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Glama

Server Details

Capability registry for the agentic economy. Semantic search over verified MCP server listings.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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.

100% free. Your data is private.
Tool DescriptionsA

Average 3.9/5 across 3 of 3 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool serves a distinct purpose: get_listing retrieves a specific registry item, list_categories provides taxonomy for filtering, and search_registry performs semantic queries. There is no overlap in their functions, making tool selection straightforward.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern in snake_case: get_listing, list_categories, search_registry. The naming is predictable and clearly communicates the action and target resource.

Tool Count5/5

With only three tools, the server is tightly scoped for a read-only registry search service. Every tool is necessary and no redundant functionality is present.

Completeness5/5

The tools cover the core operations for a registry index: browsing categories, searching, and retrieving details by ID. There are no obvious dead ends or missing critical features for the stated purpose.

Available Tools

3 tools
get_listingAInspect

Get a specific listing by its registry ID (e.g. '0.0.10601198/5'). Returns full detail including MCP manifest, pricing, owner, and expiry.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesListing ID in topic/sequence format.
Behavior3/5

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

No annotations provided, so description must carry behavioral burden. It states return content (MCP manifest, pricing, owner, expiry) but does not disclose error handling, authentication, or side effects. 'Get' implies read-only but is not explicitly stated.

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?

Single sentence with no fluff—every part adds value: verb, resource, example, and return fields.

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 single-parameter getter, the description is adequately complete, covering purpose and return contents. Could additionally specify not-found behavior, but overall sufficient given no output schema.

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 covers the id parameter with 100% description, and description adds a concrete example format '0.0.10601198/5' that supplements the schema's 'topic/sequence format'.

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?

Clear verb 'Get', resource 'listing', and unique qualifier 'by its registry ID' with example. This distinguishes it from sibling tools list_categories and search_registry.

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?

Implies usage when you have a specific registry ID, but does not explicitly mention when to use list_categories or search_registry instead. No explicit exclusions or alternatives.

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

list_categoriesAInspect

List the available categories for filtering registry searches.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior3/5

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

Since no annotations are provided, the description carries the full burden for behavioral transparency. It indicates a read-only listing operation but does not disclose return format, pagination, or potential side effects. Given the simplicity of the tool, this is adequate but not rich.

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 that fully conveys the tool's function without unnecessary words. It is front-loaded and easily parsed.

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 adequately conveys what it does and its place in the registry search workflow. It could mention the return format, but the listing nature is evident from the description and name.

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 adds context about the purpose of the categories (for filtering registry searches), which is helpful but not essential for parameter understanding.

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 that the tool lists available categories for filtering registry searches. This distinguishes it from sibling tools like search_registry and get_listing, which serve different functions.

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 this tool is used to obtain categories applicable to filtering registry searches, but it does not explicitly state when to use it over alternatives or provide any exclusion criteria. The context suggests a prerequisite step, but that remains 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.

search_registryAInspect

Search the H-Index registry of MCP servers, AI agent APIs, and tool endpoints. Returns listings ranked by semantic similarity to the query.

ParametersJSON Schema
NameRequiredDescriptionDefault
paidNoFilter by paid status (comma-list): paid (x402 pay-per-call), gated (account/key), open (free), unknown. Only observed listings carry this; attested read 'unknown'.
tagsNoFilter by derived domain tags (comma-list, matches any), e.g. crypto,ads,ai.
limitNoMax results (default 10, max 50).
queryYesNatural-language query matched against apiName + description.
trustNoTrust tier filter: attested_only (owner-registered only), observed_clean (default: attested plus unflagged observed listings), or observed_any (everything, flags inline). Every result carries a trust label.observed_clean
categoryNoFilter to a single category.
excludeFlagsNoComma-separated flags to exclude across all tiers (drift, vuln).
Behavior3/5

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

No annotations are provided, so the description carries the burden. It discloses that results are ranked by semantic similarity, indicating a read-only, search-like behavior. However, it does not explicitly state that the tool is non-destructive or discuss other behavioral aspects like trust-tier filtering or flag exclusion, though those are in the schema.

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, direct, and front-loaded with the action and resource. No redundant information; every clause 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 search tool with 7 well-documented parameters and no output schema, the description gives a high-level overview of behavior and result orientation. It could better specify what fields each listing contains or how pagination works, but the schema covers parameter semantics, and the description clarifies the ranking aspect.

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% for all 7 parameters, so the baseline is 3. The description does not add additional parameter-level meaning beyond the schema, though it does contextualize the query's role in semantic ranking.

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 searches an H-Index registry and returns ranked listings, using specific verb 'Search' and resource 'H-Index registry'. It distinguishes from siblings by focusing on semantic query-based search rather than fetching a single listing (get_listing) or listing categories (list_categories).

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 searching/querying the registry via natural language, but it does not explicitly compare with sibling tools or state when to use an alternative like get_listing or list_categories. There is no 'when-to-use' or exclusionary guidance beyond the implied search context.

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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