# VisibilityAI (io.github.thinksuitesolution-coder/visibilityai): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.thinksuitesolution-coder%2Fvisibilityai/versions/latest)
- Connected to: https://www.visibilityai.in/api/mcp
- Homepage: https://www.visibilityai.in/
- Repository: https://github.com/thinksuitesolution-coder/visibilityAi
- Scoring rules: v2
- Tools: 24
- Average: 45.7 / 100 (Cloudy)
- Near-identical pairs: 36

This page shows how VisibilityAI (io.github.thinksuitesolution-coder/visibilityai)'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: 36 pairs with nearly the same description in all; the top 12 are shown.
- 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

- `get_my_intelligence_benchmark_status`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_content_templates`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_cross_lingual`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_experiments`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_items`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_lineage`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_overview`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_portfolio`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_prompt_intelligence`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_my_intelligence_recommendations`: 35 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_category_leaders`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: category.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_lead_status`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `search_by_keyword`: 40 / 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.
- `get_available_cities`: 45 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_business_profile`: 45 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_my_intelligence_model_coverage`: 45 / 100
  - Major: Arguments without a description: id, kind, type, cursor, limit.
  - Minor: String arguments with no constraint or example: id, type, cursor.
  - Minor: No `required` list, so every argument is optional.
- `get_buyer_questions`: 47 / 100
  - 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.
- `compare_businesses`: 49 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_offers`: 51 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_listicle`: 53 / 100
  - Minor: String arguments with no constraint or example: city.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `search_businesses`: 68 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `submit_lead`: 71 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_my_citations`: 75 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_my_visibility_score`: 80 / 100

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