Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.
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README
Read this in other languages English | 简体中文 | 日本語 | 한국어 | Deutsch | Français | Español | हिन्दी | Português | Русский | العربية | فارسی | Italiano | Polski | Nederlands | Türkçe | Українська | Tiếng Việt | Bahasa Indonesia | Svenska | Ελληνικά | Română | Čeština | Suomi | Dansk | Norsk | Magyar | ภาษาไทย | Oʻzbekcha | 繁體中文 | Filipino | עברית Cut agent token spend by 80%. Graphify Cloud is always-on memory that governs your agents, keeps code quality high, and proves correctness with formal verification. Start a free 14-day trial → Type /graphify in your AI coding assistant and it maps your entire project (code, docs, PDFs, images, videos) into a knowledge graph you can query instead of grepping through files. - Code maps for free, fully local. Code is parsed with tree-sitter AST: deterministic, no LLM, nothing leaves your machine. (Docs, PDFs, images and video use your assistant's model, or a configured API key, for a semantic pass.) - Every edge is explained. Each connection is tagged EXTRACTED (explicit in the source) or INFERRED (resolved by graphify), so you can tell what was read directly from what was inferred. - Not a vector index. No embeddings, no vector store: a real graph you traverse. Ask a question, trace the path between two things, or explain one concept. [!NOTE] Want this always-on? Graphify Cloud keeps the graph live across your entire SDLC: monorepo and cross-repo support, formal verification, and code review with a bird's-eye view of your SDLC, plus connectors for Sentry, Jira, and more so incidents and tickets sit in the same graph as your code. Start a free 14-day trial at app.graphify.com. The FastAPI codebase mapped by graphify. Every node is a concept, colors are detected communities, and the whole thing is clickable in graph.html. Get started (30 seconds). Needs Python 3.10+ and uv (or pipx): bash uv tool install graphifyy install the CLI (or: pipx install graphifyy) graphify install detects your assistant and registers the skill Then, in your AI assistant: /graphify . That's it. You get three files: graphify-out/ ├── graph.html open in any browser: click nodes, filter, search ├── GRAPH_REPORT.md the highlights: key concepts, surprising connections, suggested questions └── graph.json the full graph: query it anytime without re-reading your files The persisted graph includes graph.schema_version so integrations can detect incompatible format changes, plus graph.graphify_version identifying the Graphify release that produced it. One install, any assistant, any OS. Claude Code, Cursor, Codex, Gemini CLI, GitHub Copilot, and 20+ more, on macOS, Linux, and Windows: pick your platform. --- See it in action Once the graph is built you query it instead of reading files. Real output, graphify run on the FastAPI codebase shown above: text $ graphify explain "APIRouter" Node: APIRouter Source: routing.py L2210
Top issues
#4281Node IDs drop the file extension (and doc IDs the path), so distinct entities in x.py/x.html or a/x.md/b/x.md collide and one is lost16 comments · 2026-10-10#533codex not support additionalContext on PreToolUse10 comments · 2026-04-24#152Integration idea: agentmemory for temporal memory + graphify for structural knowledge9 comments · 2026-04-09#1667Non-deterministic community assignments across identical-corpus runs (0.9.6)8 comments · 2026-07-04#4494[Bug] Pi skill uses unsupported general-purpose subagent instead of delegate7 comments · 2026-10-16#1829Node IDs collide for files sharing a basename (e.g. layout.py vs layout.ts)7 comments · 2026-07-12#1689R (.r/.R) listed in CODE_EXTENSIONS but has no AST extractor — silently drops all R files with zero warning7 comments · 2026-07-05#1566Extend indirect_call to remaining dispatch patterns (dict tables, assignments, other languages)7 comments · 2026-06-30
Discussions
#4120GraphGuild: Graphify's community program is now open0 comments · 2026-10-05#3827Welcome: Use Discussions for ideas, Discord for real-time chat2 comments · 2026-09-25#3515The graphify platform is now free for open-source projects0 comments · 2026-09-12#2874We just did our official Y Combinator launch (an upvote would mean a lot)0 comments · 2026-08-19#2855Graphify is on X, come say hi (a repost would mean a lot)0 comments · 2026-08-18#2772Graphify is on YouTube, and our first video is up1 comments · 2026-08-15#2359100k stars, and early access to the graphify platform before v10 comments · 2026-07-31#1931How to effectivally use it on antigravity or other IDEs?1 comments · 2026-07-15
Latest release
graphify 0.9.104 v0.9.104 2026-11-08graphify 0.9.104
- Security: skill the /graphify runbook no longer substitutes the scan path into Python code. Every generated code block (detect, AST and semantic extraction, build, diagnose, label, manifest, and --update) now reads the resolved scan root from the trusted graphify-out/.graphify_root sidecar that Step 1 writes through a quoted heredoc, instead of pasting the agent-supplied path into a string literal. A directory whose name carried a quote or $(...) could previously break out of Path('INPUT_PATH') and run as code; it is now read as inert data. Covers the assembled hosts and th相关报道 (8)
cyberqGitHub 趨勢周報 Vol.29:代理記憶與程式碼圖譜補上長期脈絡,資安技能庫規模化2026-08-21alphamatch.aiGraphify:讓 AI 程式助手真正「讀懂」你程式碼的知識圖譜層2026-06-06腾讯网Graphify:为代码库构建知识图谱,以图遍历替代向量检索2026-04-26InfoQ.cnGraphify:整合代码库上下文,优化基于代理的软件工程2026-10-02腾讯新闻知识库分层编排:从 RAG 到 Agent-native Knowledge Context Layer2026-06-1053AIKarpathy的LLM Wiki + 3.5 万Star的Graphify:企业级 RAG 缺的真是知识图谱?2026-04-27CSDN博客【实战】AI图谱工具实战:Graphify vs GitNexus 深度对比,让AI读懂你的代码仓库2026-04-19智源社区卡帕西没做完的,开源社区48小时搞定了!完全体知识库,token省70倍2026-04-08
News & coverage (16)
Hacker NewsGraphify – Less token use for Claude Code▲ 3 · 0 comments · 2026-08-07Hacker NewsGraphify – Turn any codebase into a queryable knowledge graph▲ 2 · 0 comments · 2026-08-06Hacker NewsGraphify: Codebase Knowledge Graph▲ 2 · 0 comments · 2026-07-29Hacker NewsShow HN: Turn any folder of code, SQL schemas into a queryable knowledge graph▲ 2 · 0 comments · 2026-07-14Analytics InsightFrom Developer Interest to Recurring Use: Safi Shamsi Tracks Graphify’s Growth as an AI Coding Context Layer2026-11-08note[Verification] Is it true that "7 free repositories can do 80% of a designer's work"? I investigated the 72026-10-30noteHow graphify, which turns folders into knowledge graphs, changes the 'ask that person' culture in teams2026-10-19ForbesYour AI Agents Can Write Code. Can They Understand Your Business?2026-10-02InfoQGraphify: Unifying Codebase Context to Streamline Agentic Software Engineering2026-09-23noteTurning Your Codebase into a Knowledge Graph with Graphify — An Introduction to Drastically Reducing Token Consumption in AI Coding —2026-07-29