# graphify | Graphify Labs | Knowledge Base | Instagit

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.

GitHub Stars: 86.3k

Repository: https://github.com/Graphify-Labs/graphify

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## Articles

### [How to Get Support for Graphify: Channels, Documentation, and Community Resources](/Graphify-Labs/graphify/how-to-get-support-for-graphify)

Need Graphify support? Discover official channels including GitHub Issues, Discord chat, and LinkedIn. Find quick answers and community help in our documented resources.

- Tags: getting-started
- Published: 2026-07-19

### [Security Implications of Using Graphify: Local-First Architecture and Defensive Design](/Graphify-Labs/graphify/what-are-the-security-implications-of-using-graphify)

Explore Graphify's security implications. Learn how its local-first architecture and defensive design minimize attack vectors with strict input validation and resource limits.

- Tags: security
- Published: 2026-07-19

### [How to Deploy Graphify: Docker and Local Installation Guide](/Graphify-Labs/graphify/how-to-deploy-graphify)

Deploy Graphify easily using Docker or local installation. Follow our guide for quick setup and get your Graphify instance running in minutes.

- Tags: how-to-guide
- Published: 2026-07-19

### [Graphify Release Notes (v8): Critical Fixes, Security Updates, and Platform Support (0.9.15–0.9.20)](/Graphify-Labs/graphify/what-are-the-release-notes-for-graphify)

Explore Graphify v8 release notes detailing critical AI safety fixes, crash resilience, semantic-cache improvements, and new platform support. Enhance security with query-log opt-in.

- Tags: release-notes
- Published: 2026-07-19

### [How to Troubleshoot Graphify Issues: 10 Critical Fixes for Common Pipeline Failures](/Graphify-Labs/graphify/how-to-troubleshoot-graphify-issues)

Troubleshoot Graphify issues with 10 critical fixes for common pipeline failures. Resolve CLI PATH, API key, and schema validation errors by diagnosing detect, extract, or build components.

- Tags: how-to-guide
- Published: 2026-07-19

### [Performance Considerations for Graphify: Optimizing Large-Scale Code Analysis Pipelines](/Graphify-Labs/graphify/what-are-the-performance-considerations-for-graphify)

Discover Graphify's performance considerations. Learn how semantic caching and incremental detection enable efficient large-scale code analysis for any project size.

- Tags: performance
- Published: 2026-07-19

### [How to Integrate Graphify with Other Tools: Complete Guide to Python Embedding, CLI Pipelines, and MCP Servers](/Graphify-Labs/graphify/how-to-integrate-graphify-with-other-tools)

Integrate Graphify with Python, CLI, and MCP servers. Leverage its pure Python functions and NetworkX graph output for easy integration into your existing workflows and applications.

- Tags: how-to-guide
- Published: 2026-07-19

### [Best Practices for Using Graphify: Local Knowledge Graph Optimization](/Graphify-Labs/graphify/what-are-the-best-practices-for-using-graphify)

Master Graphify best practices for local knowledge graph optimization. Install the CLI, register skills, manage exclusions, version control outputs, and enable Git hooks for seamless AI assistant updates.

- Tags: best-practices
- Published: 2026-07-19

### [How to Request a Feature for Graphify: A Complete Contribution Guide](/Graphify-Labs/graphify/how-to-request-a-feature-for-graphify)

Learn how to request a feature for Graphify. Follow our guide to submit clear, actionable feature requests on GitHub and help improve the project.

- Tags: how-to-guide
- Published: 2026-07-19

### [How to Report a Bug in Graphify: Complete Guide with Examples](/Graphify-Labs/graphify/how-to-report-a-bug-in-graphify)

Learn how to report a bug in Graphify effectively. This guide details collecting input files and cache entries to submit clear GitHub issues with examples.

- Tags: how-to-guide
- Published: 2026-07-19

### [Development Roadmap for Graphify: Pipeline Stability, Language Expansion, and Analytics](/Graphify-Labs/graphify/what-is-the-development-roadmap-for-graphify)

Explore the Graphify development roadmap. Discover improvements in pipeline stability, new language support with tree-sitter, and advanced graph analytics for scalable insights.

- Tags: development-roadmap
- Published: 2026-07-19

### [How to Use the Graphify API: A Complete Guide to the MCP Server](/Graphify-Labs/graphify/how-to-use-graphify-api)

Learn how to use the Graphify API with our complete guide. Query nodes, traverse edges, and analyze code relationships using the MCP server and JSON-RPC.

