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Glama

Content Pipeline Agent by Nova (CIVAI)

list_opportunities

List staged content opportunities for a product.

Input Schema

NameRequiredDescriptionDefault
statusNo
product_idYesThe content product id (from list_products on Product Admin).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.7/5.0
Behavior2/5

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

With no annotations, the description carries the full burden. It implies a read-only list but says nothing about pagination, ordering, default filtering, whether the status filter is optional, or what gets returned.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence with no wasted words. Brevity is appropriate to the tool's small surface, though it edges into under-specification rather than tight conciseness.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 2-parameter list tool with no annotations and no output schema, the description leaves the status parameter, return shape, and pagination behavior entirely undocumented. An agent cannot reliably call it with a status filter based on this text.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 50%: product_id is documented in the schema (with a pointer to list_products), but status has no description and no enum. The description does not compensate at all — it never mentions the status filter or its accepted values.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (List) and resource (staged content opportunities) scoped to a product, which is distinguishable from siblings like list_drafts, list_seeds, and list_jobs. It does not explicitly contrast with those siblings, but the resource noun is specific enough for an agent to pick it.

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

Usage Guidelines2/5

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

No guidance on when to use this versus list_drafts, list_seeds, or list_jobs, and no prerequisites or exclusions. The word 'staged' hints at a lifecycle state but the agent is left to infer it.

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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