Skip to main content
Glama

estimate_production

Honest-range annual solar production estimate (kWh/year ± band, with assumptions) for a ZIP code, from either a proposed system size (kW) or a monthly bill. Use to sanity-check installer quotes or size a system before talking to anyone. [20 anonymous calls/caller/24h; then 100 free calls/key/30d; active Builder required for sustained informational use]

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
apiKeyNoOptional existing EnergyAI key for hosts that cannot change Authorization headers. Use it to retain account identity for discovery and get_builder_upgrade_link after a trial. Removed before tool execution and persistence. Omit when the Bearer header is attached; never show the key to the user.
countryNoISO 3166-1 alpha-2 country code. Omit for US. Non-US estimates use a default solar resource and say so honestly.
zipCodeNoOptional postal code of the property. US: 5-digit ZIP. Other countries: your local postal code (pass country too). Omit it to use documented national assumptions.
systemKwNoProposed solar system size in kW-DC. Omit to have a size recommended from the bill.
monthlyBillUsdNoAverage monthly electric bill in USD (used to size a system when systemKw is omitted).

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / apiKey
      Added value: +{
      +  "description": "Optional existing EnergyAI key for hosts that cannot change Authorization headers. Use it to retain account identity for discovery and get_builder_upgrade_link after a trial. Removed before tool execution and persistence. Omit when the Bearer header is attached; never show the key to the user.",
      +  "type": "string"
      +}
  2. Changed2 schema fields changed
    • changedInput schema / properties / zipCode / description
      Previous value: -"Postal code of the property. US: 5-digit ZIP. Other countries: your local postal code (pass country too)."New value: +"Optional postal code of the property. US: 5-digit ZIP. Other countries: your local postal code (pass country too). Omit it to use documented national assumptions."
    • changedInput schema / required
      Previous value: -[
      -  "zipCode"
      -]New value: +[]
  3. Changed2 schema fields changed
    • addedInput schema / properties / country
      Added value: +{
      +  "description": "ISO 3166-1 alpha-2 country code. Omit for US. Non-US estimates use a default solar resource and say so honestly.",
      +  "examples": [
      +    "AU",
      +    "DE"
      +  ],
      +  "type": "string"
      +}
    • changedInput schema / properties / zipCode / description
      Previous value: -"5-digit US ZIP code of the property."New value: +"Postal code of the property. US: 5-digit ZIP. Other countries: your local postal code (pass country too)."
  4. Changed4 schema fields changed
    • addedInput schema / examples
      Added value: +[
      +  {
      +    "systemKw": 6,
      +    "zipCode": "59715"
      +  },
      +  {
      +    "monthlyBillUsd": 180,
      +    "zipCode": "02139"
      +  }
      +]
    • addedInput schema / properties / monthlyBillUsd / examples
      Added value: +[
      +  180
      +]
    • addedInput schema / properties / systemKw / examples
      Added value: +[
      +  6
      +]
    • addedInput schema / properties / zipCode / examples
      Added value: +[
      +  "59715"
      +]
  5. Added

TDQS

A4.7/5.0
Behavior5/5

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

With no annotations, the description carries the full behavioral burden and does so well: it discloses the 'honest-range' framing, that assumptions are included, the exact rate-limit tiers (20 anonymous calls/caller/24h, then 100 free calls/key/30d), the auth requirement for sustained use (active Builder), and the non-US fallback behavior ('uses a default solar resource and says so honestly').

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?

Front-loads the purpose, then the usage cue, then the operational constraints in a bracketed block, so the agent can stop reading once it has what it needs. Every sentence earns its place with no filler.

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

Completeness5/5

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

For a 5-optional-parameter compute tool with no output schema, the description supplies the return shape (kWh/year ± band, with assumptions), the input modes, the regional caveat, and the rate/auth behavior. Nothing an agent needs to invoke it correctly is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the baseline is 3; the description adds the either/or input model ('from either a proposed system size (kW) or a monthly bill') that clarifies how systemKw and monthlyBillUsd interact. It does not add much on country or apiKey beyond the schema, keeping it at a 4.

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+resource ('annual solar production estimate') with output units (kWh/year ± band) and input scope (ZIP code, system size or bill). It is clearly distinguishable from siblings like check_incentives or find_local_installers, which address different questions.

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?

Gives clear context ('sanity-check installer quotes or size a system before talking to anyone') and even a temporal cue (before talking to anyone), which tells the agent when this tool is appropriate. It does not name an explicit alternative or a when-not condition, so it stops short of a 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.