{"product_id":"docmancer-ai-skill-enhance-coding-with-local-memory-recall","title":"Docmancer AI Skill: Enhance Coding with Local Memory Recall","description":"\u003ch3\u003eDocmancer AI Skill: Enhance Coding with Local Memory Recall\u003c\/h3\u003e\n\u003cp\u003eThe Docmancer AI Skill enhances coding agents by providing shared, local memory recall capabilities. It consolidates memory from various coding agents like Claude Code, Codex, and Cursor, enabling them to access and utilize past decisions, project conventions, and coding instructions without repeated input.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eConsolidates memory from multiple coding agents like Claude Code, Codex, Cursor, and others present on the machine.\u003c\/li\u003e\n    \u003cli\u003eIndexes technical documentation locally for reference.\u003c\/li\u003e\n    \u003cli\u003eCreates a human-readable Shared Memory tree with grounded, cited recall.\u003c\/li\u003e\n    \u003cli\u003eSupports automatic recall through hooks for Claude Code and Codex, provided through recall hooks.\u003c\/li\u003e\n    \u003cli\u003eProvides on-demand access through the command line interface and MCP tools.\u003c\/li\u003e\n    \u003cli\u003eOperates primarily on local memory, with network access only upon user request for online documentation or external resources.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eSoftware developers seeking enhanced recall capabilities in their AI coding agents.\u003c\/li\u003e\n    \u003cli\u003eDevelopment teams using multiple AI coding agents on shared projects.\u003c\/li\u003e\n    \u003cli\u003eTeams needing efficient access to project-specific memory and documentation.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eSimplifying repeated tasks by recalling previous project decisions and instructions.\u003c\/li\u003e\n    \u003cli\u003eIncreasing consistency in coding practices by aligning on a shared memory for agents.\u003c\/li\u003e\n    \u003cli\u003eFacilitating quicker onboarding of new team members through accessible documentation and memory recall.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n    \u003cli\u003eIntegrates with coding agents like Claude Code, Codex, Cursor, and Gemini.\u003c\/li\u003e\n    \u003cli\u003eUtilizes SQLite FTS5 and sqlite-vec for memory indexing.\u003c\/li\u003e\n    \u003cli\u003eEmploys bundled Model2Vec embeddings for local operations.\u003c\/li\u003e\n    \u003cli\u003eInstallation via CLI commands: \u003ccode\u003epipx install docmancer\u003c\/code\u003e or \u003ccode\u003euv tool install docmancer\u003c\/code\u003e.\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\u003edocmancer\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/docmancer\/docmancer\" rel=\"nofollow noopener\" target=\"_blank\"\u003edocmancer\/docmancer\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":52789814591799,"sku":"MCP-DOCMANCER-DOCMANCER-DOCMANCER","price":3.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/w0fgPvA3qJvAiV54ALYDp_5629a9ec181f46d3b6109428a0fae6ef.jpg?v=1785920766","url":"https:\/\/mcpcart.com\/products\/docmancer-ai-skill-enhance-coding-with-local-memory-recall","provider":"SPF PRO","version":"1.0","type":"link"}