- Tags: how-to-guide
- Published: 2026-07-19

### [Graphify Command-Line Arguments: Complete CLI Reference](/Graphify-Labs/graphify/what-are-the-command-line-arguments-for-graphify)

Explore the Graphify command-line arguments with this complete CLI reference. Discover how to manage providers traverse graphs and perform repository operations using Graphify subprocesses.

- Tags: api-reference
- Published: 2026-07-19

### [How to Configure Graphify: A Complete Setup Guide for the Knowledge Graph Engine](/Graphify-Labs/graphify/how-to-configure-graphify)

Learn how to configure Graphify with our complete setup guide. Install skills, set environment variables, and ignore paths to build your optimal knowledge graph.

- Tags: how-to-guide
- Published: 2026-07-19

### [Core Components of Graphify: Local-First Knowledge Graph Architecture Explained](/Graphify-Labs/graphify/what-are-the-core-components-of-graphify)

Explore the core components of Graphify, a local-first knowledge graph architecture. Learn how Graphify transforms projects into queryable knowledge graphs with its three-pass extraction pipeline.

- Tags: architecture
- Published: 2026-07-19

### [How to Install Graphify: Complete Setup Guide for the Graphifyy Python Package](/Graphify-Labs/graphify/how-to-install-graphify)

Install Graphify with our complete setup guide. Learn to install the graphifyy Python package using uv pipx or pip and initialize project assets with the graphify install command.

- Tags: getting-started
- Published: 2026-07-19

### [Where to Find the Documentation for Graphify: Complete File Reference](/Graphify-Labs/graphify/where-is-the-documentation-for-graphify)

Find Graphify documentation within the Graphify-Labs/graphify repository. Access the root README, specialized guides in docs/, AGENTS.md, and ARCHITECTURE.md for a complete file reference.

- Tags: api-reference
- Published: 2026-07-19

### [How to Contribute to the Graphify Project: Architecture Guide and PR Workflow](/Graphify-Labs/graphify/how-to-contribute-to-graphify-project)

Learn how to contribute to the Graphify project. Submit worked examples, report bugs, or add new language extractors. Follow our PR workflow and join the Graphify community today.

- Tags: getting-started
- Published: 2026-07-19

### [What Is the License for Graphify? MIT License Explained](/Graphify-Labs/graphify/what-is-the-license-for-graphify)

Discover the MIT License for Graphify. Learn how this permissive open-source license empowers you to freely use, modify, and distribute the Graphify software.

- Tags: license-information
- Published: 2026-07-19

### [How to Run Graphify Tests: A Complete pytest Guide](/Graphify-Labs/graphify/how-to-run-graphify-tests)

Learn how to run Graphify tests with our complete pytest guide. Install Graphify in editable mode and execute pytest from the repository root to efficiently run all tests.

- Tags: how-to-guide
- Published: 2026-07-19

### [What Programming Language Is Graphify Written In? Python Implementation Revealed](/Graphify-Labs/graphify/what-programming-language-is-graphify-written-in)

Discover that Graphify is written in Python 3.10. Explore the Python implementation and source files of this powerful graph processing library.

- Tags: internals
- Published: 2026-07-19

### [How to Build Graphify from Source: Complete Installation Guide](/Graphify-Labs/graphify/how-to-build-graphify-from-source)

Build Graphify from source with our easy installation guide. Clone the repo, install dependencies, and run the install command to get Graphify up and running.

- Tags: how-to-guide
- Published: 2026-07-19

### [What Are the Dependencies for Graphify? A Complete Guide to Mandatory and Optional Packages](/Graphify-Labs/graphify/what-are-the-dependencies-for-graphify)

Discover Graphify dependencies. Learn about mandatory packages like NetworkX and NumPy, plus optional extras for databases, LLMs, and more. Get Graphify running smoothly.

- Tags: how-to-guide
- Published: 2026-07-19

### [How to Set Up Graphify Locally: Complete Installation Guide](/Graphify-Labs/graphify/how-to-set-up-graphify-locally)

Easily set up Graphify locally with our complete installation guide. Follow simple steps to install, register, and build your first knowledge graph quickly and efficiently.

- Tags: how-to-guide
- Published: 2026-07-19

### [How to Analyze GitHub PR Metadata and Community Impact with Graphify's `prs` Command](/Graphify-Labs/graphify/graphify-prs-analyze-github-pr-metadata-community-impact)

Analyze GitHub PR metadata and community impact with Graphify's prs command. Discover blast radius, check CI status, map worktrees, and detect merge conflicts efficiently.

- Tags: how-to-guide
- Published: 2026-07-17

### [How to Use the AWS Bedrock Backend in Graphify Without API Keys for Privacy-Sensitive Extraction](/Graphify-Labs/graphify/use-aws-bedrock-without-api-keys-privacy)

Safely use AWS Bedrock with Graphify and its keyless authentication. Perform privacy-sensitive extractions without exposing API keys via the AWS credential chain.

