AI-powered job application framework built on Claude Code. Fork it, fill in your profile, and let Claude evaluate jobs, tailor CVs, write cover letters, and prepare you for interviews.
485 nodes · 653 edges · 30 communities
Open-Source Knowledge Graph Skill
Graphify — Knowledge Graphs
Graphify — Knowledge Graphs
for AI Coding Assistants
Graphify is an open-source skill that helps AI coding assistants understand multi-modal codebases by building a queryable knowledge graph from code, docs, papers and diagrams.
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Choose an AI coding client with evidence
Browse source-reviewed product guides and structured comparisons for the tools changing how developers build software.
Product library
30 AI coding client guides
Compare workflow, agents, pricing, security, and delivery fit across the complete directory.
Browse all tools Structured comparisonCursor vs Codex
Scan aligned decision fields, official evidence, and explicit unknowns before switching your workflow.
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Open Graphify MCP
Source-reviewed directory
Find MCP servers for real development work
Compare transport, runtime, client support, setup effort, and access risks before connecting an AI agent.Explore Graphified trending repositories
Open real Graphify outputs from current GitHub Trending projects. Preview the graph without leaving the homepage, then jump into a repo detail page for the full report.
100 repos
854,079 nodes
1,932,930 edges
Production-grade engineering skills for AI coding agents.
86 nodes · 106 edges · 14 communities
π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video.
28,178 nodes · 57,385 edges · 1,291 communities
TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies.
1,818 nodes · 4,381 edges · 93 communities
Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB
14,403 nodes · 26,925 edges · 1,106 communities
🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN
10,340 nodes · 20,546 edges · 467 communities
PDF Parser for AI-ready data. Automate PDF accessibility. Open-source.
3,623 nodes · 9,494 edges · 199 communities
Automatic quad remeshing tool
53,626 nodes · 111,881 edges · 1,868 communities
📼 The missing YouTube and YouTube Music macOS app
8,514 nodes · 23,073 edges · 324 communities
obra/superpowers
#10
An agentic skills framework & software development methodology that works.
428 nodes · 614 edges · 58 communities
💡 Download the complete source code of any website (including all assets). [ Javascripts, Stylesheets, Images ] using Node.js
32 nodes · 29 edges · 6 communities
🐱 跨平台互动桌宠 BongoCat，为桌面增添乐趣！
980 nodes · 1,544 edges · 65 communities
Open WebUI Desktop 🌐
344 nodes · 651 edges · 27 communities
CuteLeaf/Firefly
#14
流萤，清新美观的 Astro 静态博客主题模板，Material Design 3 风格设计 | Firefly, fresh and aesthetic Astro blog theme template, Material Design 3 Style Design, Secondary development based on Fuwari.
1,494 nodes · 3,365 edges · 92 communities
openai/symphony
#15
Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents.
811 nodes · 1,390 edges · 72 communities
zml/zml
#16
Any model. Any hardware. Zero compromise. Built with @ziglang / @openxla / MLIR / @bazelbuild
4,638 nodes · 9,095 edges · 271 communities
ibhagwan/fzf-lua
#17
Improved fzf.vim written in lua
747 nodes · 1,071 edges · 74 communities
Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. OpenAI - ChatGPT 5.5 Thinking, GPT 5.5 Instant, Codex. Google - Gemini 3.5 Flash, 3.1 Pro, Antigravity. xAI - Grok, Cursor, Copilot, VS Code, Perplexity, and more. Updated regularly.
61 nodes · 93 edges · 8 communities
usestrix/strix
#19
Open-source AI penetration testing tool to find and fix your app’s vulnerabilities.
1,325 nodes · 2,842 edges · 77 communities
Privacy first, AI meeting assistant with 4x faster Parakeet/Whisper live transcription, speaker diarization, and Ollama summarization built on Rust. 100% local processing. no cloud required. Meetily (Meetly Ai - https://meetily.ai ) is the #1 Self-hosted, Open-source Ai meeting note taker for macOS & Windows.
