returns every destination we score with its country, slug and number of hotels; pass country to list one country only. Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| country | No | Country name to filter by, e.g. 'Spain'. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, openWorldHint=false and destructiveHint=false, so the safety profile is covered; the description's 'Read-only, no sign-in' largely restates it but adds the useful auth detail of no sign-in required. It also discloses the return payload contents, which the annotations do not.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two tightly packed sentences with the trigger condition front-loaded, followed by the return shape and the filter behavior. No filler or restatement of the title.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a zero-required-parameter, single-filter list tool with full annotation coverage and no output schema, the description supplies everything needed: when to call it, what it returns, and how the optional parameter changes scope.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3, but the description adds genuine value beyond the schema's 'Country name to filter by' by stating that passing country restricts output to one country — clarifying the unfiltered default. It doesn't add format nuances (e.g., exact-match vs partial name), keeping it from a 5.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('which destinations OKstays covers', 'Returns every destination we score') plus the returned fields (country, slug, hotel count), so the agent knows exactly what comes back. It does not explicitly contrast itself with the nearest sibling, get_city_overview, which prevents a 5.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives clear triggering conditions: 'when the user asks which destinations OKstays covers' and 'before planning a trip through a country', which implicitly routes the agent here ahead of plan_trip. It also explains the filter/no-filter choice, but names no explicit exclusion or alternative tool for detail-level city data.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
plan_tripPlan a multi-stop tripARead-onlyIdempotentInspect
Use this when the user plans a trip with several stops. Returns hotels for each stay in travel order (e.g. Lisbon 4 nights, Porto 3, Madrid 5): the best match for each stop by the OKstays Comfort Score (or the travel style's score), alternatives, the stay dates and an indicative total. Each hotel link opens its OKstays page with the stop's dates, so its Book Now button books those nights. Agree the stops and nights with the user first; list_cities shows which destinations of a country we cover. Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| tags | No | Filters every hotel must score 8+ on, as in search_hotels. | |
| stops | Yes | The trip's stops in order. | |
| adults | No | Guests per room (default 2). | |
| persona | No | Travel style for every stop: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort, long-stays. | |
| max_price | No | Maximum indicative price per night in USD. | |
| min_score | No | Minimum Comfort Score (0-10). | |
| start_date | No | Check-in date of the first stop, YYYY-MM-DD; each stop starts when the one before ends. Without it, no dates are set. | |
| alternatives | No | Other options per stop (default 2). | |
| property_type | No | property_type: hotels (default), apartments, hostels or any. hotels includes guest houses, B&Bs, aparthotels and resorts; apartments includes holiday homes, villas and homestays; any adds every kind, boats and campsites too. The long-stays persona defaults to any. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Despite annotations already covering read-only/idempotent safety, the description adds substantial behavior beyond them: results ordered by travel sequence, best match chosen by Comfort Score or the travel style's score, alternatives, stay dates, indicative totals, and the deep-link behavior where each hotel link carries the stop's dates so its Book Now button books those nights. 'No sign-in' is also extra context not in the annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Five short sentences, each doing distinct work: trigger, return shape, link behavior, prerequisite, sibling pointer, and safety. The important scope and return information is front-loaded with no filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With 9 parameters, no output schema, and rich annotations, the description fills the key gaps: what is returned per stop, how dates chain, how ranking works, and the confirmation prerequisite. Nothing essential for correct invocation is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3, but the description adds meaning beyond it: persona drives which score ranks hotels, and start_date is chained so each stop begins when the previous ends. It also reinforces ordering of stops and the need to settle nights with the user, though it does not explain per-parameter defaults or limits beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource ('plan a multi-stop trip', 'returns hotels for each stay in travel order') and its multi-stop scope implicitly separates it from single-city siblings like search_hotels. An agent can identify the tool's job without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit triggering context ('when the user plans a trip with several stops'), a prerequisite ('agree the stops and nights with the user first'), and routes coverage questions to list_cities. It lacks an explicit when-not / alternative for a single-destination search (search_hotels), so it falls short of the 5 bar.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
search_hotelsSearch hotelsARead-onlyIdempotentInspect
Use this when the user wants hotels in a destination (e.g. 'quiet hotels in Bangkok under $150'), or asks about a hotel by name (hotel_name). Returns up to 10 hotels per page, ranked by the OKstays Comfort Score (0-10 from what guests report: Comfort & Essentials 60%, the five must-haves (cleanliness, beds, shower, bugs and safety) 30% and sleep and room 30%; Perks & Facilities 15%; Service & Hospitality 15%; Location & Access 10%; repeated complaints about cleanliness, beds, showers or bugs keep a hotel out; feeling unsafe in the area shows as a complaint; a high score from few reviews leans toward the destination's typical score until more guests review the place) or by a travel style's score (half the Comfort Score, half how well it fits the style), highest first (ties go to the hotel more guests reviewed), each with strengths, complaints, indicative price and its okstays.com link. Filters: travel style, signals the hotel must score 8+ on, price, minimum score, neighbourhood, distance from a point, and the kind of stay: property_type hotels (default), apartments, hostels or any (the long-stays persona defaults to any). Pass the user's dates and guests when known. Places to stay only, not flights or car hire. Read-only, no sign-in.
