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Penny Engine — Agent Operations

penny_fulfillment_preflight

Read-only

FREE preflight for a catalog audit or agent-output-batch-qa work order, with $0.001 Base USDC checkout instructions. Never charges, signs, or executes the paid call.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
goalYes
inputYes
maxPriceUsdNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed3 schema fields changed
    • changedInput schema / properties / goal / enum
      Previous value: -[
      -  "catalog-csv-audit"
      -]New value: +[
      +  "catalog-csv-audit",
      +  "agent-output-batch-qa"
      +]
    • addedInput schema / properties / input / properties / jobs
      Added value: +{
      +  "items": {
      +    "properties": {
      +      "expectations": {
      +        "type": "object"
      +      },
      +      "id": {
      +        "type": "string"
      +      },
      +      "result": {}
      +    },
      +    "required": [
      +      "id",
      +      "result",
      +      "expectations"
      +    ],
      +    "type": "object"
      +  },
      +  "maxItems": 20,
      +  "minItems": 1,
      +  "type": "array"
      +}
    • removedInput schema / properties / input / required
      Removed value: -[
      -  "csv"
      -]
  2. First observed

TDQS

B3.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description adds genuinely useful context beyond that: that checkout is priced at $0.001 in Base USDC and that the tool never charges, signs, or executes the paid call, which an agent needs to understand the economic/authorization model.

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 tight sentences that front-load the free/preflight nature before the payment detail. No padding, though terms like 'work order' and 'Base USDC checkout instructions' are terse enough to be slightly cryptic.

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 tool taking a nested object with required job entries and an array cap of 20, plus a margin parameter and a price ceiling, the description gives no guidance on input construction. With no output schema, an agent also cannot learn what the preflight returns or how to consume the checkout instructions.

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% and the input schema is non-trivial, with nested jobs (id/result/expectations), a csv string with 15-9500 char bounds, targetMarginPct, and maxPriceUsd. The description only obliquely maps 'catalog audit' and 'agent-output-batch-qa' to the goal enum and explains none of the other parameters or the nested structure, so it fails to compensate for the coverage gap.

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/role (FREE preflight) and names the two work orders it serves (catalog audit, agent-output-batch-qa), and clarifies it produces checkout instructions rather than executing. It is distinguishable from penny_catalog_audit, which appears to be the paid execution this preflights, though the sibling relationship is only implied.

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 word 'preflight' and the two goal values imply this is run before committing to the paid call, and 'Never charges' hints it is a safe dry run. However, it names no alternative tool and gives no explicit when-to-use/when-not condition, leaving the routing to inference.

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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