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Reqbeat Hiring Signals

Find companies hiring for a role

who_is_hiring_for
Read-onlyIdempotent

WHEN an agent needs to FIND the companies worth working -- the sourcing step, before it knows which companies exist. Reverse who's-hiring-for {role, geo} search: companies with active reqs matching role/geo/since, deduped by company, keyset-paginated via cursor. role is free text matched against the posting title, not an id. geo is resolved to a stored country before matching; an unresolvable one is an explicit error, never a quietly partial page. limit is bounded -- page through the full set with cursor instead of raising it. Billed per company returned (~0.10 USD each) -- an empty result bills nothing. role="backend engineer", geo="USA" -> the companies with matching active reqs, each with its pulse and its matched reqs. geo="Atlantis" -> an explicit unresolvable-country error rather than an empty page. No key yet? On the hosted HTTP endpoint the first calls are free: pass plane_api_key as an empty string and the search runs on a shared demo credential -- a smaller page, billed to nobody -- until a per-IP limit is reached, after which the answer becomes a signup link whose minted key finishes this exact search. On any other transport a blank key answers with that signup link straight away. Already holding a company_id and only need a yes/no? Use is_hiring.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
geoNo
roleNo
limitNo
sinceNo
cursorNo
plane_api_keyNoDeprecated: pass the key in the `X-API-Key` header, or omit the header for demo mode. Removed in 1.2.
idempotency_keyNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / plane_api_key / description
      Added value: +"Deprecated: pass the key in the `X-API-Key` header, or omit the header for demo mode. Removed in 1.2."
  2. First observed

TDQS

A4.8/5.0
Behavior5/5

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

Annotations already mark readOnly, idempotent, and non-destructive, but the description adds substantial behavioral detail beyond that: dedup by company, geo resolution with explicit unresolvable-country errors instead of partial pages, bounded limit, per-company billing, empty results billing nothing, and demo-mode/signup-link behavior. No contradiction with annotations.

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?

The description is long but information-dense and front-loaded with the key decision ('WHEN an agent needs to FIND...'). Every sentence adds a distinct fact: matching scope, error behavior, pagination, billing, demo mode, and sibling routing. The examples at the end illustrate behavior without redundant repetition.

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 complex tool with no output schema, the description covers invocation context, parameter semantics, error handling, pagination, billing, demo credentials, and sibling routing. Minor gaps remain: `idempotency_key` semantics are not described, the behavior when both `role` and `geo` are omitted is unclear, and the API-key guidance conflicts with the schema's deprecation note. Overall, it is strong but not fully complete.

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?

With only 14% schema description coverage, the description compensates well for `role` (free text matched against posting title, not an id), `geo` (resolved to a stored country, unresolvable values error), `limit` (bounded), `cursor` (keyset pagination), and `plane_api_key` (demo behavior). However, `idempotency_key` is not explained, and the `plane_api_key` guidance conflicts with the schema's deprecation note, so it is not a 5.

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?

The opening states exactly what the agent is doing: 'FIND the companies worth working' and describes a 'Reverse who's-hiring-for {role, geo} search.' It clearly distinguishes itself from the sibling `is_hiring` by explicitly routing yes/no lookups there, and from keyed company lookup. The verb, resource, and search direction are all specific.

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

Usage Guidelines5/5

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

The description explicitly frames when to use it: 'the sourcing step, before it knows which companies exist.' It also gives a direct alternative rule: 'Already holding a company_id and only need a yes/no? Use `is_hiring`.' It further instructs agents to page with `cursor` rather than raising `limit`, which is practical usage 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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