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Emission Factors

lookup_batch

Look up emission factors for multiple ZIP codes in a single call. More efficient than calling lookup_emission_factor in a loop. Maximum 100 ZIPs per request.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
zipsYesArray of 5-digit US ZIP codes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior3/5

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

No annotations are provided, so the description carries the full behavioral burden. The only trait it discloses is the 100-ZIP cap, which is already encoded as maxItems in the schema, and it says nothing about permissions, error handling for malformed or unknown ZIPs, or whether one bad ZIP fails the whole batch. Adequate but thin for an annotation-free tool.

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?

Three short sentences, front-loaded with the core purpose, then the routing rationale, then the constraint. Every sentence earns its place and there is no filler.

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

Completeness4/5

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

For a single-parameter read lookup with no output schema, the definition covers purpose, alternative, and limit, which is nearly everything an agent needs. It leaves the partial-failure semantics (a bad ZIP in the array) unstated, which is the one remaining gap.

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 description coverage is 100% (the single 'zips' parameter is documented as an array of 5-digit US ZIP codes with a pattern and maxItems). The description only restates that multiple ZIPs are accepted, adding no syntax or format detail beyond the schema, so the baseline 3 applies.

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?

States a specific verb (look up) and resource (emission factors) with scope (multiple ZIP codes, single call), and explicitly names the sibling lookup_emission_factor as the per-item alternative. An agent can distinguish it from lookup_by_coordinates and lookup_emission_factor without opening any schema.

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

Usage Guidelines4/5

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

Explicitly says it is more efficient than calling lookup_emission_factor in a loop, which gives the agent a clear selection rule between the batch and single-item tools. It does not state an exclusion (e.g. that a single ZIP should go to lookup_emission_factor) or note behavior when some ZIPs are unknown, so it stops short of full when/when-not guidance.

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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