categorize-evidence

SkillDev tools

Lets your agent sort a set of research evidence into categories by theme, method, chronology, or a schema you define.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the categorize-evidence skill

About this skill

Cluster an evidence corpus by theme, method, chronology, mechanism, or another declared schema.

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/categorize-evidence/SKILL.md and read by ahel’s review.

Purpose

Cluster an evidence corpus by a declared thematic, methodological, chronological, mechanistic, or other schema.

Input contract

required: [evidence_records, category_schema]
optional: [coding_rules, multi_label_policy, seed_categories]
constraints: [category assignments require record evidence and allow explicit multi-label or unknown states]

Procedure

  1. Define category semantics and assignment rules.
  2. Code each record using the declared evidence fields.
  3. Review boundary cases and preserve multi-label or unresolved assignments.
  4. Summarize category coverage and representative records.

If categorized sources now need claim-level structured records, consider extract-evidence-record as the next tactic.

Output contract

produces: [categorized_corpus, category_definitions, boundary_cases, coverage_summary]
delta_fields: [findings, evidence_updates, uncertainties, open_questions]

Quality gates

  • Categories are mutually interpretable even when not mutually exclusive.
  • Every assignment is traceable to record fields.

Failure and counterexamples

Do not force records into categories whose definitions do not fit, and do not confuse frequency with evidential importance.

Provenance map

  • resolved: knowledge-acquisition-categorize-papers
  • concept: knowledge-structuring/source-categorization-patterns
  • intermediate: Pass4/map-field-taxonomy

Signals

GitHub stars
501
Forks
41
Last commit
Sep 2026
Advanced
Catalog kind
skill
Key
categorize-evidence
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine