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<h1 id="welcome-to-codegraphcontext">Welcome to CodeGraphContext</h1>
<p>This is the official documentation for CodeGraphContext.</p>
<hr />
<h1 id="codegraphcontext">CodeGraphContext</h1>
<!-- ====== Project stats ====== -->
<p><a href="https://github.com/Shashankss1205/CodeGraphContext/stargazers"><img alt="Stars" src="https://img.shields.io/github/stars/Shashankss1205/CodeGraphContext?logo=github" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/network/members"><img alt="Forks" src="https://img.shields.io/github/forks/Shashankss1205/CodeGraphContext?logo=github" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/issues"><img alt="Open Issues" src="https://img.shields.io/github/issues-raw/Shashankss1205/CodeGraphContext?logo=github" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/pulls"><img alt="Open PRs" src="https://img.shields.io/github/issues-pr/Shashankss1205/CodeGraphContext?logo=github" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/pulls?q=is%3Apr+is%3Aclosed"><img alt="Closed PRs" src="https://img.shields.io/github/issues-pr-closed/Shashankss1205/CodeGraphContext?logo=github&color=lightgrey" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/graphs/contributors"><img alt="Contributors" src="https://img.shields.io/github/contributors/Shashankss1205/CodeGraphContext?logo=github" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext"><img alt="Languages" src="https://img.shields.io/github/languages/count/Shashankss1205/CodeGraphContext?logo=github" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/actions/workflows/test.yml"><img alt="Build Status" src="https://github.com/Shashankss1205/CodeGraphContext/actions/workflows/test.yml/badge.svg" /></a>
<a href="https://github.com/Shashankss1205/CodeGraphContext/actions/workflows/e2e-tests.yml"><img alt="Build Status" src="https://github.com/Shashankss1205/CodeGraphContext/actions/workflows/e2e-tests.yml/badge.svg" /></a>
<a href="https://pypi.org/project/codegraphcontext/"><img alt="PyPI version" src="https://img.shields.io/pypi/v/codegraphcontext?" /></a>
<a href="https://pypi.org/project/codegraphcontext/"><img alt="PyPI downloads" src="https://img.shields.io/pypi/dm/codegraphcontext?" /></a>
<a href="license/"><img alt="License" src="https://img.shields.io/github/license/Shashankss1205/CodeGraphContext?" /></a>
<a href="http://codegraphcontext.vercel.app/"><img alt="Website" src="https://img.shields.io/badge/website-up-brightgreen?" /></a>
<a href="https://youtu.be/KYYSdxhg1xU"><img alt="YouTube" src="https://img.shields.io/badge/YouTube-Watch%20Demo-red?logo=youtube" /></a>
<a href="https://discord.gg/dR4QY32uYQ"><img alt="Discord" src="https://img.shields.io/badge/Discord-Join%20Chat-7289da?logo=discord&logoColor=white" /></a></p>
<p>An MCP server that indexes local code into a graph database to provide context to AI assistants.</p>
<h3 id="indexing-a-codebase">Indexing a codebase</h3>
<p><img alt="Indexing using an MCP client" src="images/Indexing.gif" /></p>
<h3 id="using-the-mcp-server">Using the MCP server</h3>
<p><img alt="Using the MCP server" src="images/Usecase.gif" /></p>
<h2 id="project-details">Project Details</h2>
<ul>
<li><strong>Version:</strong> 0.1.15</li>
<li><strong>Authors:</strong> Shashank Shekhar Singh <a href="mailto:shashankshekharsingh1205@gmail.com">shashankshekharsingh1205@gmail.com</a></li>
<li><strong>License:</strong> MIT License (See <a href="license/">LICENSE</a> for details)</li>
<li><strong>Website:</strong> <a href="http://codegraphcontext.vercel.app/">CodeGraphContext</a></li>
</ul>
<h2 id="star-history">Star History</h2>
<p><a href="https://www.star-history.com/#Shashankss1205/CodeGraphContext&Date"><img alt="Star History Chart" src="https://api.star-history.com/svg?repos=Shashankss1205/CodeGraphContext&type=Date" /></a></p>
