Boost AI Skills: Percolate-KB for Knowledge Graphs

Boost AI Skills: Percolate-KB for Knowledge Graphs

Boost AI Skills: Percolate-KB assists in transforming an annotated Markdown vault into an organized knowledge graph. It reviews recurring ideas and highlights missing structural connections. The process involves proposing evidence-backed concepts and typed relationships using the KB CLI, especially useful after adding or revising notes or when transitioning tags and prose references into a queryable format.

What this skill does

• Analyzes a Markdown vault to identify recurring concepts and relationships.
• Proposes evidence-backed concepts based on deterministic evidence without altering existing notes.
• Ensures that the knowledge graph remains local and reviewable, maintaining Markdown as the authoritative source.
• Derives views such as backlinks, graph reports, and query results using the `kb percolate` command.
• Facilitates the reviewing process by running percolation on specific notes or the entire vault, helping in identifying under-documented areas.

Who it is for

• Developers working with AI coding agents like Claude Code, Cursor, or Codex.
• Teams needing to organize and query large sets of notes or documented data efficiently.
• Individuals involved in knowledge management tasks seeking to improve information consistency and accessibility.

Use cases

• Materially reorganizing or enhancing a Markdown vault before integrating it into a larger knowledge system.
• Turning tagged insights and prose annotations into explicitly defined concepts and relationships within a knowledge graph.
• Reviewing and refining entries in documentation that require cross-referencing or structural enhancements.

Technical details

• Operates with the KB CLI for streamlined concept proposal and relationship documentation.
• Supports backward compatibility with Markdown, ensuring all changes are non-disruptive and the original notes remain intact.
• Employs deterministic evidence for concept proposal, focusing on accuracy and reliability.
• Compatible with development environments using AI agents like Claude Code, Cursor, and Codex.

Source & Licence

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