Optimize AI Knowledge with Percolate-KB: Transform Ideas into Graphs

Optimize AI Knowledge with Percolate-KB: Transform Ideas into Graphs

The Percolate-KB AI agent skill helps users to systematically review knowledge bases (KB) and identify recurring ideas and structural connections. Primarily used for organizing and structuring knowledge into a graph, this tool is beneficial when revising or adding substantial notes to a Markdown vault.

What this skill does

• Evaluates a Markdown vault to identify recurring concepts and missing structural connections.
• Promotes evidence-backed concepts and typed relationships using the KB CLI.
• Enables users to keep knowledge graphs authored, local, and reviewable.
• Produces candidates from deterministic evidence without altering original notes.
• Generates backlinks, graph reports, and queryable Markdown data (QMD) as derived views.
• Maintains Markdown as the authoritative source of information.

Who it is for

• Developers and teams using AI coding agents such as Claude Code, Cursor, and Codex.
• Professionals managing extensive knowledge repositories requiring improved organizational structure.
• Individuals seeking to transform tagged prose and references into explicit, queryable knowledge graphs.

Use cases

• Organizing and visualizing complex information within an accumulated Markdown vault.
• Structuring ideas for projects involving multiple team members working in parallel.
• Enhancing the ability to search and query recurring concepts for comprehensive understanding.

Technical details

• Operates within a specified Markdown vault defined by an `index.md` front door.
• Requires path resolution and appropriate command-line interaction with the `kb percolate` function.
• Adjustable parameters for note-level or vault-wide percolation with configurable support and limit settings.

Source & Licence

This package is built on open-source work published by hraness (hraness/ghostget) 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.