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Server Details

Flight Intelligence MCP — search, cheapest dates, multi-city, airline compare via Google Flights

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL
Repository
ToolOracle/flightoracle
GitHub Stars
0
Server Listing
FlightOracle

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Tool DescriptionsB

Average 3.4/5 across 8 of 8 tools scored. Lowest: 2.8/5.

Server CoherenceA
Disambiguation4/5

Most tools have distinct purposes (airport codes, multi-city, airline comparison), but flight_search and one_way_search overlap since flight_search already covers one-way trips. Descriptions help differentiate, but some confusion is possible.

Naming Consistency5/5

All tools use consistent snake_case naming with a pattern of descriptive nouns or adjective-noun pairs (e.g., cheapest_flights, price_calendar). No mixing of styles.

Tool Count5/5

8 tools cover the flight search domain well without being excessive. Each tool serves a specific purpose, and the count is appropriate for the server's scope.

Completeness5/5

The tool set covers key flight search needs: airport codes, round-trip/one-way/multi-city searches, price calendars, airline comparisons, and health check. No obvious gaps in the search/info domain.

Available Tools

8 tools
airport_hubCInspect

Find airport IATA codes for a city. Returns nearby airports and common codes.

ParametersJSON Schema
NameRequiredDescriptionDefault
cityNoCity name (e.g., 'London', 'New York', 'Tokyo')
Behavior2/5

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

Without annotations, the description must disclose behavioral traits. It only mentions returning nearby airports and common codes, omitting aspects like idempotency, performance, error handling, or required permissions. The description is insufficiently transparent.

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 concise with two front-loaded sentences that convey the core purpose. It wastes no words, though 'common codes' is slightly vague. Could be slightly more structured but is effective.

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?

Given no output schema and no annotations, the description provides adequate high-level context for a simple lookup tool. However, it lacks details on return format, edge cases (e.g., city not found), and any dependencies, leaving gaps for the agent.

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?

The input schema already describes the 'city' parameter in detail (e.g., 'London'). The tool description adds 'for a city' but provides no further semantic value. With 100% schema coverage, baseline is 3, and the description meets but does not exceed it.

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 finds airport IATA codes for a city, with a specific verb and resource. It distinguishes itself from sibling tools like flight_search and cheapest_flights by focusing on airport codes lookup. However, more detail on output structure could improve clarity.

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 on when to use this tool versus alternatives such as flight_search or route_compare. The description does not mention prerequisites, limitations, or appropriate contexts for using this tool.

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

cheapest_flightsAInspect

Find the cheapest flights across a full month. Returns price-sorted options with dates, airlines, and price insights.

ParametersJSON Schema
NameRequiredDescriptionDefault
monthNoMonth to search YYYY-MM (e.g., 2026-06)
arrivalNoArrival airport IATA code
countryNoCountry code (default: us)
currencyNoCurrency code (default: USD)
departureNoDeparture airport IATA code
Behavior4/5

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

With no annotations, description fully discloses output (price-sorted options with dates, airlines, price insights) and implies read-only behavior; no contradictions.

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?

Two concise, front-loaded sentences with zero waste; every word adds value.

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?

For a 5-parameter tool with no required fields and no output schema, description adequately covers purpose and return value; minor gap on default behavior when parameters omitted.

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% (all parameters have descriptions), so baseline is 3; description adds no additional parameter context beyond what schema provides.

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?

Description clearly states verb 'Find' and resource 'cheapest flights across a full month', and contrasts with sibling tools like flight_search and one_way_search by focusing on month-long price comparison.

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?

Description implies usage for flexible travelers seeking cheapest month-long options, but lacks explicit exclusions or alternative recommendations compared to siblings.

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

health_checkAInspect

Server status, API connectivity, supported features.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

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

No annotations are provided, and the description does not disclose behavioral traits such as side effects, authentication requirements, or error responses. For a tool with no annotations, the description carries the full burden and fails to provide sufficient transparency.

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 extremely concise, containing only the essential information. Every word contributes meaning, and it is front-loaded.

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 (no parameters, no output schema), the description is sufficient to convey the tool's purpose. However, it could be slightly improved by mentioning the response format.

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?

There are no parameters, so schema coverage is 100%. The description does not need to add parameter information, and the baseline for zero parameters is 4.

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 checks server status, API connectivity, and supported features. It is distinct from all sibling tools which focus on flight searching.

