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Search the whole portfolio

portfolio_search
Read-onlyIdempotent

Single entry point: full-text search across projects, blog articles, experience, certifications and measurable results. Returns typed hits with a snippet and a URL; follow up with portfolio_get_project / portfolio_get_blog_post for full content.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
langNoContent language (all content exists in both en and ro)en
limitNoMaximum number of results
queryYesSearch terms, e.g. "AI compliance projects"

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate read-only safety. Description adds useful behavioral context: returns typed hits with snippet and URL. No contradictions; it enhances understanding beyond annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences: first defines purpose and scope, second explains output and follow-up. No redundant information; every word earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a search tool with few parameters and no output schema, the description fully covers what it searches, what it returns, and how to get details. Complete for its complexity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so description doesn't need to add much. It implicitly relates to parameters but doesn't elaborate beyond what's in the schema. Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it's a full-text search across multiple content types (projects, blog articles, etc.), and distinguishes itself from sibling tools by being a single entry point for search.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states to follow up with portfolio_get_project or portfolio_get_blog_post for full content, providing clear guidance on when to use this tool versus alternatives.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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