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research_preview

Read future hosted research scopes and cost policy. No executable quote, payment or job is created.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Added

TDQS

A4.2/5.0
Behavior4/5

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

With no annotations provided, the description carries the behavioral disclosure burden. It clearly states the action is a read ('Read') and explicitly disclaims side effects ('No executable quote, payment or job is created'). This is strong transparency for a no-parameter tool, though it could add details about response format or data sources.

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 short sentences with no filler. The core action and resource are front-loaded, and the disclaimer about not creating anything follows naturally. Every sentence 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 parameterless read-only preview tool, the description is largely complete. It names what is read (scopes and cost policy) and what will not happen. It does not describe the exact output shape, but there is no output schema and the read scope is reasonably clear given the tool 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 there is no parameter documentation burden. The description does not need to explain parameters, and the baseline of 4 applies because the description correctly orients the agent without schema-driven parameter semantics.

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 ('Read') and names a clear resource ('future hosted research scopes and cost policy'). It also explicitly states what the tool does NOT do ('No executable quote, payment or job is created'), which helps distinguish it from tools that actually create or execute work.

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 is a preview/read-only tool and that no commitments are made, which is a usage signal. However, it does not explicitly mention when to choose this over sibling tools or state any exclusions or prerequisites. The guidance is present but mostly implicit.

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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TDQS

A3.8/5.0
Disambiguation4/5

Each tool targets a distinct resource: catalog lists available items, kit_catalog previews unevaluated kits, method reads free methods, pack_offer returns payable URLs, and research_feedback is the only write action. However, catalog vs kit_catalog and the preview-style tools (kit_catalog, research_preview) have close enough names/functions to cause occasional misselection.

Naming Consistency5/5

All tool names follow the same lowercase snake_case noun-phrase convention, such as catalog, kit_catalog, pack_offer, and research_preview. There is no mixing of styles or inconsistent verb usage.

Tool Count5/5

Seven tools is well-scoped for a knowledge-commons server covering catalogs, free content, paid offers, previews, samples, and feedback. Each tool has a clear purpose and none feel redundant.

Completeness4/5

Core workflows are covered: browse catalogs, read free methods, obtain payable pack URLs, preview research, fetch a sample pack, and submit feedback. There is no explicit decision-pack content reader or purchase tool, but pack_offer intentionally stops at the payable URL, suggesting a deliberate boundary rather than a dead end.