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Machinepulse

Get Entity Profile

get_entity_profile

Fetch the entity card for any tracked type (MCP server, agent, HF model, package) by canonical_key or natural name — all linked facts, categories, HF model license tiers, how to connect, recent events; field captions in fields_note. Name lookup matches exact aliases and canonical keys, not free-form text. Use when the user asks about a specific server, agent, model or package.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
canonical_keyYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior4/5

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

With no annotations, the description carries the behavioral burden and does disclose return content (linked facts, categories, license tiers, connection info, recent events, field captions in fields_note) plus the exact-match lookup semantics. It does not mention auth, rate limits, or whether the card can be missing/empty, leaving some gaps.

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?

Front-loaded with the verb and scope, then packed with the entity-type list, return contents, and lookup caveat in dense clauses joined by em-dashes and semicolons. No filler, though the run-on structure is slightly heavy for a single-parameter tool.

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

Completeness4/5

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

Even though an output schema exists (so return values needn't be described), the description usefully frames them and nails the query semantics and lookup rules. Call conditions and parameter behavior are fully covered; only error/empty-result behavior is unaddressed.

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?

Schema coverage is 0% (the lone canonical_key param is a bare string), so the description must compensate — and it does, explaining the parameter accepts either a canonical_key or a natural name, and clarifying that name lookup is exact-alias/canonical, not free-form. It adds real meaning beyond the schema, though it could specify key formatting.

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?

States a specific verb (Fetch) and resource (the entity card), enumerates the tracked entity types (MCP server, agent, HF model, package), and lists the contents returned. This distinguishes it from siblings like search_mcp_servers (search) or leaderboard (aggregate) without opening either schema.

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

Usage Guidelines4/5

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

Gives a clear when-to-use trigger ('Use when the user asks about a specific server, agent, model or package') and a when-not constraint ('Name lookup matches exact aliases and canonical keys, not free-form text'), which implies free-form queries belong to a search sibling. It does not name that alternative explicitly, so it falls just short of a 5.

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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