# Autojob (org.autojob/autojob): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/org.autojob%2Fautojob/versions/latest)
- Connected to: https://autojob.org/mcp
- Homepage: https://autojob.org/agents
- Scoring rules: v2
- Tools: 27
- Average: 44.1 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how Autojob (org.autojob/autojob)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: 27 tools. Above 25, models start to tell tools apart less well.

## Tools

- `update_preferences`: 28 / 100
  - Major: The description only restates the name (3 words).
  - Major: The description is too short (3 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: salary, preferred_city, preferred_state, workplace_types, employment_types.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_application`: 31 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `get_message`: 31 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `update_profile`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, phone, location, country, state, linkedin, github, website.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `answer_onboarding`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: section, value, value.authorized, value.sponsorship, section, value, value.minimum, section, value, value.city, value.state, value.modes, section, value, value.types, section, value, value.level.
  - Minor: String arguments with no constraint or example: section, section, section, section, section.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument value.authorized is unclear.
  - Minor: The meaning of the boolean argument value.sponsorship is unclear.
- `list_applications`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: cursor, since.
  - Minor: No `required` list, so every argument is optional.
- `update_job_preferences`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: hide_job, restore, seniority_levels.
  - Minor: No `required` list, so every argument is optional.
- `create_checkout`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: plan.
- `get_job`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `search_jobs`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q, location, profession, company, remote, salary, sort, cursor, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `submit_applications`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: jobs, allow_repeat_companies, idempotency_key.
  - Minor: The meaning of the boolean argument allow_repeat_companies is unclear.
- `get_resume_status`: 44 / 100
  - Major: Arguments without a description: id.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `configure_auto_mode`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: enabled, per_day, timezone.
  - Minor: The meaning of the boolean argument enabled is unclear.
- `upload_resume`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: filename, content_base64.
- `create_billing_portal`: 46 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_auto_mode`: 46 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_preferences`: 46 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_profile`: 46 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
- `cancel_application`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `find_matches`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q, location, profession, company, remote, salary, sort, cursor, limit, candidate_profile, candidate_profile.employment, candidate_profile.employment[].title, candidate_profile.skills, candidate_profile.country, candidate_profile.preferences, candidate_profile.preferences.salary, candidate_profile.preferences.preferred_city, candidate_profile.preferences.preferred_state, candidate_profile.preferences.workplace_types, candidate_profile.preferences.employment_types.
  - Minor: No `required` list, so every argument is optional.
- `get_account`: 49 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_attachment`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id, index.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `get_credits`: 49 / 100
  - Major: The description only restates the name (5 words).
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_job_preferences`: 53 / 100
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_onboarding`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_plans`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_messages`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.

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