4,859 nodes · 11,535 edges · 206 communities
ehviewer，用爱发电，快乐前行
19,269 nodes · 52,045 edges · 686 communities
wolfpld/tracy
#22
Frame profiler
8,627 nodes · 18,892 edges · 367 communities
dotnet/skills
#23
Repository for skills to assist AI coding agents with .NET and C#
15,085 nodes · 32,267 edges · 974 communities
Show usage stats for OpenAI Codex and Claude Code, without having to login.
21,039 nodes · 62,127 edges · 771 communities
An advanced Kernel based root solution for Android
2,364 nodes · 4,936 edges · 129 communities
The classic email sending library for PHP
731 nodes · 1,015 edges · 128 communities
rails/rails
#27
Ruby on Rails
55,340 nodes · 86,984 edges · 2,700 communities
A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.
166 nodes · 332 edges · 15 communities
saadeghi/daisyui
#29
🌼 🌼 🌼 🌼 🌼 The most popular, free and open-source Tailwind CSS component library
1,068 nodes · 1,561 edges · 142 communities
Local-first bookkeeping for iOS/Android/Web · Self-hosted cloud + iCloud/WebDAV/S3 sync · AI capture · MCP | 本地优先的跨端记账 · 自建云 + iCloud/WebDAV/S3 同步 · AI 记账 · MCP
15,935 nodes · 20,663 edges · 312 communities
Elixir is a dynamic, functional language for building scalable and maintainable applications
7,980 nodes · 14,159 edges · 604 communities
Git integration for buffers
774 nodes · 1,434 edges · 37 communities
git push no-mistakes
5,713 nodes · 16,343 edges · 259 communities
agent multiplexer that lives in your terminal.
19,311 nodes · 47,232 edges · 866 communities
alibaba/zvec
#35
A lightweight, lightning-fast, in-process vector database
23,127 nodes · 46,072 edges · 759 communities
apple/container
#36
A tool for creating and running Linux containers using lightweight virtual machines on a Mac. It is written in Swift, and optimized for Apple silicon.
5,543 nodes · 12,615 edges · 296 communities
A modern Android music app with ad-free streaming, synced lyrics, offline playback, and an intuitive user experience.
6,734 nodes · 15,061 edges · 444 communities
18 AI personas deliberate your hardest decisions across multiple LLM providers. Structured multi-round deliberation, confidence-weighted verdicts, genuine model diversity. Install as a Claude Code plugin — one command: /council
26 nodes · 37 edges · 5 communities
一个支持免代理直连及查看动图的第三方Pixiv flutter客户端
9,459 nodes · 15,124 edges · 404 communities
A self-hosted data logger for your Tesla 🚘 [main maintainer= @JakobLichterfeld ]
1,377 nodes · 1,605 edges · 235 communities
apache/apisix
#41
The Cloud-Native API Gateway and AI Gateway
3,626 nodes · 5,554 edges · 395 communities
This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
1,985 nodes · 4,078 edges · 142 communities
Give Claude the ability to watch any video. /watch downloads, extracts frames, transcribes, hands it all to Claude.
256 nodes · 445 edges · 17 communities
junegunn/fzf
#44
🌸 A command-line fuzzy finder
1,813 nodes · 4,098 edges · 102 communities
iflytek/skillhub
#45
Self-hosted, open-source agent skill registry for enterprises. Publish & version skill packages, govern with RBAC and audit logs, deploy on-premise with Docker or Kubernetes.
10,291 nodes · 31,575 edges · 453 communities
curl/curl
#46
A command line tool and library for transferring data with URL syntax, supporting DICT, FILE, FTP, FTPS, GOPHER, GOPHERS, HTTP, HTTPS, IMAP, IMAPS, LDAP, LDAPS, MQTT, MQTTS, POP3, POP3S, RTSP, SCP, SFTP, SMB, SMBS, SMTP, SMTPS, TELNET, TFTP, WS and WSS. libcurl offers a myriad of powerful features
8,942 nodes · 29,218 edges · 310 communities
topjohnwu/Magisk
#47
The Magic Mask for Android
5,556 nodes · 10,790 edges · 311 communities
An open-source, self-hostable PaaS alternative to Vercel, Heroku & Netlify that lets you easily deploy static sites, databases, full-stack applications and 280+ one-click services on your own servers.
21,183 nodes · 63,163 edges · 1,423 communities
Language Savant. If your repository's language is being reported incorrectly, send us a pull request!
