{"product_id":"optimize-your-ai-knowledge-graph-with-percolate-kb-skills","title":"Optimize Your AI Knowledge Graph with Percolate-KB Skills","description":"\u003ch3\u003eOptimize Your AI Knowledge Graph with Percolate-KB Skills\u003c\/h3\u003e\n\n\u003cp\u003ePercolate-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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAnalyzes a Markdown vault for recurring concepts and missing links.\u003c\/li\u003e\n  \u003cli\u003eUses the KB CLI to integrate evidence-backed concepts and types of relationships into the knowledge graph.\u003c\/li\u003e\n  \u003cli\u003eProposes candidates based on deterministic evidence without altering the original notes.\u003c\/li\u003e\n  \u003cli\u003eGenerates derived views through backlinks, graph reports, and QMD results while maintaining Markdown as the authoritative source.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers using AI coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eTeams focused on organizing and optimizing large-scale knowledge bases.\u003c\/li\u003e\n  \u003cli\u003eIndividuals requiring a structured approach to managing recurring ideas and references in their notes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEnhancing the organization of a personal or team-based Markdown vault by identifying key concepts and relationships.\u003c\/li\u003e\n  \u003cli\u003eSupporting the maintenance of a local knowledge base that remains reviewed and structured.\u003c\/li\u003e\n  \u003cli\u003eFacilitating an agent's ability to convert repeated tags and prose into a well-defined knowledge graph.\u003c\/li\u003e\n  \u003cli\u003eConducting a focused review of specific notes or neighborhoods to ensure accurate and thorough connections are established.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eOperates through the command line interface using `kb percolate` to present candidate concepts and relationships.\u003c\/li\u003e\n  \u003cli\u003eRequires resolution of the vault path to include the `index.md` file for proper configuration.\u003c\/li\u003e\n  \u003cli\u003eEmploys a percolation process that can be scoped to individual notes or an entire vault, with adjustable scope and limits for review.\u003c\/li\u003e\n  \u003cli\u003eSupports output in JSON format for integration with other tools or systems.\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\/wrench\" rel=\"nofollow noopener\" target=\"_blank\"\u003ehraness\/wrench\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":52923251065143,"sku":"MCP-HRANESS-WRENCH-PERCOLATE-KB","price":35.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/VJP1UGb-q11B0sU38YVbw_711a00b1302e40c9a9ac49f15d357cfb.jpg?v=1788036613","url":"https:\/\/mcpcart.com\/products\/optimize-your-ai-knowledge-graph-with-percolate-kb-skills","provider":"SPF PRO","version":"1.0","type":"link"}