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

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://mcp.nikolajewdesign.ca/mcp
Homepage: www.nikolajewdesign.ca
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

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.

servers/ca.nikolajewdesign/portfolio-mcp

Average score: 45.8 / 100Cloudy
Tools: 26
Near-identical descriptions: 0

Across the server

Minor
26 tools. Above 25, models start to tell tools apart less well.many_tools
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.instructions_missing

Tools

get_career_education

37 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required

get_career_timeline

37 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, company, limit, includeEducation.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument includeEducation is unclear.vague_boolean

get_social_profiles

37 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: includeProfileReferences, includeEmail, networks.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument includeProfileReferences is unclear.vague_boolean
Minor
The meaning of the boolean argument includeEmail is unclear.vague_boolean

search_first_party_context

37 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, topics, limit.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

get_about_resume

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: conciseSkillLimit, includeAvailability, includeVisual.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument includeAvailability is unclear.vague_boolean
Minor
The meaning of the boolean argument includeVisual is unclear.vague_boolean

get_career_certificates

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, limit, includeSkills.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument includeSkills is unclear.vague_boolean

get_career_role_comparison

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: leftRole, leftCompany, rightRole, rightCompany, query, detailLevel.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

get_career_role_detail

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: company, role, query, detailLevel.param_no_description
Minor
No `required` list, so every argument is optional.no_required

get_download_assets

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: includeWebLinks.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument includeWebLinks is unclear.vague_boolean

get_first_party_context

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, topics, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

get_project_followup_detail

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, projectSlug, focus, includeCaseSignals, includeVisuals, maxVisualsPerResult.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument includeCaseSignals is unclear.vague_boolean
Minor
The meaning of the boolean argument includeVisuals is unclear.vague_boolean

list_portfolio_projects

41 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: category, query, onPublicGrid, aiFilter, excludeSlugs, limit, includeSummary, includeCaseSignals, includeVisuals, maxVisualsPerProject, randomize.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument onPublicGrid is unclear.vague_boolean
Minor
The meaning of the boolean argument includeSummary is unclear.vague_boolean
Minor
The meaning of the boolean argument includeCaseSignals is unclear.vague_boolean
Minor
The meaning of the boolean argument includeVisuals is unclear.vague_boolean
Minor
The meaning of the boolean argument randomize is unclear.vague_boolean

get_brand_kit

44 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: section.param_no_description
Minor
No `required` list, so every argument is optional.no_required

get_music

44 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: albumId, trackId, randomTrack, excludeTrackIds.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument randomTrack is unclear.vague_boolean

get_profile_fact_pack

44 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, topics, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required

get_project_by_slug

44 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: slug, includeCaseSignals, includeVisuals, focusQuery, maxVisuals.param_no_description
Minor
The meaning of the boolean argument includeCaseSignals is unclear.vague_boolean
Minor
The meaning of the boolean argument includeVisuals is unclear.vague_boolean

search_project_notes

44 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: query, category, aiFilter, excludeSlugs, limit, includeCaseSignals, includeVisuals, maxVisualsPerResult.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument includeCaseSignals is unclear.vague_boolean
Minor
The meaning of the boolean argument includeVisuals is unclear.vague_boolean

fetch_curated_page_context

45 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 5 / 25
Return value: 8 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Arguments without a description: query, url, urls, domains, maxPages, rowLimit, rowOffset, query.param_no_description
Minor
No `required` list, so every argument is optional.no_required

get_changelog

46 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 4 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: version, afterVersion, throughVersion, fromDate, toDate, category, query, limit, cursor.param_no_description
Minor
String arguments with no constraint or example: query.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

get_privacy_policy

49 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: query, topics, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

get_project_artwork_gallery

54 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 5 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: query, projectSlug, category, aiFilter, limitProjects, imagesPerProject.param_no_description
Minor
No `required` list, so every argument is optional.no_required

search_allowed_external_domains

57 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 8 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: query, domains, limit.param_no_description

get_professional_profile

60 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

get_agent_capabilities

61 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

get_contact_email

61 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

get_download_documents

61 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

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