| Name | Required | Description | Default |
|---|---|---|---|
| page | No | Page of results (default 1; up to 5) for 'show me more'. | |
| tags | No | Filter ids the hotel must score 8+ on, e.g. ['soundproofing', 'reliable_wifi']; their names work too ('quiet'). See get_filters. | |
| limit | No | Hotels per page (default 10). | |
| adults | No | Guests per room (1-8), if given. | |
| checkin | No | User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay. | |
| persona | No | Travel style to rank for: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort, long-stays. | |
| sort_by | No | best = Comfort Score (default); value = Comfort Score per $100; nearest needs near_lat/near_lng. | |
| checkout | No | Check-out date, YYYY-MM-DD (e.g. 2027-03-15). | |
| district | No | Neighbourhood to restrict to, e.g. 'Gothic Quarter'. get_city_overview lists the districts and its where_to_stay areas; another area name is matched against hotel addresses. | |
| location | Yes | City name or slug, e.g. 'Barcelona' or 'new-york'. Use list_cities for coverage. An area of a grouped destination works too ('Canggu' or 'Ubud' in Bali, 'Positano' on the Amalfi Coast, 'Maafushi' in the Maldives): its places are shown. | |
| near_lat | No | Latitude of a landmark or address the user names (not the user's own location); with near_lng restricts results to hotels within radius_km and reports distance_km. | |
| near_lng | No | Longitude of the point of interest. | |
| max_price | No | Maximum indicative price per night in USD. | |
| min_score | No | Minimum Comfort Score (0-10). | |
| radius_km | No | Search radius around near_lat/near_lng in km (default 3). | |
| hotel_name | No | Find a hotel by name in this city (part of the name works, e.g. 'Pestana'), including hotels outside our rankings; the other filters are then ignored. | |
| property_type | No | property_type: hotels (default), apartments, hostels or any. hotels includes guest houses, B&Bs, aparthotels and resorts; apartments includes holiday homes, villas and homestays; any adds every kind, boats and campsites too. The long-stays persona defaults to any. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive, and the description adds genuinely new behavior: 10 results per page, ranking order with tie-breaking on review count, a caveat that thin-review hotels are pulled toward the destination average, and the important rule that hotel_name causes other filters to be ignored. 'Read-only, no sign-in' merely restates the annotations, and pagination cap of 5 pages is only in the schema.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The trigger is correctly front-loaded, but the second sentence is a single sprawling construction with nested parentheticals containing Comfort Score weighting percentages (60/30/15/15/10) that are expensive to parse and only marginally useful for tool selection. That detail does help interpret ranked output given there is no output schema, so it earns partial rather than zero credit.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 17-parameter search tool with no output schema, the description still covers result contents (strengths, complaints, indicative price, okstays.com link), page size and ordering, and the name-lookup override. Missing only pagination ceiling and explicit guidance on which sibling to call for follow-up detail, both of which the schema or siblings partly supply.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so all 17 parameters are already documented, and the description mostly re-lists them (travel style, 8+ signals, price, minimum score, neighbourhood, distance, property_type). It does add one cross-parameter insight — that the long-stays persona defaults to property_type 'any' — but that is also repeated in the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb+resource ('search hotels in a destination') plus the two distinct entry modes (destination browse vs. lookup by hotel_name), which lets an agent separate it from get_hotel, compare_hotels and find_similar_hotels without opening a schema. The scope exclusion ('Places to stay only, not flights or car hire') further sharpens what it does.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The opening clause gives a concrete trigger with a worked example ('quiet hotels in Bangkok under $150') and covers the by-name variant. It does not state when to prefer siblings like get_city_overview or plan_trip, and the only exclusion is the flights/car-hire line, so routing is clear but not fully comparative.
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.
1 tool update
- Changed
search_hotels1 field changed- changed
Input schema / properties / district / descriptionPrevious value: -"Neighbourhood to restrict to, e.g. 'Gothic Quarter'. get_city_overview lists the districts; another area name is matched against hotel addresses."New value: +"Neighbourhood to restrict to, e.g. 'Gothic Quarter'. get_city_overview lists the districts and its where_to_stay areas; another area name is matched against hotel addresses."
2 tool updates
- Changed
get_city_overview1 field changed- changed
Input schema / properties / location / descriptionPrevious value: -"City name or slug."New value: +"City name or slug (an area such as Canggu gives its destination's overview)."