6,477 nodes · 12,844 edges · 578 communities
Skills for Real Engineers. Straight from my .claude directory.
58 nodes · 72 edges · 13 communities
🍿 A cross-browser library of CSS animations. As easy to use as an easy thing.
98 nodes · 102 edges · 11 communities
A modern vue admin panel built with Vue3, Shadcn UI, Vite, TypeScript, and Monorepo. It's fast!
7,790 nodes · 12,543 edges · 445 communities
A minimal, accessible and SEO-friendly Astro blog theme.
231 nodes · 444 edges · 14 communities
Get Android app updates straight from the source.
1,830 nodes · 2,612 edges · 74 communities
Spark RAPIDS plugin - accelerate Apache Spark with GPUs
37,581 nodes · 80,470 edges · 1,761 communities
Enterprise-ready zero-trust access platform built on WireGuard®.
18,560 nodes · 37,131 edges · 1,470 communities
A CLI tool to switch and manage Codex accounts
1,487 nodes · 3,040 edges · 80 communities
folke/lazy.nvim
#58
💤 A modern plugin manager for Neovim
483 nodes · 763 edges · 35 communities
facebook/astryx
#59
An open source design system that's fully customizable and agent ready
16,255 nodes · 35,914 edges · 1,587 communities
Use Codex from Claude Code to review code or delegate tasks.
442 nodes · 1,074 edges · 16 communities
Gas Town - multi-agent workspace manager
17,648 nodes · 54,781 edges · 704 communities
apache/maven
#62
Apache Maven core
32,068 nodes · 93,030 edges · 2,827 communities
Abseil Common Libraries (C++)
10,925 nodes · 20,071 edges · 737 communities
Fastest and only macOS Dictation app with on-device STT and custom trained AI enhancement model. A local Wispr Flow alternative. ⭐ helps a ton :) Windows & iOS waitlist open. Linux soon.
4,393 nodes · 12,317 edges · 180 communities
Block ads system-wide on Android using local VPN-based DNS filtering. No root needed. No data collection.
2,463 nodes · 4,041 edges · 174 communities
Websites for Rikka apps.
202 nodes · 230 edges · 39 communities
Sec-Gemini is a cutting-edge AI model designed to enhance cybersecurity capabilities and empower defenders in the ongoing battle against cyber threats.
1,335 nodes · 2,280 edges · 104 communities
🦄 A curated list of privacy & security-focused software and services
1,130 nodes · 2,137 edges · 68 communities
Love Iwara (i-iwara or 2i). An unofficial iwara flutter app - Supporting multiple platforms and devices including mobile phones, tablets and computers. Compatible with Android, Windows and other systems. 第三方的Iwara应用 - 支持多个平台和设备，包括手机、平板和计算机。兼容 安卓、IOS、Windows、MacOS等系统。
14,437 nodes · 20,845 edges · 520 communities
scalapb/ScalaPB
#70
Protocol buffer compiler for Scala.
10,760 nodes · 15,897 edges · 608 communities
Your next YouTube media manager
1,285 nodes · 1,422 edges · 269 communities
Quickstart configs for Nvim LSP
1,100 nodes · 640 edges · 604 communities
iptv-org/iptv
#73
Collection of publicly available IPTV channels from all over the world
383 nodes · 814 edges · 22 communities
openai/plugins
#74
OpenAI Plugins
9,276 nodes · 18,206 edges · 507 communities
Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
678 nodes · 1,353 edges · 36 communities
Local-first session search, analytics, insights, and token use statistics for coding agents, supporting Claude Code, Codex, and more than 20 other agents.
21,368 nodes · 68,350 edges · 665 communities
facebook/zstd
#77
Zstandard - Fast real-time compression algorithm
5,214 nodes · 16,146 edges · 272 communities
gabime/spdlog
#78
Fast C++ logging library.
2,354 nodes · 4,893 edges · 131 communities
Advanced UX and interoperability extension for Wand (WeMod) app
1,325 nodes · 2,542 edges · 94 communities
Containerization is a Swift package for running Linux containers on macOS.
