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YC GraphQL MCP

YC GraphQL MCP

by arthurcolle

yc_get_founder_profile

Read-onlyIdempotent

Fetch a founder's profile and work history using a bio UUID while omitting sensitive contact, birthdate, and precise address fields.

Instructions

Read a founder profile and work history by bio UUID. Omits contact details, birthdate and precise address fields.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "bioUuid": "<bioUuid>"
    },
    "name": "yc_get_founder_profile"
  }
}

Input Schema

NameRequiredDescriptionDefault
bioUuidYes

Output Schema

NameRequiredDescriptionDefault
okYes
dataNo
errorNo
untrustedContentYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv2.1.0

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive, so safety needs no restating. The description adds genuinely non-structured behavior: the response deliberately excludes contact details, birthdate, and precise address, which tells an agent not to plan downstream steps around those fields. It does not describe error or not-found behavior, keeping it short of a 5.

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 short sentences, front-loaded with the action and capped with the field-omission caveat; nothing is redundant. The phrase "precise address fields" is slightly clipped, but that is a minor wording cost rather than wasted content.

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 with an output schema and rich annotations, the description covers the essentials: what is fetched, what key is needed, and what is withheld. Only provenance of the bio UUID and failure behavior are unaddressed, which is a modest gap at this complexity.

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?

With schema description coverage at 0%, the one parameter (bioUuid) is documented only by its UUID format and pattern in the schema. The description confirms it is a founder bio identifier, which is slight added meaning, but never says where such a UUID is obtained or what happens if it refers to a non-founder.

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?

"Read a founder profile and work history by bio UUID" gives a specific verb (read), specific resource (founder profile + work history), and the key that selects it. It is clearly distinct from application-, schema-, and mutation-oriented siblings, though it never names another tool to sharpen the boundary.

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?

Usage is implied by "by bio UUID" — an agent knows it needs a bio UUID in hand to call it — but there is no explicit when-to-use statement, no prerequisite on where the UUID comes from, and no alternative (e.g., a name or email lookup path) named.

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