{"product_id":"optimize-ai-knowledge-with-percolate-kb-transform-ideas-into-graphs","title":"Optimize AI Knowledge with Percolate-KB: Transform Ideas into Graphs","description":"\u003ch3\u003eOptimize AI Knowledge with Percolate-KB: Transform Ideas into Graphs\u003c\/h3\u003e\n\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEvaluates a Markdown vault to identify recurring concepts and missing structural connections.\u003c\/li\u003e\n  \u003cli\u003ePromotes evidence-backed concepts and typed relationships using the KB CLI.\u003c\/li\u003e\n  \u003cli\u003eEnables users to keep knowledge graphs authored, local, and reviewable.\u003c\/li\u003e\n  \u003cli\u003eProduces candidates from deterministic evidence without altering original notes.\u003c\/li\u003e\n  \u003cli\u003eGenerates backlinks, graph reports, and queryable Markdown data (QMD) as derived views.\u003c\/li\u003e\n  \u003cli\u003eMaintains Markdown as the authoritative source of information.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers and teams using AI coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eProfessionals managing extensive knowledge repositories requiring improved organizational structure.\u003c\/li\u003e\n  \u003cli\u003eIndividuals seeking to transform tagged prose and references into explicit, queryable knowledge graphs.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eOrganizing and visualizing complex information within an accumulated Markdown vault.\u003c\/li\u003e\n  \u003cli\u003eStructuring ideas for projects involving multiple team members working in parallel.\u003c\/li\u003e\n  \u003cli\u003eEnhancing the ability to search and query recurring concepts for comprehensive understanding.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eOperates within a specified Markdown vault defined by an `index.md` front door.\u003c\/li\u003e\n  \u003cli\u003eRequires path resolution and appropriate command-line interaction with the `kb percolate` function.\u003c\/li\u003e\n  \u003cli\u003eAdjustable parameters for note-level or vault-wide percolation with configurable support and limit settings.\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\/ghostget\" rel=\"nofollow noopener\" target=\"_blank\"\u003ehraness\/ghostget\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":52971147460919,"sku":"MCP-HRANESS-GHOSTGET-PERCOLATE-KB","price":23.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/iUNSrfJ3DvnrNQkAG6-fb_3ddb2223decf4f90b266173230d83889.jpg?v=1789031638","url":"https:\/\/mcpcart.com\/products\/optimize-ai-knowledge-with-percolate-kb-transform-ideas-into-graphs","provider":"SPF PRO","version":"1.0","type":"link"}