- Changed
search_hotels1 field changed- changed
Input schema / properties / location / descriptionPrevious value: -"City name or slug, e.g. 'Barcelona' or 'new-york'. Use list_cities for coverage."New value: +"City name or slug, e.g. 'Barcelona' or 'new-york'. Use list_cities for coverage. An area of a grouped destination works too ('Canggu' or 'Ubud' in Bali, 'Positano' on the Amalfi Coast, 'Maafushi' in the Maldives): its places are shown."
2 tool updates
- Changed
plan_trip1 field changed- added
Input schema / properties / property_typeAdded value: +{ + "description": "property_type: hotels (default), apartments, hostels or any. hotels includes guest houses, B&Bs, aparthotels and resorts; apartments includes holiday homes, villas and homestays; any adds every kind, boats and campsites too. The long-stays persona defaults to any.", + "enum": [ + "hotels", + "apartments", + "hostels", + "any" + ], + "type": "string" +}
- Changed
search_hotels1 field changed- added
Input schema / properties / property_typeAdded value: +{ + "description": "property_type: hotels (default), apartments, hostels or any. hotels includes guest houses, B&Bs, aparthotels and resorts; apartments includes holiday homes, villas and homestays; any adds every kind, boats and campsites too. The long-stays persona defaults to any.", + "enum": [ + "hotels", + "apartments", + "hostels", + "any" + ], + "type": "string" +}
2 tool updates
- Changed
plan_trip1 field changed- changed
Input schema / properties / persona / descriptionPrevious value: -"Travel style for every stop: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort."New value: +"Travel style for every stop: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort, long-stays."
- Changed
search_hotels1 field changed- changed
Input schema / properties / persona / descriptionPrevious value: -"Travel style to rank for: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort."New value: +"Travel style to rank for: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort, long-stays."
5 tool updates
- Changed
compare_hotels3 fields changed- changed
Input schema / properties / adults / descriptionPrevious value: -"Guests per room, if given."New value: +"Guests per room (1-8), if given." - changed
Input schema / properties / checkin / descriptionPrevious value: -"User's check-in date, YYYY-MM-DD, if given: links then open on this stay."New value: +"User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay." - changed
Input schema / properties / checkout / descriptionPrevious value: -"Check-out date, YYYY-MM-DD."New value: +"Check-out date, YYYY-MM-DD (e.g. 2027-03-15)."
- Changed
find_similar_hotels3 fields changed- changed
Input schema / properties / adults / descriptionPrevious value: -"Guests per room, if given."New value: +"Guests per room (1-8), if given." - changed
Input schema / properties / checkin / descriptionPrevious value: -"User's check-in date, YYYY-MM-DD, if given: links then open on this stay."New value: +"User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay." - changed
Input schema / properties / checkout / descriptionPrevious value: -"Check-out date, YYYY-MM-DD."New value: +"Check-out date, YYYY-MM-DD (e.g. 2027-03-15)."
- Changed
get_city_overview3 fields changed- changed
Input schema / properties / adults / descriptionPrevious value: -"Guests per room, if given."New value: +"Guests per room (1-8), if given." - changed
Input schema / properties / checkin / descriptionPrevious value: -"User's check-in date, YYYY-MM-DD, if given: links then open on this stay."New value: +"User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay." - changed
Input schema / properties / checkout / descriptionPrevious value: -"Check-out date, YYYY-MM-DD."New value: +"Check-out date, YYYY-MM-DD (e.g. 2027-03-15)."
- Changed
get_hotel3 fields changed- changed
Input schema / properties / adults / descriptionPrevious value: -"Guests per room, if given."New value: +"Guests per room (1-8), if given." - changed
Input schema / properties / checkin / descriptionPrevious value: -"User's check-in date, YYYY-MM-DD, if given: links then open on this stay."New value: +"User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay." - changed
Input schema / properties / checkout / descriptionPrevious value: -"Check-out date, YYYY-MM-DD."New value: +"Check-out date, YYYY-MM-DD (e.g. 2027-03-15)."
- Changed
search_hotels3 fields changed- changed
Input schema / properties / adults / descriptionPrevious value: -"Guests per room, if given."New value: +"Guests per room (1-8), if given." - changed
Input schema / properties / checkin / descriptionPrevious value: -"User's check-in date, YYYY-MM-DD, if given: links then open on this stay."New value: +"User's check-in date, YYYY-MM-DD (e.g. 2027-03-12), if given: links then open on this stay." - changed
Input schema / properties / checkout / descriptionPrevious value: -"Check-out date, YYYY-MM-DD."New value: +"Check-out date, YYYY-MM-DD (e.g. 2027-03-15)."
