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kbask

kbask

by sughosh-pocketfm
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

god_nodes

Identifies the most connected core nodes in a knowledge graph, revealing key abstractions. Specify top N results and project path.

Instructions

Return the most connected nodes - the core abstractions of the knowledge graph.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "god_nodes"
  }
}

Input Schema

NameRequiredDescriptionDefault
top_nNo
project_pathNoAbsolute path to a project directory containing graphify-out/graph.json. Optional — defaults to the graph this server was started with.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.2

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations, the description must disclose behavior but only states the return type. It does not explain how 'most connected' is determined, sorting order, or any side effects. For a read operation, minimal behavioral info is provided.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single sentence with 12 words, efficiently conveying the core purpose. It is front-loaded and contains no redundant information.

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?

Given the lack of output schema and annotations, the description is incomplete. It omits details on connectivity metric, error cases, and proper use of parameters, leaving the agent insufficiently informed.

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

Parameters2/5

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

Schema coverage is 50% (only 'project_path' has a description). The tool description does not help explain 'top_n' beyond its default value, failing to compensate for the missing schema documentation.

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?

The description clearly states the verb 'Return' and the resource 'most connected nodes', with context as 'core abstractions of the knowledge graph'. It distinguishes this tool from sibling tools like 'get_node' or 'get_neighbors' by focusing on connectivity abstraction.

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

Usage Guidelines2/5

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

No guidance is provided on when to use this tool versus alternatives such as 'get_community' or 'graph_stats'. The description implies usage but lacks explicit context or exclusions.

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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