- Tags: how-to-guide
- Published: 2026-07-17

### [How to Explain a Node in the Graphify Graph: A Complete Guide](/Graphify-Labs/graphify/how-to-explain-a-node-in-the-graphify-graph)

Learn how to explain a node in the Graphify graph with `graphify explain`. Get human-readable descriptions, relationships, and lessons for any code concept. Explore the Graphify knowledge graph today.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Find the Path Between Two Nodes in Graphify: API and CLI Methods](/Graphify-Labs/graphify/how-to-find-the-path-between-two-nodes-in-graphify)

Learn how to find the path between two nodes in Graphify using the API and CLI. Discover efficient shortest path computation with Graphify Labs Graphify.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Use Graphify's Semantic Deep Mode for Extraction](/Graphify-Labs/graphify/how-to-use-graphifys-semantic-deep-mode-for-extraction)

Unlock hidden insights with Graphify's semantic deep mode. Infer implicit relationships and design rationale beyond static analysis for advanced extraction.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Perform a Basic Extraction with Graphify: CLI and Python API Guide](/Graphify-Labs/graphify/how-to-perform-a-basic-extraction-with-graphify)

Learn to perform a basic extraction with Graphify using its CLI or Python API. Generate structured knowledge graphs from your code effortlessly with this comprehensive guide.

- Tags: how-to-guide
- Published: 2026-07-16

### [Where Is the Global Graphify Graph Stored? File Paths and Implementation Guide](/Graphify-Labs/graphify/where-is-the-global-graphify-graph-stored)

Discover where the global Graphify graph is stored. Learn about the JSON file path ~/.graphify/global-graph.json and its associated manifest file for repository metadata.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Add a Project to the Global Graphify Graph: CLI and Python API Guide](/Graphify-Labs/graphify/how-to-add-a-project-to-the-global-graphify-graph)

Add your project to the global Graphify graph using the CLI or Python API. Discover how to easily merge project graphs with automatic validation and deduplication.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Use Graphify Reflection for Stale Data Detection and Recovery](/Graphify-Labs/graphify/how-to-use-graphify-reflection-for-stale-data)

Master stale data detection with Graphify reflection. Learn how Graphify generates sidecars to identify outdated knowledge using source code fingerprinting. Recover your data efficiently.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Save a Graphify Query Result: Complete API and CLI Guide](/Graphify-Labs/graphify/how-to-save-a-graphify-query-result)

Easily save Graphify query results as memory documents using the API or CLI. Enable downstream agents to retrieve and analyze previous outcomes for powerful data workflows. Learn how now.

- Tags: api-reference
- Published: 2026-07-16

### [How to Install Graphify Git Hooks: Complete Setup Guide](/Graphify-Labs/graphify/how-to-install-graphify-git-hooks)

Install Graphify Git hooks with a single command to automatically update your knowledge graph after every commit. Follow our easy setup guide for Graphify-Labs graphify.

- Tags: how-to-guide
- Published: 2026-07-16

### [How Graphify Integrates with Git for Auto-Rebuild: Complete Implementation Guide](/Graphify-Labs/graphify/how-does-graphify-integrate-with-git-for-auto-rebuild)

Learn how Graphify integrates with Git for auto-rebuild. Implement a post-commit hook for atomic, incremental knowledge graph updates synchronized to Git commits.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Set Up a Graphify HTTP Server for Teams](/Graphify-Labs/graphify/how-to-set-up-a-graphify-http-server-for-teams)

Set up a Graphify HTTP server for teams easily. Learn how to enable team-wide access to knowledge graphs using the graphify-mcp CLI and a Starlette ASGI server.

- Tags: how-to-guide
- Published: 2026-07-16

### [How to Start the Graphify MCP Stdio Server](/Graphify-Labs/graphify/how-to-start-the-graphify-mcp-stdio-server)

Learn how to start the Graphify MCP stdio server to expose your knowledge graph to AI agents. Install the mcp extra and easily launch the server with simple commands.

- Tags: how-to-guide
- Published: 2026-07-16

### [Can Graphify Run Fully Local Without API Keys? A Complete Offline Guide](/Graphify-Labs/graphify/can-graphify-run-fully-local-without-api-keys)

Discover if Graphify runs fully local without API keys. Learn how its offline AST-based knowledge graph construction works and when Gemini keys are optional.

