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HypePaper

sota_walk

Walk the better edges from a paper: direction 'up' follows papers that beat it (lane by lane) until the lane leader — i.e. 'what is SOTA relative to this paper'; 'down' lists what it beats. Each step carries the compared values. Use after get_paper/search when you hold a paper id. [Free · 3 credits]

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": {
      "paper_id": "<paper_id>"
    },
    "name": "sota_walk"
  }
}

Input Schema

NameRequiredDescriptionDefault
laneNoFilter lanes by dataset or metric substring
max_hopsNo
paper_idYes
directionNoup

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior3/5

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

With no annotations, the description carries the full behavioral burden; it does useful work by disclosing traversal termination ('until the lane leader') and return content ('Each step carries the compared values'). It leaves out what happens when max_hops is exhausted before a lane leader is found, whether results are truncated or ordered, and what an empty 'better' set looks like — meaningful gaps for a graph-walk tool.

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 core traversal semantics and the direction definitions are front-loaded in the first sentence, with the usage precondition following. The cost tag is small and the wording is dense but readable; nothing is padded, though the backtick-quoted 'better' without further explanation is slightly opaque.

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 four-parameter graph-walk tool with no annotations and no output schema, the description covers purpose, direction semantics, and the prerequisite, which is the essential core. It is not complete enough on the two undescribed parameters or on truncation/ordering behavior at the traversal boundary, which an agent would need to interpret results reliably.

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

Parameters3/5

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

Schema coverage is only 25%, so the description must compensate, and it does explain 'direction' beyond the raw enum by defining 'up' and 'down' in domain terms, plus clarifying that paper_id must be a held id. It says nothing about 'lane' (substring filtering scope) or 'max_hops' (the 1–50 bound and default of 10), leaving two parameters documented only by terse schema text.

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?

The description gives a concrete verb and resource ('walk the better edges from a paper') and defines both traversal directions in plain language ('up' = what beats it, 'down' = what it beats), so the agent knows exactly what operation this performs. It implicitly separates itself from citation-oriented siblings by specifying 'better' edges rather than citation edges, but never names a sibling explicitly to sharpen that contrast.

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?

It states a clear precondition and sequencing rule: 'Use after get_paper/search when you hold a paper id,' which tells the agent both the ordering and the required input source. It stops short of saying when NOT to use this tool or which sibling to pick when the agent wants plain citation traversal instead.

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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