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knowledge-ops

Deduplicate, classify, and audit multi-layer knowledge bases for retrieval readiness.

133|19|Updated May 4, 2026
Search Tags:#knowledge management#semantic search#vector database#retrieval#provenance#deduplication#wiki sync
One-click install
npx skills add https://github.com/Mark393295827/third-brain-v5-skills --skill knowledge-ops-mark393295827
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: knowledge-ops
Source: https://github.com/Mark393295827/third-brain-v5-skills/tree/main/skills/knowledge-ops
Command: npx skills add https://github.com/Mark393295827/third-brain-v5-skills --skill knowledge-ops-mark393295827

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill keeps a growing knowledge base organized, searchable, and trustworthy when notes, sources, and wiki pages start to sprawl across multiple layers.

Core Features & Use Cases

It deduplicates related pages, classifies knowledge into the right layer, syncs wiki content with vector retrieval stores, and produces audit-friendly reports for links, stale metadata, and review queues. Use it when you need to answer what you know about a topic, prepare a wiki for semantic search, or manage daily knowledge loops without silently losing provenance.

Quick Start

Use knowledge-ops to organize this knowledge base, deduplicate overlapping pages, sync retrieval layers, and prepare a verification report.

Frequently Asked Questions about knowledge-ops

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

FAQPage Schema
How do I deduplicate overlapping notes in a wiki?▼

To deduplicate overlapping wiki notes, this Skill audits your knowledge base to identify related pages, classify content into correct layers, and resolve duplicates to maintain a clean structure.

What is the best way to prepare a wiki for semantic search?▼

Preparing a wiki for semantic search involves classifying knowledge layers, deduplicating pages, and syncing Markdown content with vector retrieval stores to ensure data is retrieval-ready and provenance is preserved.

How do I manage daily knowledge loops without losing provenance?▼

Managing daily knowledge loops without losing provenance requires auditing file indexing, verifying link integrity, and supervising the promotion of knowledge debt into updated SOPs or automation candidates.

Can I use a vector database to sync retrieval-ready content from Markdown?▼

Yes, you can sync retrieval-ready content from Markdown to a vector database by organizing the knowledge base, verifying link integrity, and preparing the structure for semantic vector retrieval operations.

What are the limitations of knowledge base maintenance for agent workflows?▼

Limitations include the strict requirement for supervised promotion of knowledge debt and manual verification of file indexing, duplicate handling, and retrieval tests before agent workflow governance is finalized.

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