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Awareness — Memory, Knowledge & Agent Markets

awareness_related

Read-only

Find related entities via n-hop graph traversal.

Args:
    entity_id: Source entity id.
    max_hops: Traversal depth 1-4 (default 2).
    limit: Max neighbors (1-200).
    memory_id: Target memory id (auto-resolved if omitted).
    api_key: Bearer token for authentication.

Input Schema

NameRequiredDescriptionDefault
limitNo
api_keyNo
max_hopsNo
entity_idYes
memory_idNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false and openWorldHint=false, so safety is covered. The description adds useful behavior — max_hops bounded to 1-4, limit to 1-200, and memory_id auto-resolved when omitted — but says nothing about what the traversal returns, ordering, or what happens when no neighbors exist.

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?

One front-loaded sentence states the operation, followed by a tight parameter list with no filler. The Args block is slightly schema-like but every line adds real semantics.

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

Completeness3/5

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

For a 5-parameter tool with no output schema, the definition documents inputs adequately but leaves the return value entirely unstated, so an agent cannot anticipate the shape of the related-entity result. It is minimally sufficient rather than complete.

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

Parameters4/5

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

With 0% schema description coverage, the description carries the full burden and largely meets it: each of the five parameters is explained, and numeric ranges for max_hops and limit go beyond the bare schema types. It omits the limit default (schema says 50) and does not specify entity_id format.

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 ('Find related entities') plus the mechanism ('n-hop graph traversal'), which is more precise than any sibling tool name suggests. It does not name a sibling it is not, so an agent must infer differentiation from tool names alone.

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

Usage Guidelines3/5

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

Usage is only implied: the traversal framing suggests graph exploration rather than lookup or recall, but the description never states when to prefer this over awareness_lookup, awareness_recall, or awareness_timeline, nor any prerequisites.

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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