6,138 nodes · 15,666 edges · 309 communities
Headunit App for displaying Android Auto
8,495 nodes · 22,310 edges · 256 communities
One-command install script for self-hosted AmneziaWG 2.0 VPN on Ubuntu and Debian: DPI bypass, traffic obfuscation, auto-hardening, client management
305 nodes · 893 edges · 12 communities
A Claude Code skill that turns any codebase into a beautiful, interactive single-page HTML course for non-technical vibe coders.
13 nodes · 18 edges · 4 communities
frappe/crm
#84
Fully featured, open source CRM
5,115 nodes · 6,314 edges · 643 communities
imputnet/cobalt
#85
best way to save what you love
1,183 nodes · 1,767 edges · 145 communities
Bring projects, wikis, and teams together with AI. AppFlowy is the AI collaborative workspace where you achieve more without losing control of your data. The leading open source Notion alternative.
38,663 nodes · 78,672 edges · 1,251 communities
delta-io/delta
#87
An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
35,550 nodes · 93,553 edges · 1,405 communities
neurosnap/zmx
#88
Session attach/detach for the terminal
144 nodes · 260 edges · 15 communities
An ebook reader application supporting PDF, DjVu, EPUB, FB2 and many more formats, running on Cervantes, Kindle, Kobo, PocketBook and Android devices
6,731 nodes · 11,044 edges · 439 communities
decolua/9router
#90
Unlimited FREE AI coding. Connect Claude Code, Codex, Cursor, Cline, Copilot, Antigravity to FREE Claude/GPT/Gemini via 40+ providers. Auto-fallback, RTK -40% tokens, never hit limits.
4,917 nodes · 10,146 edges · 423 communities
A TTS that fits in your CPU (and pocket)
449 nodes · 767 edges · 27 communities
Send push notifications to your phone or desktop using PUT/POST
3,855 nodes · 10,784 edges · 212 communities
Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues .
36,887 nodes · 136,161 edges · 731 communities
GoogleTest - Google Testing and Mocking Framework
7,962 nodes · 13,887 edges · 318 communities
A modern file manager that helps users organize their files and folders.
15,275 nodes · 25,384 edges · 866 communities
Burning through your subscriptions too fast? Paying for stuff you never use? Stop guessing. OpenUsage is free and open source.
4,504 nodes · 13,480 edges · 213 communities
Bitwarden mobile apps (Password Manager and Authenticator) for Android.
28,243 nodes · 54,908 edges · 1,251 communities
Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.
276 nodes · 527 edges · 26 communities
lancedb/lancedb
#99
Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
9,461 nodes · 23,064 edges · 412 communities
MacOS like theme for all gtk based desktops
165 nodes · 223 edges · 34 communities
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What is Graphify?
Graphify is a multi-modal knowledge graph builder created for AI coding assistants such as Claude Code, OpenAI Codex and OpenCode. By combining Tree-sitter static analysis with LLM-driven semantic extraction, Graphify turns an entire repository — including source code, documentation, research papers and diagrams — into an interactive graph that explains both what the code does and why it was designed that way. The project is maintained by Safi Shamsi, released under the permissive MIT license, and built on widely-trusted libraries including NetworkX and Tree-sitter.
3.7k+GitHub Stars
MITLicense
71.5×Token Reduction
Python 3.10+Runtime
Core Capabilities
Graphify unifies static analysis, semantic extraction and graph clustering into a single skill that any AI coding assistant can invoke.
Multi-Modal Extraction
Parses code (.py, .js, .go, .java, …), Markdown, PDFs and images. Tree-sitter extracts ASTs, call graphs and docstrings; LLMs extract concepts from prose; vision models read diagrams.
Knowledge Graph Build
Merges all extracted nodes and edges into a NetworkX graph and applies the Leiden algorithm for semantic community detection — no vector embeddings required.
God Nodes & Surprises
Identifies the highest-degree "god nodes" at the heart of the system and flags unexpected cross-file or cross-domain connections worth investigating.
Interactive Outputs
Exports an interactive graph.html, a queryable graph.json, and a human-readable GRAPH_REPORT.md audit report.
Assistant Integration
Ships with /graphify, /graphify query, /graphify path and /graphify explain commands for Claude Code, Codex, OpenCode and more.
