# Livermore (io.github.AAAZZZR/livermore): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.AAAZZZR%2Flivermore/versions/latest)
- Connected to: https://livermore.club/mcp
- Homepage: https://livermore.club/en/developers
- Scoring rules: v2
- Tools: 28
- Average: 73.1 / 100 (Clear)
- Near-identical pairs: 1

This page shows how Livermore (io.github.AAAZZZR/livermore)'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: 28 tools. Above 25, models start to tell tools apart less well.
- Minor: The server's instructions are 4014 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_data_coverage`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_insider_lists`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_politician`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_short_interest`: 65 / 100
- `get_form144_notices`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_superinvestor_activity`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_filings`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_superinvestors`: 67 / 100
- `screen_stocks`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_financials`: 68 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_ownership_filings`: 70 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_institution`: 72 / 100
- `get_politician_trades`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_short_interest`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `search`: 73 / 100
  - Major: Says nothing about when to use it, or when not to.
- `tw_get_market`: 74 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_major_holders`: 75 / 100
- `get_stock_13f_holders`: 75 / 100
- `tw_get_monthly_revenue`: 75 / 100
- `tw_get_daily_trading`: 78 / 100
- `tw_screen_stocks`: 79 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_stock`: 80 / 100
  - Minor: The description is long (462 words). It helps selection but costs steps and tokens.
- `tw_search`: 80 / 100
- `tw_get_industry_chain`: 82 / 100
  - Minor: No `required` list, so every argument is optional.
- `tw_get_financials`: 83 / 100
- `get_insider_trades`: 85 / 100
  - Minor: No `required` list, so every argument is optional.
- `tw_get_stock`: 85 / 100
- `tw_list_institutional_ranking`: 87 / 100
  - Minor: No `required` list, so every argument is optional.

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