# Portfolio MCP | Benjamin Nikolajew (ca.nikolajewdesign/portfolio-mcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ca.nikolajewdesign%2Fportfolio-mcp/versions/latest)
- Connected to: https://mcp.nikolajewdesign.ca/mcp
- Homepage: https://www.nikolajewdesign.ca/
- Scoring rules: v2
- Tools: 26
- Average: 45.8 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how Portfolio MCP | Benjamin Nikolajew (ca.nikolajewdesign/portfolio-mcp)'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: 26 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

- `get_career_education`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, limit.
  - Minor: No `required` list, so every argument is optional.
- `get_career_timeline`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, company, limit, includeEducation.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument includeEducation is unclear.
- `get_social_profiles`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: includeProfileReferences, includeEmail, networks.
  - 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 includeProfileReferences is unclear.
  - Minor: The meaning of the boolean argument includeEmail is unclear.
- `search_first_party_context`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, topics, limit.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_about_resume`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: conciseSkillLimit, includeAvailability, includeVisual.
  - 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 includeAvailability is unclear.
  - Minor: The meaning of the boolean argument includeVisual is unclear.
- `get_career_certificates`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, limit, includeSkills.
  - 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 includeSkills is unclear.
- `get_career_role_comparison`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: leftRole, leftCompany, rightRole, rightCompany, query, detailLevel.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_career_role_detail`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: company, role, query, detailLevel.
  - Minor: No `required` list, so every argument is optional.
- `get_download_assets`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: includeWebLinks.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument includeWebLinks is unclear.
- `get_first_party_context`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, topics, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_project_followup_detail`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, projectSlug, focus, includeCaseSignals, includeVisuals, maxVisualsPerResult.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument includeCaseSignals is unclear.
  - Minor: The meaning of the boolean argument includeVisuals is unclear.
- `list_portfolio_projects`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: category, query, onPublicGrid, aiFilter, excludeSlugs, limit, includeSummary, includeCaseSignals, includeVisuals, maxVisualsPerProject, randomize.
  - 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 onPublicGrid is unclear.
  - Minor: The meaning of the boolean argument includeSummary is unclear.
  - Minor: The meaning of the boolean argument includeCaseSignals is unclear.
  - Minor: The meaning of the boolean argument includeVisuals is unclear.
  - Minor: The meaning of the boolean argument randomize is unclear.
- `get_brand_kit`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: section.
  - Minor: No `required` list, so every argument is optional.
- `get_music`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: albumId, trackId, randomTrack, excludeTrackIds.
  - 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 randomTrack is unclear.
- `get_profile_fact_pack`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, topics, limit.
  - Minor: No `required` list, so every argument is optional.
- `get_project_by_slug`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug, includeCaseSignals, includeVisuals, focusQuery, maxVisuals.
  - Minor: The meaning of the boolean argument includeCaseSignals is unclear.
  - Minor: The meaning of the boolean argument includeVisuals is unclear.
- `search_project_notes`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, category, aiFilter, excludeSlugs, limit, includeCaseSignals, includeVisuals, maxVisualsPerResult.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument includeCaseSignals is unclear.
  - Minor: The meaning of the boolean argument includeVisuals is unclear.
- `fetch_curated_page_context`: 45 / 100
  - Major: Arguments without a description: query, url, urls, domains, maxPages, rowLimit, rowOffset, query.
  - Minor: No `required` list, so every argument is optional.
- `get_changelog`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: version, afterVersion, throughVersion, fromDate, toDate, category, query, limit, cursor.
  - Minor: String arguments with no constraint or example: query.
  - Minor: No `required` list, so every argument is optional.
- `get_privacy_policy`: 49 / 100
  - Major: Arguments without a description: query, topics, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_project_artwork_gallery`: 54 / 100
  - Major: Arguments without a description: query, projectSlug, category, aiFilter, limitProjects, imagesPerProject.
  - Minor: No `required` list, so every argument is optional.
- `search_allowed_external_domains`: 57 / 100
  - Major: Arguments without a description: query, domains, limit.
- `get_professional_profile`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_agent_capabilities`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_contact_email`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_download_documents`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.

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