# Alternative Asset Literacy — Retail (com.alternativeassetliteracy/aal-retail-mcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.alternativeassetliteracy%2Faal-retail-mcp/versions/latest)
- Connected to: https://alternativeassetliteracy.com/mcp/retail
- Repository: https://github.com/untitledfinancial/aal-plugins
- Scoring rules: v2
- Tools: 22
- Average: 58.7 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how Alternative Asset Literacy — Retail (com.alternativeassetliteracy/aal-retail-mcp)'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: The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.

## Tools

- `glossary.search`: 31 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `glossary.browse`: 39 / 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.
- `facts.random`: 41 / 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.
- `glossary.lookup`: 47 / 100
  - Minor: Says nothing about what it returns.
- `reading.list`: 49 / 100
  - Minor: String arguments with no constraint or example: category.
  - Minor: No `required` list, so every argument is optional.
- `behavioral.brain_map`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `art.library`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `learn.list_modules`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `toolkit.frameworks`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `learn.module`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: module_id. Name the tool or the place that returns it, or models look it up first.
- `art.learning_track`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
- `gender_lens.learning_track`: 62 / 100
- `disclosures.get`: 64 / 100
  - Major: Says nothing about when to use it, or when not to.
- `alts.illiquidity_pacing_stress_test`: 65 / 100
- `vc_pe.deep_dive_track`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `advisors.women_focused_directory`: 67 / 100
- `explain.holding`: 67 / 100
- `gdr.deep_dive_track`: 67 / 100
- `pe_secondaries.deep_dive_track`: 67 / 100
- `rwa.deep_dive_track`: 70 / 100
- `advisors.registration_check`: 72 / 100
- `retirement.monte_carlo_estimator`: 72 / 100

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