# AI PM Lab (io.aipmlab/ai-pm-lab): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.aipmlab%2Fai-pm-lab/versions/latest)
- Connected to: https://aipmlab.io/api/mcp
- Homepage: https://aipmlab.io/mcp
- Scoring rules: v2
- Tools: 18
- Average: 65.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how AI PM Lab (io.aipmlab/ai-pm-lab)'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

No server-wide issues.

## Tools

- `list_challenges`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_lesson`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `define_term`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `quiz_me`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `review_ai_incident`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `count_tokens`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `design_eval_suite`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `plan_ai_launch`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `review_launch_readiness`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `list_experiments`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `review_ai_spec`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `price_ai_feature`: 67 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `estimate_cost`: 68 / 100
  - Major: Says nothing about when to use it, or when not to.
- `prep_planning_meeting`: 69 / 100
  - Minor: No `required` list, so every argument is optional.
- `replay_experiment`: 72 / 100
  - Major: Says nothing about when to use it, or when not to.
- `write_acceptance_criteria`: 77 / 100
  - Minor: No `required` list, so every argument is optional.
- `search_lessons`: 78 / 100
  - Major: Says nothing about when to use it, or when not to.
- `compare_models`: 83 / 100

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

[All scored servers](https://forecall.dev/en/servers)