6 tool updates
- Changed
compare_hotels3 fields changed- added
Input schema / properties / adultsAdded value: +{ + "description": "Guests per room, if given.", + "maximum": 8, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / checkinAdded value: +{ + "description": "User's check-in date, YYYY-MM-DD, if given: links then open on this stay.", + "type": "string" +} - added
Input schema / properties / checkoutAdded value: +{ + "description": "Check-out date, YYYY-MM-DD.", + "type": "string" +}
- Changed
find_similar_hotels3 fields changed- added
Input schema / properties / adultsAdded value: +{ + "description": "Guests per room, if given.", + "maximum": 8, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / checkinAdded value: +{ + "description": "User's check-in date, YYYY-MM-DD, if given: links then open on this stay.", + "type": "string" +} - added
Input schema / properties / checkoutAdded value: +{ + "description": "Check-out date, YYYY-MM-DD.", + "type": "string" +}
- Changed
get_city_overview3 fields changed- added
Input schema / properties / adultsAdded value: +{ + "description": "Guests per room, if given.", + "maximum": 8, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / checkinAdded value: +{ + "description": "User's check-in date, YYYY-MM-DD, if given: links then open on this stay.", + "type": "string" +} - added
Input schema / properties / checkoutAdded value: +{ + "description": "Check-out date, YYYY-MM-DD.", + "type": "string" +}
- Changed
get_hotel5 fields changed- added
Input schema / properties / adultsAdded value: +{ + "description": "Guests per room, if given.", + "maximum": 8, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / checkinAdded value: +{ + "description": "User's check-in date, YYYY-MM-DD, if given: links then open on this stay.", + "type": "string" +} - added
Input schema / properties / checkoutAdded value: +{ + "description": "Check-out date, YYYY-MM-DD.", + "type": "string" +} - added
Input schema / properties / detailAdded value: +{ + "description": "summary (default) or full: every scored signal with its explanation, about four times longer.", + "enum": [ + "summary", + "full" + ], + "type": "string" +} - added
Input schema / properties / focusAdded value: +{ + "description": "Signals the user asked about, as filter ids or names (e.g. ['quiet', 'bed', 'wifi']); always included with their reasons.", + "items": { + "type": "string" + }, + "type": "array" +}
- Added
plan_trip - Changed
search_hotels8 fields changed- added
Input schema / properties / adultsAdded value: +{ + "description": "Guests per room, if given.", + "maximum": 8, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / checkinAdded value: +{ + "description": "User's check-in date, YYYY-MM-DD, if given: links then open on this stay.", + "type": "string" +} - added
Input schema / properties / checkoutAdded value: +{ + "description": "Check-out date, YYYY-MM-DD.", + "type": "string" +} - changed
Input schema / properties / district / descriptionPrevious value: -"Neighbourhood to restrict to, e.g. 'Gothic Quarter'. get_city_overview lists the districts."New value: +"Neighbourhood to restrict to, e.g. 'Gothic Quarter'. get_city_overview lists the districts; another area name is matched against hotel addresses." - added
Input schema / properties / hotel_nameAdded value: +{ + "description": "Find a hotel by name in this city (part of the name works, e.g. 'Pestana'), including hotels outside our rankings; the other filters are then ignored.", + "type": "string" +} - added
Input schema / properties / limitAdded value: +{ + "description": "Hotels per page (default 10).", + "maximum": 10, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / pageAdded value: +{ + "description": "Page of results (default 1; up to 5) for 'show me more'.", + "maximum": 5, + "minimum": 1, + "type": "integer" +} - changed
Input schema / properties / tags / descriptionPrevious value: -"Filter ids the hotel must score 8+ on, e.g. ['soundproofing', 'reliable_wifi']. See get_filters."New value: +"Filter ids the hotel must score 8+ on, e.g. ['soundproofing', 'reliable_wifi']; their names work too ('quiet'). See get_filters."
1 tool update
- Changed
search_hotels1 field changed- changed
Input schema / properties / persona / descriptionPrevious value: -"Travel style to rank for: digital-nomad, deep-sleep, romantic, family, business, solo-safe, luxury, budget-comfort."New value: +"Travel style to rank for: digital-nomad, deep-sleep, avoid-crowds, romantic, family, business, solo-safe, luxury, budget-comfort."
7 tool updates
- First observed
compare_hotels - First observed
find_similar_hotels - First observed
get_city_overview - First observed
get_filters - First observed
get_hotel - First observed
list_cities - First observed
search_hotels
Publisher details
- Operator
- OKstays, run by Oriol Fitó (individual) · Publisher source
- Operator website
- https://okstays.com
- Vendor relationship
- First-party
- Documentation
- https://okstays.com/mcp
- Trust center
- Not applicable
- Restrictions
- None: free, no sign-in, no OAuth or API key, available worldwide. Fair-use limits per IP address: 60 requests/minute, 2,000/day, 400 hotel-detail or comparison requests/day. · Publisher source
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