Skip to main content
Glama

atlas_source_agreement

Calculates Cohen's kappa agreement across OONI, IODA, CensoredPlanet, and Voidly probes per country to identify reliable censorship signals from noisy or contested data.

Instructions

Cross-source agreement matrix using Cohen's kappa across OONI / IODA / CensoredPlanet / Voidly probes for each country. High kappa = sources agree; low kappa = noisy or contested signals.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior3/5

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

With no annotations, the description fully bears the burden. It explains the output (kappa matrix, interpretation) but lacks operational details such as data freshness, performance, or auth requirements. It is adequate but not exhaustive.

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 effectively convey purpose and interpretation with no excess. Every word earns its place, making it highly efficient.

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 parameterless tool with no output schema, the description covers the core functionality and result interpretation. However, it could optionally mention scope like time range or data sources in more detail.

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?

There are zero parameters in the schema, so the description does not need to document parameter meaning. Baseline of 4 is appropriate given no parameters to describe.

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 computes a cross-source agreement matrix using Cohen's kappa across four named sources per country, and distinguishes itself from sibling tools like atlas_compare or atlas_country_similarity by focusing on source agreement.

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 when assessing source agreement, but provides no explicit guidance on when to use this tool vs alternatives, nor any when-not conditions. Sibling tools exist for related tasks (e.g., atlas_compare), but no differentiation is offered.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/voidly-ai/mcp-server'

If you have feedback or need assistance with the MCP directory API, please join our Discord server