<h2 id="features">Features</h2>
<ul>
<li><strong>Code Indexing:</strong> Analyzes code and builds a knowledge graph of its components.</li>
<li><strong>Relationship Analysis:</strong> Query for callers, callees, class hierarchies, call chains and more.</li>
<li><strong>Live Updates:</strong> Watches local files for changes and automatically updates the graph.</li>
<li><strong>Interactive Setup:</strong> A user-friendly command-line wizard for easy setup.</li>
</ul>
<h2 id="used-by">Used By</h2>
<p>CodeGraphContext is already being explored by developers and projects for:</p>
<ul>
<li><strong>Static code analysis in AI assistants</strong></li>
<li><strong>Graph-based visualization of projects</strong></li>
<li><strong>Dead code and complexity detection</strong></li>
</ul>
<p>If youβre using CodeGraphContext in your project, feel free to open a PR and add it here! π</p>
<h2 id="dependencies">Dependencies</h2>
<ul>
<li><code>neo4j>=5.15.0</code></li>
<li><code>watchdog>=3.0.0</code></li>
<li><code>requests>=2.31.0</code></li>
<li><code>stdlibs>=2023.11.18</code></li>
<li><code>typer[all]>=0.9.0</code></li>
<li><code>rich>=13.7.0</code></li>
<li><code>inquirerpy>=0.3.4</code></li>
<li><code>python-dotenv>=1.0.0</code></li>
<li><code>tree-sitter==0.20.4</code></li>
<li><code>tree-sitter-languages==1.10.2</code></li>
</ul>
<h2 id="getting-started">Getting Started</h2>
<ol>
<li><strong>Install:</strong> <code>pip install codegraphcontext</code></li>
<li>
<p><strong>Configure Your Environment:</strong>
Run the interactive setup wizard to connect to your database and configure your IDE:
<code>bash
cgc setup</code>
The wizard helps you with:</p>
<ul>
<li><strong>Database Connection:</strong><ul>
<li><strong>Docker (Recommended):</strong> Automatically sets up a local Neo4j instance.</li>
<li><strong>Linux Binary:</strong> Installs Neo4j directly on Debian-based systems.</li>
<li><strong>Hosted:</strong> Connects to a remote Neo4j database like AuraDB.</li>
</ul>
</li>
<li><strong>IDE Integration:</strong><ul>
<li>Automatically configures tools like VS Code, Cursor, Gemini CLI, and more.</li>
<li>Generates the necessary <code>mcp.json</code> and <code>.env</code> files for you.</li>
</ul>
</li>
</ul>
</li>
<li>
<p><strong>Start:</strong> <code>cgc start</code></p>
</li>
</ol>
<h2 id="mcp-client-configuration">MCP Client Configuration</h2>
<p>The <code>cgc setup</code> command attempts to automatically configure your IDE/CLI. If you choose not to use the automatic setup, or if your tool is not supported, you can configure it manually.</p>
<p>Add the following server configuration to your client's settings file (e.g., VS Code's <code>settings.json</code> or <code>.claude.json</code>):</p>
<pre><code class="language-json">{
"mcpServers": {
"CodeGraphContext": {
"command": "cgc",
"args": [
"start"
],
"env": {
"NEO4J_URI": "YOUR_NEO4J_URI",
"NEO4J_USERNAME": "YOUR_NEO4J_USERNAME",
"NEO4J_PASSWORD": "YOUR_NEO4J_PASSWORD"
},
"tools": {
"alwaysAllow": [
"add_code_to_graph",
"add_package_to_graph",
"check_job_status",
"list_jobs",
"find_code",
"analyze_code_relationships",
"watch_directory",
"find_dead_code",
"execute_cypher_query",
"calculate_cyclomatic_complexity",
"find_most_complex_functions",
"list_indexed_repositories",
"delete_repository",
"visualize_graph_query",
"list_watched_paths",
"unwatch_directory"
],
"disabled": false
},
"disabled": false,
"alwaysAllow": []
}
}
}
</code></pre>
<h2 id="natural-language-interaction-examples">Natural Language Interaction Examples</h2>
<p>Once the server is running, you can interact with it through your AI assistant using plain English. Here are some examples of what you can say:</p>
<h3 id="indexing-and-watching-files">Indexing and Watching Files</h3>
<ul>
<li>
<p><strong>To index a new project:</strong></p>
<ul>
<li>"Please index the code in the <code>/path/to/my-project</code> directory."
