wiki-content-coherence

Detect duplicated and structurally inconsistent content within a single wiki page.

8|1|Updated Jan 24, 2026

Search Tags:#documentation #deduplication #wiki #coherence #tf-idf #content-analysis #jaccard

Ready to run

npx skills add https://github.com/bordenet/superpowers-plus --skill wiki-content-coherence

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: wiki-content-coherence
Source: https://github.com/bordenet/superpowers-plus/tree/main/skills/wiki/wiki-content-coherence
Command: npx skills add https://github.com/bordenet/superpowers-plus --skill wiki-content-coherence

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill finds duplicated sections, obsolete fragments, and structural defects inside single wiki pages so editors avoid publishing confusing, redundant, or misstructured documentation.

Core Features & Use Cases

Section duplication detection using TF‑IDF token ranking and Jaccard similarity to classify duplicates as HIGH, MEDIUM, or LOW severity.
Structural integrity checks for heading nesting skips, orphaned sections, length anomalies, and topic drift between headings and body.
Actionable reports and remediation that produce a coherence report, suggest which section to keep or merge, enforce gate decisions for HIGH severity, and re-check after fixes; ideal for bulk wiki updates, pre-publish audits, and cleanup sprints.

Quick Start

Run wiki-content-coherence on the target wiki page to generate a coherence report and suggested merges for review.

Frequently Asked Questions about wiki-content-coherence

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I detect duplicated content within a single wiki page?▼

Detect duplicated wiki content by running an audit that applies TF-IDF token extraction and Jaccard similarity comparisons to classify section redundancy by severity. The audit analyzes single wiki pages to pinpoint exact duplicated sections and obsolete fragments for editorial cleanup.

What causes structural inconsistency in wiki documentation during content merges?▼

Structural inconsistency in wiki documentation stems from heading nesting skips, orphaned sections, length anomalies, and topic drift between headings and body text. These structural defects typically accumulate during bulk edits and content merges.

Can I use TF-IDF and Jaccard similarity for pre-publish wiki checks?▼

Yes, you can use TF-IDF and Jaccard similarity for pre-publish wiki checks. The audit applies these algorithms to perform single-page wiki audits, identifying duplicated sections and outputting a coherence report with gate recommendations before publication.

What's the best way to consolidate redundant wiki sections found during bulk edits?▼

The best way to consolidate redundant wiki sections is to generate a coherence report that suggests which section to keep or merge. The audit enforces gate decisions for HIGH severity duplicates and re-checks the page after fixes.

Does wiki content deduplication work for cleanup sprints across multiple pages?▼

No, wiki content deduplication applies to single-page wiki audits only. The audit detects and reports duplicated or structurally inconsistent content within a single wiki page, making it ideal for individual page cleanup during sprints rather than cross-page merges.