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Moonshot Lab (demo)

estimate_out_the_door

Itemized out-the-door DEMO ESTIMATE using real public tax and fee rules for the 8 states: every line has a source and confidence, unknowns become ranges, and a trade-in block shows allowance, payoff, equity and the tax credit. Not an offer, not a quote, not penny-accurate, no payments. Inputs are not stored.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
payoffNo
financedNo
buyer_zipNo
buyer_cityNo
listing_idYes
buyer_stateNo
lender_nameNo
trade_valueNo
buyer_countyNo
plate_transferNo
registration_stateNo
vehicle_weight_lbsNo
eligible_incentive_labelsNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior4/5

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

With no annotations, the description carries the full burden well: it discloses the state coverage limit (8 states), that unknowns are returned as ranges rather than point values, that each line carries a source and confidence level, and that inputs are not stored. It stops short of stating auth requirements, side effects, or what happens for a state outside the supported 8, so it is not exhaustive.

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 dense paragraph that front-loads what the tool produces and follows with boundaries and disclaimers; nothing is redundant beyond the deliberately emphatic 'not an offer, not a quote' sequence, which is short enough to justify itself.

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, the description does useful work describing the return shape (itemized lines with source/confidence, ranges for unknowns, a trade-in block with allowance, payoff, equity, tax credit). However, for a 13-parameter tool at 0% schema coverage with no annotations, the input side is essentially undocumented, leaving a real gap.

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% across 13 parameters, and the description explains almost none of them. The trade-in clause loosely implies meaning for trade_value/payoff, but buyer_zip/city/county/state, registration_state, plate_transfer, vehicle_weight_lbs, financed, lender_name and eligible_incentive_labels are all left entirely undefined in both the schema and the prose.

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 gives a specific verb+resource ('Itemized out-the-door DEMO ESTIMATE') and scopes it precisely to real public tax and fee rules for 8 states, with an itemized structure (source, confidence, ranges, trade-in block). It does not name any sibling, so the agent must infer the boundary against get_price_breakdown or get_trade_in_scenarios rather than being told 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?

There is no when-to-use or when-not-to-use guidance and no alternatives named, despite close siblings (get_price_breakdown, get_trade_in_scenarios) that overlap with the trade-in and tax content described here. The only usage-adjacent statements are disclaimers ('not an offer, not a quote, no payments') and a privacy note, which don't tell the agent when this tool is the right pick.

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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