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aiapplyd

AI Applyd

Auto Apply to Job

aiapplyd_auto_apply
Destructive

Apply to a single job posting by rewriting your resume and cover letter for that role, then automatically fill and submit the application on the employer's ATS (Workday, Greenhouse, Lever, etc.).

Instructions

Apply to ONE specific job posting end to end: the resume and cover letter are rewritten for that role, then the form is completed and submitted on the employer's own hiring system, not a job board. All fifteen major ATS platforms land: Workday, Greenhouse, Lever, Ashby, Workable, iCIMS, Personio, Recruitee, Teamtailor, Rippling, Breezy, SmartRecruiters, BambooHR, JazzHR, softgarden. Follows the account's review setting: submits directly, or routes to the review queue. Requires a paid plan (Hired in 30+).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
job_urlYesURL of the job posting to apply to

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observedv1.3.0

TDQS

A4.4/5.0
Behavior5/5

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

Beyond annotations, the description adds crucial behavioral context: it may submit directly or route to a review queue depending on account settings, it rewrites the resume and cover letter, it works across 15 named ATS platforms, and it requires a paid plan. This gives the agent a clear picture of side effects and constraints beyond the destructiveHint annotation.

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?

The description is front-loaded with the core action and then adds relevant scope, platform coverage, review behavior, and prerequisites. The ATS platform list is long but informative; every major claim earns its place. Slightly dense, but not redundant or padded.

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 tool with one required parameter and no output schema, the description covers what the tool does, the exact prerequisite (paid plan), the behavioral outcome (submission vs review queue), and the supported environments (15 ATS platforms). An agent has enough information to decide whether to invoke it and what to expect, even without a return-value specification.

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% and the single job_url parameter is already fully documented. The description adds context about applying to 'ONE specific job posting' but does not add parameter-level syntax or format details beyond what the schema already provides, which matches the baseline for high schema coverage.

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 description opens with a specific verb and resource: 'Apply to ONE specific job posting end to end.' It clearly describes the full workflow (rewrite resume/cover letter, complete and submit the form) and distinguishes itself from related sub-step tools like generate_cover_letter or optimize_resume by noting it submits on the employer's own hiring system, not a job board.

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?

The description implies when to use it: whenever a user provides a single job URL and wants an actual application submitted, rather than just a resume score, optimization, or cover letter. It also sets a prerequisite ('Requires a paid plan') and scope ('ONE specific job posting'), though it does not explicitly name sibling alternatives or state when not to use it.

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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