- Tags: how-to-guide
- Published: 2026-07-16

### [How Graphify Handles Multiple LLM Backends: Architecture and Implementation](/Graphify-Labs/graphify/how-does-graphify-handle-multiple-llm-backends)

Discover how Graphify seamlessly integrates multiple LLM backends. It auto-detects providers via environment variables and uses a unified OpenAI-compatible interface for cloud, self-hosted, and local models without code changes.

- Tags: architecture
- Published: 2026-07-16

### [How to Add Support for a New Programming Language in Graphify](/Graphify-Labs/graphify/how-to-add-support-for-a-new-programming-language-in-graphify)

Learn to add new programming language support to Graphify by creating a Tree-Sitter extractor module. Follow our guide to integrate your language seamlessly.

- Tags: how-to-guide
- Published: 2026-07-16

### [Understanding Confidence Tags in Graphify: EXTRACTED vs INFERRED Explained](/Graphify-Labs/graphify/what-are-the-confidence-tags-in-graphify)

Learn about Graphify confidence tags: EXTRACTED vs INFERRED. Understand how Graphify distinguishes explicit facts from heuristic suggestions in knowledge graphs.

- Tags: deep-dive
- Published: 2026-07-16

### [How Graphify Modules Communicate: The Dispatch-Based Architecture](/Graphify-Labs/graphify/how-do-graphify-modules-communicate)

Discover how Graphify modules communicate using a three-layer dispatch system. Learn how the knowledge graph enables modules to publish dispatch tables and map symbols to handlers.

- Tags: internals
- Published: 2026-07-16

### [What Programming Languages Does Graphify Support? A Complete Technical Guide](/Graphify-Labs/graphify/what-programming-languages-does-graphify-support)

Discover the extensive programming language support of Graphify, including Python, JavaScript, Java, Go, Rust, C/C++, and more. Explore our complete technical guide for deep insights.

- Tags: how-to-guide
- Published: 2026-07-16

### [How Graphify Parses Code Without LLMs: Tree-Sitter Static Analysis Explained](/Graphify-Labs/graphify/how-does-graphify-parse-code-without-llms)

Discover how Graphify parses code without LLMs using deterministic Tree-Sitter static analysis for fast, accurate insights into your codebase. Learn more today.

- Tags: deep-dive
- Published: 2026-07-16

### [How Graphify Handles Large Monorepos for Graph Extraction: Workspace Detection, Caching, and Cross-Language Safety](/Graphify-Labs/graphify/graphify-large-monorepo-handling)

Graphify efficiently extracts data from large monorepos by detecting workspaces, caching package locations, and ensuring cross-language safety. Learn how it works.

- Tags: how-to-guide
- Published: 2026-07-15

### [Performance Implications of Using Different LLM Providers with Graphify: A Technical Deep Dive](/Graphify-Labs/graphify/graphify-llm-provider-performance)

Explore Graphify's LLM backend to understand performance differences between OpenAI Gemini Kimi and local Ollama inference Understand concurrency retries and costs

- Tags: deep-dive
- Published: 2026-07-15

### [Tree-sitter Parsers in Graphify: Complete Configuration Guide](/Graphify-Labs/graphify/graphify-treesitter-parser-configuration)

Explore Tree-sitter parsers in Graphify configuration options. Customize syntax tree parsing with over 20 fields including node types and callbacks. Learn more today.

- Tags: how-to-guide
- Published: 2026-07-15

### [How Graphify Handles Video and Audio Transcription with Faster-Whisper Integration](/Graphify-Labs/graphify/how-video-audio-transcription-work-faster-whisper)

Graphify offers fast video and audio transcription via faster-whisper integration. It downloads media, caches results, and uses knowledge graph nodes for domain-specific prompts.

- Tags: how-to-guide
- Published: 2026-07-15

### [How Graphify Generates an Agent-Crawlable Markdown Wiki](/Graphify-Labs/graphify/how-wiki-generation-create-agent-crawlable-markdown)

Learn how Graphify generates an agent-crawlable markdown wiki. Export your knowledge graph as structured, interlinked Markdown files with filesystem-safe slugs and relative links for AI navigation.

- Tags: how-to-guide
- Published: 2026-07-15

### [How Graphify's Obsidian Vault Export Generates Bidirectional Links](/Graphify-Labs/graphify/how-obsidian-vault-export-generate-bidirectional-links)

Graphify generates bidirectional Obsidian links by treating graph edges as reciprocal connections, automatically writing wiki links in connected node files. Explore the export feature.

- Tags: how-to-guide
- Published: 2026-07-15

### [Graphify's Global Cross-Project Graph: Unified Multi-Repository Knowledge Base](/Graphify-Labs/graphify/how-global-cross-project-graph-work)

Discover Graphify's global cross-project graph, a unified knowledge base enabling multi-repository analysis with prefixed IDs and deduplication. Unlock cross-project insights.

