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Portfolio MCP | Benjamin Nikolajew

Get First-Party Context

get_first_party_context
Read-onlyIdempotent

Returns cited first-party sections spanning profile, work, projects, Ephemera, Portfolio MCP setup, and contact guidance.

Input Schema

NameRequiredDescriptionDefault
limitNo
queryNo
topicsNo

Output Schema

NameRequiredDescriptionDefault
sourceYes
filtersYes
sourcesYes
sectionsYes
generatedAtYes
totalMatchesYes
aiDisclosuresYes
totalSectionsYes
suggestedToolsNo
aiDisclosureProvenanceYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.3/5.0
Behavior2/5

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

Annotations already declare readOnlyHint, idempotentHint, closed-world, and non-destructive behavior, so the safety profile is covered. The description adds only that results are 'cited' sections, but says nothing about pagination, limit behavior, topic filtering, or how query and topics interact.

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

Conciseness4/5

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

The description is a single front-loaded sentence with no filler. It is efficient, though it is arguably too terse given the tool's breadth and its three undocumented parameters.

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

Completeness2/5

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

An output schema exists, so return structure need not be explained. However, for a retrieval tool with three parameters at 0% coverage and strong overlap with search_first_party_context, the description omits parameter behavior, query/topic semantics, and sibling differentiation.

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

Parameters1/5

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

The schema has three parameters (limit, query, topics) with 0% description coverage, and the description mentions none of them. It does not explain what query matches, how topics constrain results, or what the default or maximum limit means.

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

Purpose3/5

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

The description states a specific verb ('Returns') and resource ('cited first-party sections') and enumerates the domains covered. However, it does not distinguish this aggregate fetch from the sibling search_first_party_context or explain how the two differ, leaving an agent unsure which to call.

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

Usage Guidelines2/5

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

There is no guidance on when to use this tool versus search_first_party_context, fetch_curated_page_context, or the many domain-specific getters. The list of covered sections implies broad context gathering but provides no conditions, exclusions, or 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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