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Glama

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Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

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 4.6/5 across 3 of 3 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a clear, distinct purpose: mcp_categories lists filter values, mcp_get fetches a full record, and mcp_search performs searches. No functional overlap.

Naming Consistency4/5

All tools start with 'mcp_' prefix, but while mcp_get and mcp_search are verb_noun, mcp_categories is noun-only. Slight inconsistency but still predictable.

Tool Count4/5

3 tools for a directory discovery service is minimal but covers the essential operations: search, detail retrieval, and filter listing. Could benefit from a few more (e.g., listing all servers) but still well-scoped.

Completeness4/5

Covers the core needs for exploring a directory: searching, getting details, and knowing filter values. Missing explicit pagination or a 'list all' function, but agents can work around with search parameters.

Available Tools

3 tools
mcp_categoriesList directory filter valuesA
Read-only
Inspect

List the directory's available filter values - every category, language, and license, each with how many servers carry it. Call this BEFORE mcp_search when you intend to filter, so you pass exact, existing values for the type/category/language/license arguments instead of guessing. Takes no input. Read-only.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
licensesYesSPDX licenses and their server counts
languagesYesRepository languages and their server counts
categoriesYesCategory labels and how many servers carry each
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, and destructiveHint. The description reinforces 'Read-only' and adds specifics about the output (categories, languages, licenses with counts). No contradictions. The addition of 'Takes no input' is minor but clear.

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, front-loaded with purpose, then usage direction. Every sentence adds value with no wasted words. Extremely 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?

Given zero parameters, a clear output, and annotations covering safety (readOnlyHint, openWorldHint), the description is fully complete. It covers what, when, and why to use the 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?

The input schema has no parameters, so schema coverage is 100%. The description correctly notes 'Takes no input'. Baseline 4 is appropriate as there is nothing to add 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 lists all directory filter values (category, language, license) with server counts, and explicitly distinguishes it from sibling mcp_search by advising to call it before searching.

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 explicitly tells when to use the tool (before mcp_search when intending to filter) and why (to pass exact existing values). It lacks explicit alternatives or when-not-to-use, but the context is clear.

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

mcp_getGet one MCP serverA
Read-only
Inspect

Fetch the complete record for ONE MCP server in the agentage directory by its exact slug: full description, categories, the packages and remote endpoints it ships, the tools it exposes, a ready-to-run install command, and a README excerpt. Use this after mcp_search to get the depth a result card omits - pass a slug exactly as returned by mcp_search, never a guessed or constructed one. No slug yet? call mcp_search first. Read-only.

ParametersJSON Schema
NameRequiredDescriptionDefault
slugYesThe exact slug of one server, taken verbatim from a mcp_search result (do not guess or construct one).

Output Schema

ParametersJSON Schema
NameRequiredDescription
nameYes
slugYes
titleYes
toolsYesThe MCP tools this server exposes, from its live tools/list
installNoThe recommended way to run this server, derived from its first package/remote
licenseNo
remotesYes
categoryYes
languageNo
packagesYes
descriptionYes
details_urlYesHuman detail page for this server - open it for more information
is_officialYes
readme_excerptNoFirst ~2000 chars of the README; open details_url for the full document
transport_typesYes
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds that it is 'Read-only' and enumerates the return contents (description, categories, packages, etc.), which is useful context beyond annotations. 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?

Four succinct sentences, each earning its place. The first sentence clearly states the purpose, followed by usage guidance and a read-only note. No unnecessary words.

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?

Given only one parameter with full schema coverage, annotations present, and an output schema (so return values are documented), the description is complete. It covers what the tool does, how to use it, and prerequisites.

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 coverage for the single parameter 'slug' is 100% with a descriptive comment. The description reinforces that the slug must come verbatim from mcp_search, adding value beyond the schema. However, the schema already conveys the constraint.

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 'Fetch', the resource 'complete record for ONE MCP server', and the method 'by its exact slug'. It distinguishes from siblings by noting it provides depth omitted by result cards.

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

Usage Guidelines5/5

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

Explicitly states when to use ('after mcp_search'), what not to do ('never a guessed or constructed slug'), and provides alternative ('call mcp_search first'). Clear and actionable.

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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