Secure by Design
Strict input validation: only http/https URLs, size and timeout limits, path containment, HTML-escaped node labels — defending against SSRF, injection and XSS.
Architecture & Pipeline
Graphify is a multi-stage pipeline. Each stage is an isolated module so contributors can extend any step independently.
detect — collect files
extract — AST + LLM nodes/edges
build — NetworkX graph
cluster — Leiden communities
analyze — god nodes & surprises
report — GRAPH_REPORT.md
export — HTML / JSON / Obsidian
Supporting modules include ingest.py for URL fetching, cache.py for semantic caching, security.py for input validation, watch.py for live updates and serve.py for MCP-protocol service.
Install & Run
Install Graphify AI from the repository with Python 3.12 and uv. The package is private-context-mcp; the CLI command is private-context.
# Requires Python 3.12 and uv; run from the Graphify AI repository root
uv sync --extra dev --extra cloud --no-editable \
--reinstall-package private-context-mcp
# Verify the local installation
uv run --no-sync private-context doctor
# Start the local stdio MCP server
uv run --no-sync private-context serve --transport stdioThe commands use Graphify AI’s locked dependencies and local runtime. Use the hosted console at app.graaph.org when you do not need a local installation.
Worked Examples
The repository ships with reproducible corpora demonstrating Graphify on both small libraries and large mixed code-and-paper collections.
httpx (small)
6 Python files modeling an HTTP transport layer. Result: 144 nodes, 330 edges, 6 communities. God nodes: Client, AsyncClient, Response, Request. Surprise edge: DigestAuth → Response.
Karpathy mixed corpus
3 GPT framework repos + 5 attention papers + 4 diagrams (~52 files, ~92k words). Result: 285 nodes, 340 edges, 53 communities. Average query cost ~1.7k tokens vs ~123k naive — a 71.5× reduction.
Comparison
How Graphify relates to adjacent open-source projects in the code-intelligence space.
| Project | Focus | Strength | Limitation vs Graphify |
|---|---|---|---|
| Sourcegraph | Cross-repo code search | Enterprise-grade navigation | Not a knowledge graph; limited design semantics |
| Code2Vec | Function-level embeddings | Vector retrieval & classification | No graph structure, no multi-modal input |
| Neo4j | General graph database | Powerful Cypher queries | Does not generate graphs from code itself |
Security, Licensing & Trust
Graphify is released under the MIT License. Its core dependencies — NetworkX (BSD) and Tree-sitter (MIT) — are all permissive open-source licenses with no conflicts. The project performs no telemetry. The only outbound network call is the semantic-extraction step, which uses your own configured AI model API key; only semantic descriptions of documents are transmitted, never raw source code. URLs are restricted to http/https, downloads are size- and time-bounded, output paths are containment-checked, and node labels are HTML-escaped to prevent SSRF, Cypher injection and XSS.
Learn more about Graphify
Deeper guides on how Graphify builds, clusters and serves knowledge graphs to AI coding assistants.
Knowledge Graphs for AI Coding Assistants
Why structural graphs beat vector RAG for code understanding.
Tree-sitter AST Extraction
How Graphify parses 19 languages locally, with no LLM calls on source.
Leiden Community Detection
Clustering on graph topology alone — no embeddings, no vector store.
Claude Code Integration
CLAUDE.md directives and the PreToolUse hook, step by step.
CLI Command Reference
Every /graphify and graphify command in one place.
Graphify vs Alternatives
Honest comparison against Sourcegraph, Code2Vec and Neo4j.
Frequently Asked Questions
Does Graphify send my code to a third-party model?
No. Graphify only sends semantic descriptions of documents and diagrams to the AI model you have already configured in your assistant — never raw source files.
Which AI coding assistants are supported?
Claude Code, OpenAI Codex and OpenCode are supported out of the box via dedicated skill-*.md manifests. Any assistant that can call shell commands can invoke graphify.
How large a codebase can Graphify handle?
Tree-sitter parsing and NetworkX construction scale linearly with code size. On a ~500k-word corpus, BFS subgraph queries stay around ~2k tokens versus ~670k naive — preserving compression at scale.
Is Graphify free for commercial use?
Yes. Graphify is MIT-licensed and free for both personal and commercial use.