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Automation
Skill

/cluster-analysis

Identify natural opinion clusters from collected judgments and characterize

From plugin
de-anthropocentric-research-engine
393200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill cluster-analysis --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/cluster-analysis

Context preview

The summary Claude sees to decide when to auto-load this skill.

Identify natural opinion clusters from collected judgments and characterize

SKILL.md

cluster-analysis.SKILL.md
name: cluster-analysis
description: Identify natural opinion clusters from collected judgments and characterize
  each cluster.
execution: subagent
prompt: ./prompt.md
input: judgments[]
dependencies:
  sops:
  - spawn-agent

Cluster Analysis

Identify natural groupings of similar positions within the collected judgments. Characterize each cluster by its central position, shared reasoning patterns, and distinguishing features.

Execution

Spawn a subagent that analyzes the judgments for similarity patterns, groups them into coherent clusters, and provides characterization of each cluster.

Why Subagent

  • Clustering requires holistic analysis of all judgments simultaneously
  • Characterization is a bounded analytical task
  • Output structure is standardized

HARD-GATE

Output MUST contain: at least 2 clusters (if genuine disagreement exists), each with `cluster_id`, `position_summary`, `member_count`, and `characterization`. If all judgments agree, output 1 cluster with a note.

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Available SOPs

Optional, no fixed order; the final leaf is always a sop.

| SOP | When to use | | --- | --- | | spawn-agent | Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent. |

<!-- END available-tables (generated) -->

Ships withde-anthropocentric-research-engine

The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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Repo: yogsoth-ai/de-anthropocentric-research-engine