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find_finops

Read-only

FinOps / billing models across the catalog. How usage is metered and billed. meta carries the billing model (pricing category), method, provenance_date, primary_unit (what the provider bills by) and template: true on sweep output that restates the FinOps framework without a unit, meters or a pricing category. Filter by q / tags / providers; include=["content"] inlines bodies. Use find_artifacts for cross-type search.

Input Schema

NameRequiredDescriptionDefault
qNoFree text over name + description, e.g. "sms".
pageNoPage number, 1-based (default 1).
sortNoOrder: relevance (catalog order), provider, or name.
tagsNoTag slugs, e.g. ["payments"]. On providers: what the company does (see api_tags).
limitNoResults per page, 1-100 (default 25).
matchNoHow `tags` combine: any (default) or all.any
methodNoWho wrote the file: "searched", "probed", "generated" (unverified sweep output), "unmarked".
contextNoOptional: one sentence on why you are asking. Never used to rank; read only if a result is wrong.
includeNoPass ["content"] to inline each artifact's body instead of just its URL.
providersNoProvider slugs, e.g. ["stripe"].
billing_modelNoPricing category substring, e.g. "subscription", "usage", "prepaid", "take rate".

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed6 schema fields changed
    • changedInput schema / properties / context / description
      Previous value: -"Optional: why you are asking. One sentence — the task you are trying to complete, or what you expect to get back. Never included in the answer and never used to rank; it is read only when a result turns out to be wrong, which is when knowing the intent is what makes the report actionable."New value: +"Optional: one sentence on why you are asking. Never used to rank; read only if a result is wrong."
    • changedInput schema / properties / match / description
      Previous value: -"How multiple `tags` combine: \"any\" (default, at least one) or \"all\" (every tag)."New value: +"How `tags` combine: any (default) or all."
    • changedInput schema / properties / page / description
      Previous value: -"Page number, 1-based (default 1). Use with `limit` to walk a long list."New value: +"Page number, 1-based (default 1)."
    • changedInput schema / properties / providers / description
      Previous value: -"Provider slugs to restrict results to, e.g. [\"stripe\",\"adyen\"]."New value: +"Provider slugs, e.g. [\"stripe\"]."
    • changedInput schema / properties / q / description
      Previous value: -"Free text over name + description."New value: +"Free text over name + description, e.g. \"sms\"."
    • changedInput schema / properties / tags / description
      Previous value: -"Tag slugs. On PROVIDERS this is identity — what the company says it does, from its own apis.yml. A resource or operation term (webhook, saml, order, oai-pmh) will correctly match no provider; use find_apis?tags= for those, or find_providers?api_tags= to reach companies whose APIs merely touch it."New value: +"Tag slugs, e.g. [\"payments\"]. On providers: what the company does (see api_tags)."
  2. Changed5 schema fields changed
    • addedInput schema / properties / include / description
      Added value: +"Pass [\"content\"] to inline each artifact's body instead of just its URL."
    • addedInput schema / properties / limit / description
      Added value: +"Results per page, 1-100 (default 25)."
    • addedInput schema / properties / match / description
      Added value: +"How multiple `tags` combine: \"any\" (default, at least one) or \"all\" (every tag)."
    • addedInput schema / properties / page / description
      Added value: +"Page number, 1-based (default 1). Use with `limit` to walk a long list."
    • addedInput schema / properties / providers / description
      Added value: +"Provider slugs to restrict results to, e.g. [\"stripe\",\"adyen\"]."
  3. Changed2 schema fields changed
    • changedInput schema / properties / billing_model / description
      Previous value: -"Billing model, e.g. subscription, consumption, prepaid."New value: +"Pricing category substring, e.g. \"subscription\", \"usage\", \"prepaid\", \"take rate\"."
    • addedInput schema / properties / method
      Added value: +{
      +  "description": "Who wrote the file: \"searched\", \"probed\", \"generated\" (unverified sweep output), \"unmarked\".",
      +  "type": "string"
      +}
  4. Changed1 schema field changed
    • changedInput schema / properties / tags / description
      Previous value: -"Tag slugs. On PROVIDERS this is identity — what the company says it does, from its own apis.yml. A resource or operation term (webhook, saml, order, oai-pmh) will correctly match no provider; use find_apis?tags= for those, or api_tags below."New value: +"Tag slugs. On PROVIDERS this is identity — what the company says it does, from its own apis.yml. A resource or operation term (webhook, saml, order, oai-pmh) will correctly match no provider; use find_apis?tags= for those, or find_providers?api_tags= to reach companies whose APIs merely touch it."
  5. Changed1 schema field changed
    • addedInput schema / properties / sort
      Added value: +{
      +  "description": "Order: relevance (catalog order), provider, or name.",
      +  "enum": [
      +    "relevance",
      +    "provider",
      +    "name"
      +  ],
      +  "type": "string"
      +}
  6. Changed1 schema field changed
    • changedInput schema / properties / tags / description
      Previous value: -"Tag slugs."New value: +"Tag slugs. On PROVIDERS this is identity — what the company says it does, from its own apis.yml. A resource or operation term (webhook, saml, order, oai-pmh) will correctly match no provider; use find_apis?tags= for those, or api_tags below."
  7. Changed1 schema field changed
    • addedInput schema / properties / context
      Added value: +{
      +  "description": "Optional: why you are asking. One sentence — the task you are trying to complete, or what you expect to get back. Never included in the answer and never used to rank; it is read only when a result turns out to be wrong, which is when knowing the intent is what makes the report actionable.",
      +  "type": "string"
      +}
  8. Added

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and closed-world scope. The description earns credit by disclosing the result shape of meta (pricing category, method, provenance_date, primary_unit) and flagging `template: true` for sweep output lacking units/meters — genuinely useful context absent from any structured field.

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?

Front-loads the domain, then packs filtering and the meta/template semantics efficiently. Dense and fragmentary in places but nearly every clause carries non-obvious information.

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?

With no output schema, 11 params and a read-only profile, the description compensates by explaining the meta payload and template flag. It covers what an agent needs to interpret results, leaving only minor gaps like pagination behavior.

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%, so all 11 parameters are self-documented. The description restates q/tags/providers and include=["content"] filtering, which is largely redundant with the schema; baseline 3 applies.

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 domain (FinOps/billing models and how usage is metered and billed) and scopes it as a catalog search. It is distinguishable from find_artifacts via the explicit cross-type routing note, though the opening is a noun phrase rather than a crisp verb+resource statement.

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 concrete usage: filter by q/tags/providers, and inline bodies with include=["content"]. It names find_artifacts as the alternative for cross-type search, establishing when to prefer this type-scoped tool, but offers no explicit exclusion criteria or ranking caveats.

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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