{"product_id":"ai-agent-skill-contextual-knowledge-recall-for-claude","title":"AI Agent Skill: Contextual Knowledge Recall for Claude","description":"\u003ch3\u003eAI Agent Skill: Contextual Knowledge Recall for Claude\u003c\/h3\u003e\n\n\u003cp\u003eThis AI Agent Skill enhances Claude Code by enabling contextual knowledge recall from a specified knowledge base. It conducts hybrid searches using lexical techniques, local vector embeddings, and a see-link graph to retrieve entries relevant to a query by meaning rather than just keywords.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003ePerforms hybrid searches incorporating ripgrep, vector embeddings, and a link graph over the `.claude\/knowledge\/entries\/` directory.\u003c\/li\u003e\n    \u003cli\u003eRetrieves knowledge base entries by semantic meaning, addressing queries that involve synonyms or cross-language wording.\u003c\/li\u003e\n    \u003cli\u003eFalls back to a lexical-only search using ripgrep if the vector index or its dependencies are not available.\u003c\/li\u003e\n    \u003cli\u003eOperates on-demand and remains separate from the per-prompt hooks, ensuring instantaneous keyword-based search via ripgrep when needed.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is designed for developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex, who need advanced tools for effective knowledge retrieval in their coding environment.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eSearching for relevant prior art, decisions, or pitfalls when starting a new project or task.\u003c\/li\u003e\n    \u003cli\u003eAddressing queries noted differently from existing knowledge base entries, such as those using different languages or synonyms.\u003c\/li\u003e\n    \u003cli\u003eTracing the evolution of decision-making paths or mapping related context around a specific knowledge entry.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eUtilizes ripgrep for efficient lexical searches.\u003c\/li\u003e\n    \u003cli\u003eEmploys local vector embeddings for semantic understanding of queries.\u003c\/li\u003e\n    \u003cli\u003eIntegrates a see-link graph to track connections between related knowledge entries.\u003c\/li\u003e\n    \u003cli\u003eFunctions independently of per-prompt hooks to maintain system responsiveness.\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\u003eLevNas\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/LevNas\/ccmemo\" rel=\"nofollow noopener\" target=\"_blank\"\u003eLevNas\/ccmemo\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":52830581850423,"sku":"MCP-LEVNAS-CCMEMO-RECALL-KNOWLEDGE","price":34.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/h21a_h13dKJMPK37ddqCb_04c09e2593a0470596e8474d42da27f4.jpg?v=1786619335","url":"https:\/\/mcpcart.com\/products\/ai-agent-skill-contextual-knowledge-recall-for-claude","provider":"SPF PRO","version":"1.0","type":"link"}