{"id":9085,"date":"2026-06-14T01:56:51","date_gmt":"2026-06-13T17:56:51","guid":{"rendered":"https:\/\/infernews.com\/blog\/ai-coding-assistant-skill-claude-code-codex-opencode-cursor-gemini-cli-and-more\/"},"modified":"2026-06-14T02:16:35","modified_gmt":"2026-06-13T18:16:35","slug":"graphify","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/graphify\/","title":{"rendered":"graphify\uff1a\u628a\u96dc\u4e82\u8cc7\u6599\u8b8a\u6210\u53ef\u67e5\u8a62\u77e5\u8b58\u5716\u8b5c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/logo-text-f0a0c2663289.jpg\" alt=\"Graphify\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">graphify \u662f\u4e00\u500b\u7d66 AI coding assistant \u7528\u7684 skill\uff0c\u80fd\u628a\u4f60\u7684 codebase\u3001\u6587\u4ef6\u3001PDF\u3001\u5716\u7247\u3001\u5f71\u7247\u8f49\u6210\u53ef\u67e5\u8a62\u7684 knowledge graph\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u652f\u63f4\u591a\u7a2e AI \u5de5\u5177\u8207 IDE\uff0c\u5305\u62ec Claude Code\u3001Codex\u3001Cursor\u3001Gemini CLI\u3001OpenCode\u3001OpenClaw \u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u8f03\u6709\u65b0\u610f\u7684\u5730\u65b9\uff0c\u5728\u65bc fully multimodal \u8207\u6301\u4e45\u5316\u8a2d\u8a08\u540c\u6642\u51fa\u73fe\u3002graphify \u6703\u7528 Claude vision \u5f9e\u5716\u7247\u3001\u767d\u677f\u76f8\u7247\u3001\u793a\u610f\u5716\u62bd\u53d6\u6982\u5ff5\uff0c\u518d\u8ddf\u6587\u5b57\u8207\u7a0b\u5f0f\u78bc\u5167\u5bb9\u63a5\u8d77\u4f86\uff1b\u540c\u6642\u7528 SHA256 cache \u53ea\u91cd\u8dd1\u8b8a\u66f4\u904e\u7684\u6a94\u6848\uff0c\u4ee4\u66f4\u65b0\u6d41\u7a0b\u4e0d\u6703\u6bcf\u6b21\u7531\u96f6\u958b\u59cb\u3002<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"Graphify: Turn Your Codebase into a Queryable Knowledge Graph for Claude Code\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_AkP7-uBB7hc\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FAkP7-uBB7hc%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/AkP7-uBB7hc\" \/><meta itemprop=\"duration\" content=\"PT11M48S\" \/><meta itemprop=\"uploadDate\" content=\"2026-06-08T09:37:19Z\" \/><\/div><div id=\"lyte_AkP7-uBB7hc\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FAkP7-uBB7hc%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">Graphify: Turn Your Codebase into a Queryable Knowledge Graph for Claude Code<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/AkP7-uBB7hc\" rel=\"nofollow noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FAkP7-uBB7hc%2F0.jpg\" alt=\"Graphify: Turn Your Codebase into a Queryable Knowledge Graph for Claude Code\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Your codebase is too large for grep and too expensive to dump into an AI context window every time you have a question. Graphify converts code, docs, PDFs, images, and videos into a single knowledge graph you can query instantly \u2014 saving 71.5x tokens per query compared to reading raw files. In this video, you&#039;ll learn: SETUP &amp; USAGE - How to install Graphify with uv and register it with your AI assistant in three commands - Building your first knowledge graph with a single slash command - Query commands: graphify query, graphify path (with DFS flag), and graphify explain - Output formats: interactive HTML visualization, markdown report, and JSON export UNDER THE HOOD - The six-stage pipeline: detect \u2192 extract \u2192 build-graph \u2192 cluster \u2192 analyze \u2192 output - Three extraction passes: free local tree-sitter parsing (28+ languages), free local whisper transcription, and LLM-powered doc\/PDF\/image analysis - Leiden algorithm for community detection that groups related concepts across file types and languages - Shared node ID mechanism that automatically merges references across code and documentation - God nodes and surprising connections: identifying architectural spines and non-obvious cross-module dependencies PRACTICAL GUIDANCE - When to use Graphify vs. grep vs. reading files directly - Token economics: build once, query forever, with incremental updates for changed files - Confidence tags (extracted, inferred, ambiguous) for knowing what&#039;s ground truth vs. LLM inference - Integration with Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, Aider, and more - Export to Obsidian, SVG, GraphML (Gephi), and Neo4j - Honest trade-offs: LLM costs for non-code files, 1-3 min first build, static analysis limitations GitHub: github.com\/safishamsi\/graphify #Graphify #KnowledgeGraph #CodebaseAnalysis #TreeSitter #AIAssistant #ClaudeCode #DevTools #CodeNavigation #StaticAnalysis #LeidenAlgorithm #CommunityDetection #TokenOptimization #NetworkX #GraphAnalysis #DeveloperProductivity #CodeUnderstanding #OpenSource #Python #RAG #CodeIntelligence\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4 code\u3001PDF\u3001markdown\u3001screenshots\u3001diagrams\u3001whiteboard photos \u7b49\u591a\u7a2e\u8f38\u5165<\/li>\n\n\n\n<li>\u8f38\u51fa\u4e0d\u53ea\u4e00\u7a2e\uff0c\u5305\u542b\u4e92\u52d5\u5716\u8b5c\u3001Obsidian vault\u3001wiki \u9801\u9762\u8207\u5831\u544a\u6a94<\/li>\n\n\n\n<li>\u5b98\u65b9\u63cf\u8ff0\u63d0\u5230\u6bcf\u6b21\u67e5\u8a62\u53ef\u6bd4\u76f4\u63a5\u8b80\u539f\u59cb\u6a94\u6848\u6e1b\u5c11 71.5x tokens<\/li>\n\n\n\n<li>\u63d0\u4f9b <code>--update<\/code> \u8207 <code>--mode deep<\/code>\uff0c\u9069\u5408\u6301\u7e8c\u6574\u7406\u8b8a\u52d5\u4e2d\u7684\u8cc7\u6599\u96c6<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u8f03\u9069\u5408\u5e7e\u985e\u4eba\uff1a\u9577\u671f\u7dad\u8b77\u5927\u578b