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The Ferryhopper MCP server is a connector for LLMs and AI Agents in maritime travel that exposes ferry routes, schedules, and booking options. It enables AI assistants to search ports and connections across 33 countries and 190+ ferry operators, provide real-time ferry itineraries with indicative prices, and assist users with planning island-hopping or multi-leg journeys by processing natural language queries about ferry times, passenger counts, and travel durations.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Tool DescriptionsB

Average 3.2/5 across 4 of 4 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct aspect of ferry information: ports, direct connections, disruptions, and trip search. No overlap in purpose, making selection unambiguous.

Naming Consistency4/5

Most tools follow a get_<noun> pattern, with one exception (search_trips instead of get_trips). The naming is clear and predictable despite this minor inconsistency.

Tool Count5/5

Four tools is well-scoped for a ferry information server, covering essential data without unnecessary complexity. Each tool serves a distinct need.

Completeness4/5

The set covers core ferry information (ports, connections, disruptions, trips) but lacks operations like booking or pricing. Minor gap but sufficient for basic queries.

Available Tools

4 tools
get_direct_connections_for_portsGet Direct ConnectionsB
Read-only
Inspect

Get a list of all the direct connections between ports

ParametersJSON Schema
NameRequiredDescriptionDefault
portLocationYesLocation name or search term used to find matching ports (not limited to exact port codes).

Output Schema

ParametersJSON Schema
NameRequiredDescription
departurePortYesThe name of the departure port
connectedDestinationsYesList of ports directly connected to the departure port
Behavior3/5

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

Annotations cover read-only, non-destructive, and closed-world aspects, so the description adds minimal behavioral context. It implies listing connections but doesn't detail output format, pagination, or error handling. No contradiction with annotations exists.

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 a single, clear sentence with no wasted words, making it highly concise and front-loaded. It efficiently communicates the core function without unnecessary elaboration.

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 simple single parameter, high schema coverage, annotations, and presence of an output schema, the description is reasonably complete for a read-only query tool. It could improve by addressing sibling tool differentiation or usage context, but it's adequate for the tool's complexity.

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

Parameters3/5

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

Schema description coverage is 100%, with the parameter 'portLocation' well-documented in the schema. The description adds no additional parameter details beyond what the schema provides, so it meets the baseline for high coverage without extra value.

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 verb ('Get') and resource ('direct connections between ports'), making the purpose understandable. However, it doesn't differentiate from sibling tools like 'get_ports' or 'search_trips' beyond the 'direct connections' focus, which is somewhat implied but not explicit.

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

Usage Guidelines2/5

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

No guidance is provided on when to use this tool versus alternatives like 'get_ports' or 'search_trips'. The description only states what it does, without context on prerequisites, exclusions, or comparative use cases.

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

get_disruptionsGet DisruptionsB
Read-only
Inspect

Get a list of disruptions for a given date and country

ParametersJSON Schema
NameRequiredDescriptionDefault
countryYesISO 3166-1 alpha-2 country code to filter disruptions by country (e.g. "GR" for Greece).
tripDateYesDeparture date in ISO format YYYY-MM-DD (e.g. 2026-03-15).

Output Schema

ParametersJSON Schema
NameRequiredDescription
disruptionsYesList of active disruptions matching the requested date and country.
Behavior3/5

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

Annotations already indicate this is a read-only, non-destructive operation. The description adds that it returns a list of disruptions but provides no further behavioral details (e.g., pagination, date range limits). With annotations covering safety, this is adequate but not enriched.

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

Conciseness3/5

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

The description is a single short sentence, which is concise but lacks any structure or additional context that could be beneficial. It is not verbose but could be more informative without losing conciseness.

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

Completeness3/5

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

For a simple tool with only two required parameters, an output schema, and annotations covering safety, the description is minimally complete. However, it misses any mention of typical usage patterns or constraints that would help the agent decide if this tool fits a complex query.

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

Parameters3/5

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

Schema coverage is 100% with clear descriptions for each parameter (ISO country code, ISO date format). The description merely echoes the schema, adding no additional semantic value. Baseline of 3 is appropriate.

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 verb 'Get' and resource 'list of disruptions' with filters for date and country. It is distinct from sibling tools like 'get_ports' or 'search_trips', though it could explicitly differentiate its scope.

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

Usage Guidelines2/5

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

No guidance is provided on when to use this tool versus alternatives like 'search_trips'. The description only states the parameters but doesn't explain use cases or exclusions.

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

get_portsGet PortsA
Read-only
Inspect

Get a list of global ports and their details

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
portsYes
Behavior3/5

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

Annotations already indicate this is a read-only, non-destructive, closed-world operation, so the description doesn't need to repeat that. It adds minimal context by specifying 'global ports and their details,' but lacks details on behavior like response format or limitations. No contradiction with annotations exists.

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 a single, efficient sentence that directly states the tool's function without unnecessary words. It's front-loaded with the core action, making it easy to parse and understand quickly.

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, read-only, non-destructive) and the presence of an output schema, the description is mostly complete. It could improve by hinting at the output structure or differentiating from siblings, but it adequately covers the basic purpose for this low-complexity tool.

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?

With 0 parameters and 100% schema description coverage, the input schema fully documents the lack of inputs. The description doesn't add parameter information, but since there are no parameters, this is acceptable, and it implies the tool fetches all ports without filtering, which is useful context.

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 action ('Get a list') and resource ('global ports and their details'), making the purpose understandable. However, it doesn't differentiate from sibling tools like 'get_direct_connections_for_ports' or 'search_trips', which might have overlapping or related functionality, preventing a perfect score.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. It doesn't mention contexts like needing port details without filtering or connections, nor does it reference sibling tools, leaving the agent to infer usage based on tool names alone.

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

search_tripsSearch TripsC
Read-only
Inspect

Get a list available ferry trips between two ports on a specific date

ParametersJSON Schema
NameRequiredDescriptionDefault
dateYesDeparture date in ISO format YYYY-MM-DD (e.g. 2026-03-15).
arrivalLocationYesArrival location as a human-readable name or search term (e.g. city, port name), not a port code.
departureLocationYesDeparture location as a human-readable name or search term (e.g. city, port name), not a port code.

Output Schema

ParametersJSON Schema
NameRequiredDescription
foundDirectItinerariesForTripYes
Behavior2/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so the description adds no new behavioral context. It does not disclose aspects like whether trips are real-time, cached, or filtered by availability, which would be valuable beyond the annotation.

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

Conciseness4/5

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

The description is a single sentence without fluff, efficiently conveying the core purpose. However, it sacrifices useful elaboration for brevity, which could be slightly expanded without losing conciseness.

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

Completeness2/5

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

Given the presence of an output schema and sibling tools, the description is too minimal. It leaves out details such as whether trips are filtered by time, capacity, or other conditions, and does not explain how 'available' is determined. The agent lacks sufficient context for reliable invocation.

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

Parameters3/5

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

Schema coverage is 100%, so the descriptions of 'date', 'arrivalLocation', and 'departureLocation' are already present in the schema. The tool description adds no additional semantic context beyond what the schema provides, meeting the baseline for full coverage.

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 returns a list of available ferry trips given two ports and a date. However, it does not differentiate from the sibling tool 'get_direct_connections_for_ports', which likely serves a similar purpose, leaving ambiguity about what 'available' implies versus 'direct connections'.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives like 'get_direct_connections_for_ports', nor does it mention prerequisites or context for use. The agent receives no help in selecting the correct tool.

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

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