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Get Entity Profile

get_entity_profile
Read-onlyIdempotent

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. Read-only aggregation of daily-collected observatory data; no side effects. Package download days may be missing (npm/PyPI reporting delay); missing days are null with notes, never fake zeros. Use when the user asks about a specific server, agent, model or package.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "canonical_key": "<canonical_key>"
    },
    "name": "get_entity_profile"
  }
}

Input Schema

NameRequiredDescriptionDefault
canonical_keyYes

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.5/5.0
Behavior5/5

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

Annotations already cover the safety profile, yet the description still adds real information: the data is a daily-collected aggregation, package download days can be missing due to npm/PyPI reporting delay, and missing days surface as nulls with notes rather than fabricated zeros. That freshness and null-semantics disclosure is exactly what an agent needs to avoid misreading the response.

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 purpose, then contents, then lookup rules, then data caveats, then the when-to-use trigger — a sensible ordering. It is dense but each clause carries distinct information, with 'field captions in fields_note' being the only slightly cryptic fragment.

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?

For a single-parameter read tool with an output schema already present, the description covers contents, lookup semantics, and data-quality caveats, so return-value detail is rightly omitted. The only shortfall is the unspecified canonical_key format, which an agent may need to construct a valid call.

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%, so the description carries the burden, and it does meaningfully: canonical_key accepts either a canonical key or a natural name matching exact aliases, and free-form text is explicitly rejected. The one remaining gap is that no example of canonical_key's actual format is given.

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 (entity card), enumerates the entity types covered (MCP server, agent, HF model, package), and lists the payload contents. This clearly separates it from the sibling summary/aggregate tools (get_mcp_ecosystem_summary, get_leaderboard, get_pulse), which return rollups rather than a single entity's card.

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?

Explicit trigger given: 'Use when the user asks about a specific server, agent, model or package.' It also bounds the lookup ('matches exact aliases and canonical keys, not free-form text'), which implicitly routes free-text queries to a search sibling such as search_mcp_servers, but that alternative is never named outright.

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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