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Glama

Server Details

Live flight prices and working booking links for AI agents and travel apps.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

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Managed credentials

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Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

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Tool DescriptionsA

Average 4.1/5 across 2 of 2 tools scored.

Server CoherenceA
Disambiguation5/5

Both tools have distinct purposes: one for finding airport codes and another for searching flights. No overlap or ambiguity.

Naming Consistency5/5

Both tools follow a consistent 'search_' prefix with noun, forming a clear verb_noun pattern.

Tool Count3/5

2 tools is on the low end for a flight search server, but it may be sufficient if the scope is limited to search only. However, users might expect additional functionalities like booking or itinerary management.

Completeness3/5

The server covers the basic search workflow (airport lookup and flight search), but lacks tools for booking, managing preferences, or filtering results, leaving notable gaps for a full travel workflow.

Available Tools

2 tools
search_airportsA
Read-only
Inspect

Find airport IATA codes by city, airport name, metro area, or code.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum number of airport results to return.
queryYesSearch query for airport names, city names, or airport codes.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYesList of airports matching the query.
Behavior3/5

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

Annotations already provide readOnlyHint=true and destructiveHint=false, so the agent knows it's a safe read. The description adds that it finds IATA codes, but no extra behavioral traits (e.g., result ordering, rate limits) beyond the annotations are disclosed.

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 one sentence of 11 words, front-loaded with the action verb. Every word serves a purpose; no fluff or tautology. It is optimally concise.

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?

With 100% schema coverage, full annotations, and an existing output schema, the description is complete. It states the tool's purpose, searchable fields, and return type (IATA codes). No gaps for the agent to guess.

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?

Schema description coverage is 100%, so baseline is 3. The description adds value by clarifying the query parameter can be a city, airport name, metro area, or code, going beyond the schema's generic description. It does not add syntax details but provides helpful context.

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 finds airport IATA codes using a specific verb 'Find' and resource 'airport IATA codes'. It lists searchable fields (city, name, metro area, code) and distinguishes from sibling tool search_flights, which is about flights, not codes.

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 looking up airport codes but does not explicitly state when to use this versus the sibling tool search_flights. No exclusions or when-not conditions are given; guidance is purely implicit.

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

search_flightsA
Read-only
Inspect

Search one-way or round-trip flight prices between two IATA airport codes. Returns only itineraries with a preferred booking link and includes a top-level booking_url for each itinerary.

ParametersJSON Schema
NameRequiredDescriptionDefault
adultsNoNumber of adult passengers traveling.
marketNo2-letter market or country code affecting pricing and results.US
originYesOrigin airport code for flight search.
childrenNoNumber of child passengers traveling.
max_priceNoMaximum price in the selected market currency for flight results.
max_stopsNoMaximum number of stops allowed in the flight itinerary.
cabin_classNoPreferred cabin class: economy, premium_economy, business, or first.economy
destinationYesDestination airport code for flight search.
max_resultsNoMaximum number of flight results to return.
return_dateNoOptional return date in YYYY-MM-DD format for round-trip flights.
departure_dateYesDeparture date in YYYY-MM-DD format.
infants_on_lapNoNumber of infants traveling on an adult's lap.
infants_in_seatNoNumber of infants traveling with their own seat.
airlines_excludeNoAirline codes to specifically exclude from search results.
airlines_includeNoAirline codes to specifically include in search results.
allow_self_transferNoWhether to include self-transfer flight options (true or false).

Output Schema

ParametersJSON Schema
NameRequiredDescription
originYesOrigin airport details for flight search.
destinationYesDestination airport details for flight search.
itinerariesYesList of flight itineraries.
return_dateNoScheduled return date for round-trip flights (YYYY-MM-DD).
departure_dateYesScheduled departure date (YYYY-MM-DD).
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false. Description adds behavioral context by noting results include a preferred booking link and top-level booking_url, which is not captured in annotations.

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 sentences efficiently convey purpose and key output details without extraneous information. Front-loaded with the verb and resource.

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 16 parameters and existing output schema, the description adequately covers purpose and output features. Could mention filtering capabilities but not necessary due to schema coverage.

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 baseline is 3. Description adds no additional parameter-specific meaning beyond what the schema provides, as it focuses on overall purpose and output.

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 'Search', resource 'flight prices', scope 'one-way or round-trip', and specifies IATA airport codes. It also distinguishes from sibling tool search_airports by focusing on prices rather than airport lookup.

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?

No explicit guidance on when to use versus alternatives, though the description implies use for flight pricing queries. Sibling tool search_airports is for airport code discovery, but no direct comparison is made.

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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