# com.ainetcafe/ai-netcafe: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.ainetcafe%2Fai-netcafe/versions/latest)
- Connected to: https://ainetcafe.com/mcp?s=registry
- Homepage: https://ainetcafe.com/mcp.html
- Repository: https://github.com/mario03690/ai-netcafe
- Scoring rules: v2
- Tools: 34
- Average: 68.4 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how com.ainetcafe/ai-netcafe'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: 34 tools. Above 25, models start to tell tools apart less well.
- Minor: The server's instructions are 2223 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

- `delete_task`: 51 / 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: task_id. Name the tool or the place that returns it, or models look it up first.
- `get_app`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `recall`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: project.
  - Minor: No `required` list, so every argument is optional.
- `pdf_to_markdown`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `build_app`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_tasks`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `model_costs`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `ask_model`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: system.
- `get_task_runs`: 62 / 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: task_id. Name the tool or the place that returns it, or models look it up first.
- `jwt_decode`: 62 / 100
  - Minor: String arguments with no constraint or example: token.
- `merge_tables`: 62 / 100
  - Minor: No `required` list, so every argument is optional.
- `validate_json`: 62 / 100
- `extract_statement`: 63 / 100
- `extract_tables`: 63 / 100
- `ai_visibility`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `remember`: 67 / 100
- `render_diagram`: 67 / 100
  - Major: Says nothing about when to use it, or when not to.
- `diff_tables`: 68 / 100
- `extract_invoices`: 68 / 100
- `create_task`: 70 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `fetch_page`: 70 / 100
- `list_models`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `diff_text`: 72 / 100
- `regex_test`: 72 / 100
- `china_reachability`: 73 / 100
- `json_yaml`: 75 / 100
- `list_apps`: 75 / 100
  - Minor: No `required` list, so every argument is optional.
- `web_search`: 75 / 100
  - Minor: String arguments with no constraint or example: query.
- `check_job`: 80 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.
- `transpile_sql`: 80 / 100
- `reconcile_ledger`: 82 / 100
- `clean_table`: 84 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `compare_models`: 88 / 100
- `what_can_you_do`: 93 / 100

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