# Highlyt (app.highlyt/highlyt): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/app.highlyt%2Fhighlyt/versions/latest)
- Connected to: https://mcp.highlyt.app/mcp
- Homepage: https://highlyt.app/features/mcp-server
- Scoring rules: v2
- Tools: 28
- Average: 61.9 / 100 (Cloudy)
- Near-identical pairs: 1

This page shows how Highlyt (app.highlyt/highlyt)'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: 28 tools. Above 25, models start to tell tools apart less well.
- 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

- `highlyt_delete_highlight`: 44 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
- `highlyt_update_highlight`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.highlight_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `highlyt_update_highlight_link`: 45 / 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: No constraints, side effects, auth or rate limits described, and no annotations.
- `highlyt_bulk_create_highlights`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_export_research_brief_markdown`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.output_id.
- `highlyt_delete_cluster_summary`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `highlyt_delete_highlight_link`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `highlyt_get_reference`: 55 / 100
  - Minor: Arguments without a description: params.
  - Minor: String arguments with no constraint or example: params.reference_id.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_list_research_projects`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `highlyt_create_text_highlight`: 58 / 100
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `highlyt_get_research_brief`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.output_id.
- `highlyt_create_highlight_link`: 59 / 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: No constraints, side effects, auth or rate limits described, and no annotations.
- `highlyt_get_document`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.document_id.
- `highlyt_create_highlight`: 61 / 100
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `highlyt_list_references`: 62 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_search_highlights`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.query.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_export_references`: 67 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_get_cross_document_links`: 67 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_upsert_cluster_summary`: 68 / 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.
- `highlyt_get_highlight_links`: 69 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_export_highlights`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument params.include_context is unclear.
- `highlyt_get_page_text`: 70 / 100
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_list_documents`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_list_highlight_links`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_list_highlights`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_list_cluster_summaries`: 72 / 100
- `highlyt_search`: 74 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `highlyt_get_document_images`: 92 / 100
  - Minor: String arguments with no constraint or example: params.document_id.
  - Minor: The description mentions none of its 3 or more arguments.

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