Optimize Your AI Knowledge Graph with Percolate-KB Skills

Optimize Your AI Knowledge Graph with Percolate-KB Skills

Percolate-KB Skills facilitate the transformation of accumulated Markdown vaults into actionable and queryable knowledge graphs. This skill is designed to review and enhance a vault by identifying recurring ideas and filling in missing structural connections, while keeping the knowledge base authored, local, and reviewable.

What this skill does

• Analyzes a Markdown vault for recurring concepts and missing links.
• Uses the KB CLI to integrate evidence-backed concepts and types of relationships into the knowledge graph.
• Proposes candidates based on deterministic evidence without altering the original notes.
• Generates derived views through backlinks, graph reports, and QMD results while maintaining Markdown as the authoritative source.

Who it is for

• Developers using AI coding agents such as Claude Code, Cursor, and Codex.
• Teams focused on organizing and optimizing large-scale knowledge bases.
• Individuals requiring a structured approach to managing recurring ideas and references in their notes.

Use cases

• Enhancing the organization of a personal or team-based Markdown vault by identifying key concepts and relationships.
• Supporting the maintenance of a local knowledge base that remains reviewed and structured.
• Facilitating an agent's ability to convert repeated tags and prose into a well-defined knowledge graph.
• Conducting a focused review of specific notes or neighborhoods to ensure accurate and thorough connections are established.

Technical details

• Operates through the command line interface using `kb percolate` to present candidate concepts and relationships.
• Requires resolution of the vault path to include the `index.md` file for proper configuration.
• Employs a percolation process that can be scoped to individual notes or an entire vault, with adjustable scope and limits for review.
• Supports output in JSON format for integration with other tools or systems.

Source & Licence

This package is built on open-source work published by hraness (hraness/wrench) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.