codebase \u7684\u958b\u767c\u8005\u3001\u8981\u6574\u7406\u7814\u7a76\u6750\u6599\u7684\u4eba\u3001\u6703\u628a\u6587\u4ef6\u8207\u622a\u5716\u6df7\u5728\u4e00\u8d77\u5b58\u6a94\u7684\u77e5\u8b58\u5de5\u4f5c\u8005\u3002\u82e5\u4f60\u7684\u8cc7\u6599\u672c\u4f86\u5c31\u5f88\u5c11\u3001\u7d50\u69cb\u6e05\u695a\uff0c\u5b83\u7684\u512a\u52e2\u672a\u5fc5\u6703\u5b8c\u5168\u767c\u63ee\uff1b\u4f46\u5c0d\u8cc7\u8a0a\u4f86\u6e90\u5206\u6563\u3001\u8de8\u683c\u5f0f\u6df7\u96dc\u7684\u60c5\u5883\uff0cgraphify \u986f\u5f97\u76f8\u7576\u5c0d\u75c7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u80fd\u8cc7\u6599\u76ee\u524d\u516c\u958b\u91cd\u9ede\u4ee5 token \u7bc0\u7701\u70ba\u4e3b\uff0c\u5c6c\u65bc\u6548\u7387\u5c0e\u5411\u7684\u8a0a\u865f\uff0c\u4e0d\u7b49\u65bc\u5b8c\u6574\u57fa\u6e96\u6e2c\u8a66\u3002\u76f8\u95dc\u6280\u8853\u8207\u4f9d\u8cf4\u53ef\u76f4\u63a5\u898b\u5230 Claude Code\u3001Claude vision\u3001Obsidian\uff0c\u4ee5\u53ca\u77e5\u8b58\u5716\u8b5c\u8f38\u51fa\u6d41\u7a0b\uff1b\u82e5\u4f60\u60f3\u70ba AI coding assistant \u5efa\u7acb\u53ef\u8ffd\u8e64\u3001\u53ef\u7d2f\u7a4d\u7684\u5167\u5bb9\u7d22\u5f15\uff0c\u9019\u500b\u9805\u76ee\u6709\u660e\u986f\u53ef\u8a66\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u652f\u63f4\u5de5\u5177\u8868<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u5de5\u5177 \/ \u5e73\u53f0<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5b89\u88dd\u6216\u555f\u7528\u6307\u4ee4<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\">Claude Code<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">CodeBuddy<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform codebuddy<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Codex<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform codex<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">OpenCode<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform opencode<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Kilo Code<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform kilo<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">GitHub Copilot CLI<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform copilot<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">VS Code Copilot Chat<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify vscode install<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Aider<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform aider<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">OpenClaw<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform claw<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Factory Droid<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform droid<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Trae<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform trae<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Trae CN<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform trae-cn<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Gemini CLI<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform gemini<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Hermes<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform hermes<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Kimi Code<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform kimi<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Amp<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify amp install<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Kiro IDE\/CLI<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify kiro install<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Pi coding agent<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify install --platform pi<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Cursor<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify cursor install<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Devin CLI<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify devin install<\/code><\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Google Antigravity<\/td><td class=\"has-text-align-left\" data-align=\"left\"><code>graphify antigravity install<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/safishamsi\/graphify\" rel=\"noopener noreferrer\">https:\/\/github.com\/safishamsi\/graphify<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>graphify \u662f\u7d66 Claude Code \u7528\u7684\u6280\u80fd\u9805\u76ee\uff0c\u6703\u628a\u591a\u7a2e\u683c\u5f0f\u5167\u5bb9\u6574\u7406\u6210\u77e5\u8b58\u5716\u8b5c\u3002\u5c0d\u7d93\u5e38\u5728\u6587\u4ef6\u3001\u7a0b\u5f0f\u78bc\u8207\u622a\u5716\u4e4b\u9593\u4f86\u56de\u627e\u8cc7\u6599\u7684\u4eba\u7279\u5225\u6709\u5e6b\u52a9\u3002<\/p>\n","protected":false},"author":8,"featured_media":9084,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,197],"tags":[],"class_list":["post-9085","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9085","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9085"}],"version-history":[{"count":3,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9085\/revisions"}],"predecessor-version":[{"id":9092,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9085\/revisions\/9092"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9084"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9085"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9085"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9085"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}