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Automation
Skill

/extract-concepts

Extract candidate concepts from evidence with explicit source provenance and precision/recall posture.

From plugin
de-anthropocentric-research-engine
499200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill extract-concepts --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/extract-concepts

Context preview

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

Extract candidate concepts from evidence with explicit source provenance and precision/recall posture.

SKILL.md

extract-concepts.SKILL.md
name: extract-concepts
description: "Extract candidate concepts from evidence with explicit source provenance and precision/recall posture."

extract-concepts

Purpose

Extract domain concepts, definitions, and relation candidates from a source while preserving source wording and scope.

Input contract

required: [source, extraction_scope]
optional: [concept_schema, domain_ontology, relation_cues]
constraints: [each concept requires a source span and an uncertainty state]

Procedure

1. Identify repeated technical terms, defined entities, and salient constructs. 2. Capture source definitions, aliases, scope qualifiers, and examples. 3. Link candidate relations only when the source expresses them. 4. Emit a deduplicated concept set with unresolved meanings retained.

If candidate concepts are identified but still bundle multiple meanings or operations, consider `atomize-concept` as the next tactic.

Output contract

produces: [concept_records, definition_map, alias_map, relation_candidates, ambiguity_log]
delta_fields: [findings, evidence_updates, uncertainties, open_questions]

Quality gates

  • Concepts are source-linked and distinct from inferred themes.
  • Alias merging preserves conflicting definitions.

Failure and counterexamples

Do not infer a concept solely from keyword frequency or merge terms with different operational meanings.

Provenance map

  • `resolved: extract-concepts`
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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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Python
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Apache-2.0
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5h ago
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7mo ago
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Repo: yogsoth-ai/de-anthropocentric-research-engine