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by WenyuChiou
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

split_cluster

Separates papers from a source cluster based on title keyword overlap, moving matches into a new cluster.

Instructions

Split a source cluster into a new cluster based on title keyword overlap.

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": {
      "source": "<source>",
      "query": "<query>",
      "new_name": "<new_name>"
    },
    "name": "split_cluster"
  }
}

Input Schema

NameRequiredDescriptionDefault
sourceYes
queryYes
new_nameYes

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

B3.3/5.0
Behavior2/5

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

No annotations provided, so description carries full burden. It does not disclose whether the split is destructive, if papers are removed from source, or how the new cluster is formed. Lacks essential behavioral context.

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?

Single sentence, front-loaded with key action. Efficient but could benefit from structured breakdown of parameters and behavior. Not overly verbose.

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 3 required parameters and no schema descriptions, the description should explain each parameter and the effect on clusters. It only provides high-level purpose, missing details needed for correct invocation.

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 has 0% description coverage; description adds meaning that 'query' relates to title keyword overlap, but does not explain 'source' and 'new_name' beyond their names. Partial compensation.

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?

Description clearly states the action (split), resource (cluster), and mechanism (title keyword overlap). It distinguishes from sibling tools like merge_clusters or prune_cluster.

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?

Description implies usage for splitting based on title keyword overlap but does not specify when not to use it or mention alternatives like suggest_cluster_split. No explicit guidance on 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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