# Levels.fyi (fyi.levels/levels-fyi): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/fyi.levels%2Flevels-fyi/versions/latest)
- Connected to: https://mcp.levels.fyi/
- Homepage: https://www.levels.fyi/
- Repository: https://github.com/Levels-fyi/levels-fyi-plugin
- Scoring rules: v2
- Tools: 30
- Average: 64.6 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how Levels.fyi (fyi.levels/levels-fyi)'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: 30 tools. Above 25, models start to tell tools apart less well.
- Minor: The server's instructions are 3713 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.

## Tools

- `get-company`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get-job`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get-salary-submission-by-id`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get-company-group`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `get-location`: 52 / 100
  - Minor: Says nothing about what it returns.
- `get-metric-explanation`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get-job-family`: 57 / 100
  - Minor: Says nothing about what it returns.
- `get-available-filters`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get-vesting-schedules`: 60 / 100
  - Minor: Says nothing about what it returns.
- `search-companies-by-vesting`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get-domain-knowledge`: 62 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `search-raw-data-points`: 65 / 100
- `search-top-companies`: 65 / 100
- `search-companies`: 67 / 100
- `search-focus-areas`: 67 / 100
- `search-job-titles`: 67 / 100
- `search-role-terms`: 67 / 100
- `get-salaries-by-company-level`: 68 / 100
  - Minor: Says nothing about what it returns.
- `get-salary-percentiles`: 68 / 100
  - Minor: Says nothing about what it returns.
- `get-permissions`: 69 / 100
  - Minor: No `required` list, so every argument is optional.
- `send-feedback`: 69 / 100
- `get-location-stats`: 70 / 100
- `add-salary-submission`: 71 / 100
  - Minor: Arguments without a description: vestingSchedule[].percent, vestingSchedule[].occurrences, workArrangement.
  - Minor: Says nothing about what it returns.
- `search-all`: 72 / 100
- `search-job-families`: 72 / 100
- `get-profile`: 74 / 100
- `search-locations`: 74 / 100
- `get-company-levels`: 75 / 100
- `search-jobs`: 82 / 100
  - Minor: Arguments without a description: standardLevels, workArrangements, employmentTypes, sortBy.
- `upload-resume`: 82 / 100

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