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Glama

MCP Kill-Chain Research — Stage 1 (Identity ≠ Behavior)

Server Details

Security research: MCP registries verify identity, not tool behavior. See gtfo.dev.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Tool DescriptionsA

Average 3.7/5 across 1 of 1 tools scored.

Server CoherenceB
Disambiguation5/5

Only one tool exists, so there is no ambiguity between tools. The tool's description is clear and distinct.

Naming Consistency5/5

With a single tool, there is no inconsistency. The name 'get_weather' follows a clear verb_noun pattern.

Tool Count1/5

The server name implies a comprehensive research tool, but only a single weather tool is provided. This is a severe mismatch, making the count inappropriate.

Completeness1/5

The server's purpose is ambiguous due to the server name, and the single weather tool is insufficient for any meaningful domain coverage, lacking essential operations like forecasts or alerts.

Available Tools

1 tool
get_weatherGet WeatherAInspect

Fetches current weather conditions for a given city.

ParametersJSON Schema
NameRequiredDescriptionDefault
cityYesCity name to fetch weather for
Behavior3/5

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

No annotations exist, so the description must fully disclose behavior. It states the tool fetches weather but omits details like data freshness, units, or any side effects. The behavior is straightforward but could be more transparent.

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, well-structured sentence with no redundant information. It is maximally concise and efficiently communicates the tool's purpose.

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 the simplicity of the tool (1 parameter, no output schema), the description is mostly adequate. However, it does not hint at the structure of the returned weather conditions, which would help an agent understand the expected output.

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% with a clear description for the single 'city' parameter. The tool description adds no additional meaning beyond what the schema provides, resulting in a baseline score of 3.

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 ('fetches'), the resource ('current weather conditions'), and the scope ('for a given city'). It is specific and unambiguous, fully matching a simple weather lookup tool.

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. However, the tool is simple and standalone, so usage is implied (whenever current weather is needed). No exclusions or alternatives are mentioned.

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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