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Glama

Server Details

AI service marketplace — agents discover, call, and pay for API services automatically.

Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
JudyaiLab/agent-commerce-framework
GitHub Stars
2

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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

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

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 3.9/5 across 5 of 5 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct resource and action: agent by ID, reputation records, service details, category listing, and search. There is no ambiguity between tool purposes.

Naming Consistency5/5

All names follow a consistent 'marketplace_' prefix with verb_noun structure (get_agent, get_reputation, get_service, list_categories, search). The pattern is uniform and predictable.

Tool Count5/5

Five tools is well-scoped for a marketplace read-only server, covering lookup and search without unnecessary clutter. Each tool earns its place.

Completeness4/5

The read-only focus is complete for browsing and retrieving marketplace entities, but lacks explicit list operations for agents and services. Search fills this gap reasonably, so only minor gaps exist.

Available Tools

5 tools
marketplace_get_agentA
Read-only
Inspect

Get an agent identity by agent ID.

ParametersJSON Schema
NameRequiredDescriptionDefault
agent_idYesThe unique agent ID.
Behavior3/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description adds no extra behavioral context beyond the obvious 'Get' action, which is consistent with 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.

Conciseness5/5

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

The description is a single, concise sentence that states the verb and object immediately. It contains no filler words and earns its place.

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 simple read-only get-by-ID tool, the description is nearly complete. It does not explain the return format or error behavior, but given the one-parameter schema and clear annotations, the minimal description is adequate.

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 schema fully describes agent_id as 'The unique agent ID.' and the tool description merely repeats this ('by agent ID'), adding no additional semantic meaning. Schema coverage is 100%, so the baseline of 3 applies.

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 action ('Get') and the specific resource ('agent identity') with its identifier ('agent ID'). This unambiguously distinguishes it from sibling tools like marketplace_get_reputation and marketplace_get_service.

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 this tool versus alternatives is provided. Usage is implied by the straightforward get-by-ID pattern, but the description does not mention any exclusions or alternative tools.

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

marketplace_get_reputationA
Read-only
Inspect

Get reputation records for an agent or service. Provide agent_id for agent reputation, service_id for service reputation.

ParametersJSON Schema
NameRequiredDescriptionDefault
periodNoPeriod filter, e.g. '2026-03' or 'all-time'.all-time
agent_idNoAgent ID to look up reputation for.
service_idNoService ID to look up reputation for.
Behavior3/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, covering the safety profile. The description adds the parameter-specific context but does not disclose additional behavioral traits such as return format, rate limits, or authentication requirements.

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

Conciseness5/5

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

The description is two sentences with no fluff. It front-loads the purpose and then gives parameter guidance, making it easy to scan.

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 read-only lookup tool with a well-documented schema, the description covers the core usage and parameter selection. However, the period filter is not mentioned in the description, and there is no explicit differentiation from sibling tools.

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%, so the schema already documents all parameters. The description restates the agent_id/service_id distinction but adds no new meaning beyond the schema, and does not mention the period parameter.

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

Purpose5/5

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

The description clearly states the tool's function: retrieving reputation records for an agent or service. It distinguishes from sibling tools like marketplace_get_agent and marketplace_get_service, which likely retrieve entity details rather than reputation.

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

Usage Guidelines4/5

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

The description provides clear guidance on parameter usage: use agent_id for agent reputation and service_id for service reputation. However, it does not explicitly mention when to prefer this tool over siblings or state exclusions.

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

marketplace_get_serviceA
Read-only
Inspect

Get full details of a single marketplace service by its ID.

ParametersJSON Schema
NameRequiredDescriptionDefault
service_idYesThe unique service ID.
Behavior3/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, providing the safety profile. The description adds the notion of 'full details' but does not disclose behavior like error handling, return format, or not-found behavior. It offers some context beyond annotations but not much.

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 verb and object, and contains zero filler words. It is appropriately compact for a simple get-by-ID tool, though it lacks elaboration that could be useful. It is concise without being under-specified.

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?

The tool is simple (one parameter, read-only) and the description states the action and identifier. However, there is no output schema and the description does not explain what 'full details' includes or the behavior for invalid IDs. This is a clear gap, though not severe for such a straightforward 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%: the only parameter, service_id, is described as 'The unique service ID.' The description's phrase 'by its ID' reinforces this. No additional semantic detail is added beyond what the schema already provides, so the 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 'Get full details of a single marketplace service by its ID' uses a specific verb (Get), identifies the resource (marketplace service), and clarifies scope (single, by ID). This clearly distinguishes it from sibling tools like get_agent and get_reputation, leaving no ambiguity about what this tool does.

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?

Usage is implied: if you have a service_id and need full details, use this tool. However, the description does not explicitly state when to use this over alternatives (e.g., marketplace_search) or mention any prerequisites or non-conditions. No exclusions or alternative tool references are provided.

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

marketplace_list_categoriesA
Read-only
Inspect

List all service categories with the number of active services in each.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description goes beyond annotations by specifying that the result includes the number of active services per category and that all categories are listed. This adds useful behavioral context.

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

Conciseness5/5

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

The description is a single, front-loaded sentence that directly states the action and the key output detail. No filler words, perfect conciseness.

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?

For a zero-parameter, read-only tool with good annotations and no output schema, the description fully covers what the tool does and what it returns (categories with counts). No additional context is necessary.

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

Parameters4/5

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

The tool has zero parameters, so the baseline is 4. The description implicitly confirms no input is required by stating 'List all' — there's nothing else to explain.

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 uses a specific verb ('List') and resource ('all service categories') with a clear detail ('with the number of active services in each'). This clearly distinguishes it from sibling tools like marketplace_get_service or marketplace_search, which focus on individual items or filtering.

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 — if you need all categories with counts, use this tool. However, it does not explicitly state when to prefer it over siblings or mention exclusions. The context is clear but the guidance is implied rather than stated.

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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