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Penny Engine — Agent Operations

penny_margin

Read-only

Unit margin, markup and break-even units. Free, no signup, deterministic.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
priceYes
fixedCostNo
variableCostYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, openWorldHint=false, so the safety profile is covered. The description adds one genuine behavioral trait beyond that: 'deterministic' plus 'free, no signup', signalling no auth and repeatable pure computation. It does not describe output shape or edge-case handling (e.g. zero variableCost).

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?

Two short sentences, front-loaded with the capability before the operational metadata. Efficient, though 'Free, no signup' is marginally redundant with the read-only, closed-world profile already implied by annotations.

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?

With no output schema and no annotation detail on return values, the description's list of computed quantities is the only signal of what comes back, and it gives no format or rounding detail. For a pure-calculation tool with 3 undocumented parameters this is adequate but leaves real gaps.

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 description coverage is 0% for all three parameters, so the description carries the full burden and fails it. 'Break-even units' hints that fixedCost participates, but neither price, variableCost, nor fixedCost is explained, and no units/currency convention is stated (e.g. per-unit vs total fixed cost).

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?

The description names the three concrete outputs (unit margin, markup, break-even units), which is specific enough to separate this unit-economics calculator from siblings like penny_target_price or penny_marketplace_profit. It is output-oriented rather than verb-oriented, but the agent can tell what it computes.

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 when-to-use guidance and no alternatives are named. Nothing tells the agent when this tool should be chosen over penny_target_price, penny_marketplace_profit, or penny_campaign_economics, all of which compute related economics figures.

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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