- Tags: deep-dive
- Published: 2026-07-15

### [Graphify Benchmark: Graph Queries vs Full Corpus Reads Performance Comparison](/Graphify-Labs/graphify/how-graphifys-benchmark-compare-queries-corpus-reads)

Discover how Graphify benchmarks graph queries vs full corpus reads. Achieve 82% accuracy with 20x lower token costs, outperforming full corpus reads significantly.

- Tags: performance
- Published: 2026-07-15

### [How Graphify's File Watch Mode Detects and Processes File Changes](/Graphify-Labs/graphify/how-file-watch-mode-detect-process-changes)

Discover how Graphify's file watch mode efficiently detects and processes file changes through a smart three-stage pipeline, ensuring smooth development workflows and preventing race conditions.

- Tags: how-to-guide
- Published: 2026-07-15

### [How Graphify's Semantic Caching Strategy Minimizes LLM API Calls](/Graphify-Labs/graphify/how-graphifys-semantic-caching-reduce-llm-calls)

Graphify's semantic caching strategy minimizes LLM API calls by caching graph nodes and edges keyed to file content hashes. It checks the cache before each LLM invocation, only calling the API when source files change or cachin...

- Tags: performance
- Published: 2026-07-15

### [Graphify Security Measures: How They Prevent Path Traversal and URL Redirects](/Graphify-Labs/graphify/how-graphifys-security-validation-prevent)

Discover how Graphify security measures prevent path traversal and URL redirects. Learn about URL validation, SSRF guarding, and directory confinement for robust protection.

- Tags: security-measures
- Published: 2026-07-15

### [How Graphify Selects and Switches Between LLM Backends: Claude, Gemini, OpenAI, and Ollama](/Graphify-Labs/graphify/how-graphify-select-switch-llm-backends)

Discover how Graphify intelligently selects & switches LLM backends like Claude, Gemini, OpenAI, and Ollama. Learn about automatic detection and explicit backend control for seamless integration. Optimize your AI workflows today.

- Tags: internals
- Published: 2026-07-15

### [How Graphify Export Formats Work: HTML, GraphML, SVG, Neo4j, and FalkorDB](/Graphify-Labs/graphify/how-graphifys-graph-export-formats-work)

Discover how Graphify exports graphs to HTML, GraphML, SVG, Neo4j, and FalkorDB. Learn about dedicated exporter modules that convert NetworkX graphs for visualization and database use.

- Tags: how-to-guide
- Published: 2026-07-15

### [How Graphify’s Git Hook Integration Automates Knowledge Graph Rebuilding on Commits](/Graphify-Labs/graphify/how-git-hook-integration-auto-rebuild-graphs-commit)

Graphify's git hook integration automates knowledge graph rebuilding on commits and branch changes. Trigger background Python processes seamlessly without blocking your Git workflow.

- Tags: how-to-guide
- Published: 2026-07-15

### [Graphify Confidence Scoring: EXTRACTED, INFERRED, and AMBIGUOUS Explained](/Graphify-Labs/graphify/how-graphifys-confidence-scoring-work)

Understand Graphify confidence scoring EXTRACTED INFERRED and AMBIGUOUS. Learn how Graphify labels relationships in your knowledge graph to identify confirmed inferred and uncertain connections.

- Tags: deep-dive
- Published: 2026-07-15

### [Graphify MCP Server: Functionality and Exposed Tools Explained](/Graphify-Labs/graphify/how-graphifys-mcp-server-work-tools)

Discover how Graphify MCP server functions and its exposed REST API endpoints for managing knowledge graph data. Explore its pluggable backends for SQLite or PostgreSQL.

- Tags: deep-dive
- Published: 2026-07-15

### [What Is the Leiden Community Detection Algorithm and How Does Graphify Use It?](/Graphify-Labs/graphify/what-leiden-community-detection-algorithm-graphify)

Discover the Leiden community detection algorithm, a fast and scalable method for finding tightly connected groups. Learn how Graphify leverages it for effective knowledge graph analysis.

- Tags: deep-dive
- Published: 2026-07-15

### [How Graphify’s Tree-sitter AST Extraction Pipeline Works Internally](/Graphify-Labs/graphify/how-graphifys-tree-sitter-ast-extraction-pipeline-work)

Explore Graphify's seven-stage Tree-sitter pipeline that parses files traverses ASTs and persists normalized nodes and edges to a graph store for deterministic knowledge graphs.

- Tags: internals
- Published: 2026-07-15