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 on when to use this tool versus alternatives. The context implies usage for system status checks, but no explicit instructions or exclusion criteria are provided.

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

multi_cityBInspect

Price a multi-city route with 2+ legs. Returns per-leg pricing and total cost range.

ParametersJSON Schema
NameRequiredDescriptionDefault
legsNoList of legs: [{departure, arrival, date}, ...] (min 2)
countryNoCountry (default: us)
currencyNoCurrency (default: USD)
Behavior2/5

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

No annotations are provided, and the description only mentions output (per-leg pricing and total cost range). It does not disclose side effects, authentication needs, rate limits, or error handling. As a read-only pricing tool, more context on safety is expected.

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, front-loaded with the action and output. It is efficient with no wasted words, but could be slightly more structured by separating the input requirement (2+ legs) from the output.

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 tool with 3 parameters fully described in the schema and a clear purpose, the description provides essential information. However, it lacks details on error conditions, pricing assumptions, or data freshness, making it adequate but not complete.

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% (all parameters have descriptions). The description adds no additional meaning beyond the schema, but the schema already fully documents the legs array and optional country/currency. Baseline score of 3 is appropriate.

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 explicitly states it prices a multi-city route with 2+ legs and returns per-leg pricing and total cost range. This clearly distinguishes it from sibling tools like one_way_search or flight_search.

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

Usage Guidelines3/5

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

The description implies usage for multi-city routes with 2+ legs, but gives no explicit guidance on when to use this tool versus alternatives like one_way_search for single legs or route_compare for comparisons.

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

price_calendarBInspect

Weekly price calendar for a route. Find the cheapest week to fly.

ParametersJSON Schema
NameRequiredDescriptionDefault
weeksNoNumber of weeks to scan (1-8, default: 4)
arrivalNoArrival IATA code
countryNoCountry (default: us)
currencyNoCurrency (default: USD)
departureNoDeparture IATA code
start_dateNoStart date YYYY-MM-DD
Behavior2/5

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

No annotations are provided, so the description carries full burden for behavioral context. It only says 'Weekly price calendar' and 'Find the cheapest week,' lacking details on return format, data granularity, or scanning behavior beyond what the schema hints at.

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 two concise sentences, efficient and to the point. It could be slightly more structured to front-load key details, but it is not verbose.

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?

With 6 parameters and no output schema, the description is incomplete. It doesn't explain the output format (e.g., list of weeks with prices), how to interpret the calendar, or any limitations. More context is needed for a calendar-type tool.

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% (all 6 parameters described in schema), so baseline is 3. The description adds no extra parameter-specific meaning beyond the 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 provides a weekly price calendar for a route and helps find the cheapest week to fly. It effectively distinguishes from sibling tools like flight_search or cheapest_flights by focusing on weekly pricing.

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

Usage Guidelines3/5

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

The description implies usage for finding cheap weeks but does not explicitly contrast with alternatives or provide when-not-to-use guidance. For example, it doesn't clarify when one would use route_compare or flight_search instead.

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

route_compareAInspect

Compare flight prices by airline for a route. Shows cheapest per airline, stops, duration.

ParametersJSON Schema
NameRequiredDescriptionDefault
dateNoDate YYYY-MM-DD
arrivalNoArrival IATA code
countryNoCountry (default: us)
currencyNoCurrency (default: USD)
departureNoDeparture IATA code
return_dateNoReturn date (optional)
Behavior3/5

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

No annotations provided, so the description carries full burden. It describes the output but does not disclose behavioral traits such as read-only nature, idempotency, rate limits, or authorization requirements. Adequate but not explicit.

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 sentence that immediately states the purpose and result. No wasted words or extraneous information.

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 (6 parameters, no nested objects, no output schema), the description is reasonably complete. It explains the output, but could mention that all parameters are optional (already in schema) or clarify return format.

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 basic descriptions for each parameter. The description adds context about the tool's output but does not elaborate on parameter semantics beyond what the schema provides. Baseline of 3 is appropriate.

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 verb 'compare' and resource 'flight prices by airline for a route', and the output 'cheapest per airline, stops, duration'. It distinguishes itself from siblings like cheapest_flights by specifying 'per airline'.

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

Usage Guidelines3/5

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

The description implies usage for comparing flight prices by airline but does not explicitly state when to use this tool over alternatives like cheapest_flights or flight_search. No when-not or alternative guidance is provided.

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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