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Professional Graph Context

get_professional_graph_context
Read-onlyIdempotent

Return bounded professional-graph claims plus the live VFO team graph for a client/member you can access, including relationship labels, specialties, and capability summaries.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
clientIdNo
reviewFilterNoall
includeEvidenceNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.9/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so safety is covered. The description adds useful context: the result is 'bounded', it merges stored claims with a 'live' team graph, and access is scoped to what the caller may see. It still omits how reviewFilter/includeEvidence alter the result.

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?

A single front-loaded sentence with no filler; the key resource and payload contents come first. It is dense but not padded, though the phrase 'bounded professional-graph claims' is slightly jargon-heavy.

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?

With no output schema and four undocumented parameters, the description should explain what is returned and how the filters behave. It names returned categories but leaves reviewFilter, includeEvidence, limit behavior and pagination unaddressed, so an agent cannot confidently parameterize the call.

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

Parameters2/5

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

Schema description coverage is 0% across four parameters, so the description must carry the burden. It partially covers limit ('bounded') and clientId ('client/member you can access'), but says nothing about reviewFilter's all/confirmed_only/pending_only semantics or what includeEvidence toggles.

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

Purpose4/5

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

States a specific verb and resource: returns boundedly-scoped professional-graph claims plus the live VFO team graph, naming concrete contents (relationship labels, specialties, capability summaries). However it never distinguishes itself from the nearby sibling get_business_entity_graph_context, leaving the agent to infer which graph context applies.

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 explicit when-to-use guidance and no mention of alternatives, even though get_business_entity_graph_context, get_client_profile, and get_member_artifacts all compete for similar intent. Only the implicit qualifier 'for a client/member you can access' hints at a precondition.

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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