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inspect_spend

Aggregate spend and savings from AI subtasks and cost receipts over a chosen time period, comparing actual costs to counterfactual estimates.

Instructions

Return aggregated spend and savings telemetry from delegated subtasks (est_cost_usd vs counterfactual) and persisted cost receipts for a time window.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sinceNoTime window (7d, 30d, 24h, all). Default: 7d
Behavior2/5

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

With no annotations, the description must disclose behavioral traits. It indicates a read operation but lacks details on authentication, side effects, pagination, rate limits, or data freshness. The scope (aggregated vs. raw) is unclear.

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 that front-loads the purpose. No unnecessary words; every segment contributes meaning.

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?

No output schema is provided, and the description does not explain the return format or data fields. Without annotations, key behavioral aspects (e.g., whether data is real-time) are missing, leaving the agent underinformed.

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 'since' parameter. The tool description repeats 'time window' but adds no new meaning beyond the schema. Baseline score of 3 is appropriate.

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 explicitly states the tool returns aggregated spend and savings telemetry from specific sources (delegated subtasks, cost receipts) within a time window. It clearly distinguishes from sibling tools like inspect_status or inspect_quality, which focus on other aspects.

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 use for financial telemetry but provides no explicit guidance on when to use this tool versus alternatives like inspect_run_receipt or inspect_task. No exclusions or alternative suggestions are given.

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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