{"product_id":"boost-ai-skills-percolate-kb-for-knowledge-graphs","title":"Boost AI Skills: Percolate-KB for Knowledge Graphs","description":"\u003ch3\u003eBoost AI Skills: Percolate-KB for Knowledge Graphs\u003c\/h3\u003e\n\n\u003cp\u003eBoost 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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAnalyzes a Markdown vault to identify recurring concepts and relationships.\u003c\/li\u003e\n  \u003cli\u003eProposes evidence-backed concepts based on deterministic evidence without altering existing notes.\u003c\/li\u003e\n  \u003cli\u003eEnsures that the knowledge graph remains local and reviewable, maintaining Markdown as the authoritative source.\u003c\/li\u003e\n  \u003cli\u003eDerives views such as backlinks, graph reports, and query results using the `kb percolate` command.\u003c\/li\u003e\n  \u003cli\u003eFacilitates the reviewing process by running percolation on specific notes or the entire vault, helping in identifying under-documented areas.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers working with AI coding agents like Claude Code, Cursor, or Codex.\u003c\/li\u003e\n  \u003cli\u003eTeams needing to organize and query large sets of notes or documented data efficiently.\u003c\/li\u003e\n  \u003cli\u003eIndividuals involved in knowledge management tasks seeking to improve information consistency and accessibility.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eMaterially reorganizing or enhancing a Markdown vault before integrating it into a larger knowledge system.\u003c\/li\u003e\n  \u003cli\u003eTurning tagged insights and prose annotations into explicitly defined concepts and relationships within a knowledge graph.\u003c\/li\u003e\n  \u003cli\u003eReviewing and refining entries in documentation that require cross-referencing or structural enhancements.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eOperates with the KB CLI for streamlined concept proposal and relationship documentation.\u003c\/li\u003e\n  \u003cli\u003eSupports backward compatibility with Markdown, ensuring all changes are non-disruptive and the original notes remain intact.\u003c\/li\u003e\n  \u003cli\u003eEmploys deterministic evidence for concept proposal, focusing on accuracy and reliability.\u003c\/li\u003e\n  \u003cli\u003eCompatible with development environments using AI agents like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003ehraness\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/hraness\/slopcamera\" rel=\"nofollow noopener\" target=\"_blank\"\u003ehraness\/slopcamera\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53000732672311,"sku":"MCP-HRANESS-SLOPCAMERA-PERCOLATE-KB","price":20.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/JcR3IR69yFgkDHqw-a-Ad_58793ead2e0442e89686a02059f1a218.jpg?v=1789646769","url":"https:\/\/mcpcart.com\/products\/boost-ai-skills-percolate-kb-for-knowledge-graphs","provider":"SPF PRO","version":"1.0","type":"link"}