# com.tkawen/intelligence-gateway: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.tkawen%2Fintelligence-gateway/versions/latest)
- Connected to: https://mcp.tkawen.com/
- Homepage: https://tkawen.com/
- Scoring rules: v2
- Tools: 55
- Average: 43.8 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how com.tkawen/intelligence-gateway'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

- Major: 55 tools. Above 40, models choose less accurately.

## Tools

- `network__requests`: 15 / 100
  - Major: The description only restates the name (5 words).
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q, category, wilaya.
  - Minor: String arguments with no constraint or example: q.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `network__training`: 15 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q, wilaya, mode.
  - Minor: String arguments with no constraint or example: q.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `network__member`: 16 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: handle.
  - Minor: String arguments with no constraint or example: handle.
  - Minor: Says nothing about what it returns.
- `network__org`: 16 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
- `os__check_subdomain`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: subdomain.
  - Minor: String arguments with no constraint or example: subdomain.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `os__course`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: academy, slug.
  - Minor: String arguments with no constraint or example: academy, slug.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `network__jobs`: 18 / 100
  - Major: The description only restates the name (4 words).
  - Major: The description is too short (4 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q, remote.
  - Minor: String arguments with no constraint or example: q.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument remote is unclear.
  - Minor: Says nothing about what it returns.
- `os__lti_setup`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: academy.
  - Minor: String arguments with no constraint or example: academy.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `network__communes`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: wilaya.
  - Minor: Says nothing about what it returns.
- `network__search`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: q.
  - Minor: Says nothing about what it returns.
- `os__search_courses`: 37 / 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.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `network__overview`: 38 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `os__academies`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `os__verify_certificate`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: academy.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `network__talent_supply`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: q, commune.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `formation__request_quote`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: phone.
  - Minor: Says nothing about what it returns.
- `mystoq__platform_stats`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `os__overview`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `ui__search_components`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `mystoq__order_risk`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: wilaya, name, address.
  - Minor: No `required` list, so every argument is optional.
- `mystoq__get_store`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `formation__catalogue_stats`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `formation__list_categories`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `liqaa__create_instant_room`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `formation__search_trainings`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `mystoq__create_product`: 47 / 100
  - Minor: String arguments with no constraint or example: name, description.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `ui__brand_tokens`: 47 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `algeria_geospatial`: 49 / 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.
- `certify__list_institutions`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `formation__get_training`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `liqaa__list_plans`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `mystoq__publish`: 49 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: product_id. Name the tool or the place that returns it, or models look it up first.
- `network__talent_join`: 49 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `tkawen_overview`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `tkawen_recommend`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: need.
  - Minor: Says nothing about what it returns.
- `algeria_telecom_validator`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
- `mystoq__search_stores`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `mystoq__yalidine_delivery`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
- `certify__get_talent_profile`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `certify__list_specialties`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `mystoq__set_price`: 52 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: product_id. Name the tool or the place that returns it, or models look it up first.
- `liqaa__platform_stats`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
- `tkawen_search_tools`: 53 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `tkawen_verify`: 53 / 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: id. Name the tool or the place that returns it, or models look it up first.
- `certify__platform_stats`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `mystoq__create_store`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: name, email, password.
- `mystoq__list_plans`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `ui__get_component`: 54 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `formation__list_individual_trainings`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `mystoq__delete_product`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: product_id. Name the tool or the place that returns it, or models look it up first.
- `liqaa__platform_capacity`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `mystoq__cod_profit`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `certify__match_talent_to_job`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `certify__search_certified_talent`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `certify__verify_certificate`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.

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