OR</li>
<li>"Add the project at <code>~/dev/my-other-project</code> to the code graph."</li>
</ul>
</li>
<li>
<p><strong>To start watching a directory for live changes:</strong></p>
<ul>
<li>"Watch the <code>/path/to/my-active-project</code> directory for changes."
OR</li>
<li>"Keep the code graph updated for the project I'm working on at <code>~/dev/main-app</code>."</li>
</ul>
<p>When you ask to watch a directory, the system performs two actions at once:
1. It kicks off a full scan to index all the code in that directory. This process runs in the background, and you'll receive a <code>job_id</code> to track its progress.
2. It begins watching the directory for any file changes to keep the graph updated in real-time.</p>
<p>This means you can start by simply telling the system to watch a directory, and it will handle both the initial indexing and the continuous updates automatically.</p>
</li>
</ul>
<h3 id="querying-and-understanding-code">Querying and Understanding Code</h3>
<ul>
<li>
<p><strong>Finding where code is defined:</strong></p>
<ul>
<li>"Where is the <code>process_payment</code> function?"</li>
<li>"Find the <code>User</code> class for me."</li>
<li>"Show me any code related to 'database connection'."</li>
</ul>
</li>
<li>
<p><strong>Analyzing relationships and impact:</strong></p>
<ul>
<li>"What other functions call the <code>get_user_by_id</code> function?"</li>
<li>"If I change the <code>calculate_tax</code> function, what other parts of the code will be affected?"</li>
<li>"Show me the inheritance hierarchy for the <code>BaseController</code> class."</li>
<li>"What methods does the <code>Order</code> class have?"</li>
</ul>
</li>
<li>
<p><strong>Exploring dependencies:</strong></p>
<ul>
<li>"Which files import the <code>requests</code> library?"</li>
<li>"Find all implementations of the <code>render</code> method."</li>
</ul>
</li>
<li>
<p><strong>Advanced Call Chain and Dependency Tracking (Spanning Hundreds of Files):</strong>
The CodeGraphContext excels at tracing complex execution flows and dependencies across vast codebases. Leveraging the power of graph databases, it can identify direct and indirect callers and callees, even when a function is called through multiple layers of abstraction or across numerous files. This is invaluable for:</p>
<ul>
<li><strong>Impact Analysis:</strong> Understand the full ripple effect of a change to a core function.</li>
<li><strong>Debugging:</strong> Trace the path of execution from an entry point to a specific bug.</li>
<li>
<p><strong>Code Comprehension:</strong> Grasp how different parts of a large system interact.</p>
</li>
<li>
<p>"Show me the full call chain from the <code>main</code> function to <code>process_data</code>."</p>
</li>
<li>"Find all functions that directly or indirectly call <code>validate_input</code>."</li>
<li>"What are all the functions that <code>initialize_system</code> eventually calls?"</li>
<li>"Trace the dependencies of the <code>DatabaseManager</code> module."</li>
</ul>
</li>
<li>
<p><strong>Code Quality and Maintenance:</strong></p>
<ul>
<li>"Is there any dead or unused code in this project?"</li>
<li>"Calculate the cyclomatic complexity of the <code>process_data</code> function in <code>src/utils.py</code>."</li>
<li>"Find the 5 most complex functions in the codebase."</li>
</ul>
</li>
<li>
<p><strong>Repository Management:</strong></p>
<ul>
<li>"List all currently indexed repositories."</li>
<li>"Delete the indexed repository at <code>/path/to/old-project</code>."</li>
</ul>
</li>
</ul>
<h2 id="social-coverage">Social Coverage</h2>
<ul>
<li><strong>Youtube:</strong> <a href="https://www.youtube.com/watch?v=KYYSdxhg1xU">https://www.youtube.com/watch?v=KYYSdxhg1xU</a></li>
<li><strong>Blog:</strong> <a href="https://medium.com/@shashankshekharsingh1205/building-codegraphcontext-my-end-term-journey-in-summer-of-bitcoin-2025-422c9a4dc87e">https://medium.com/@shashankshekharsingh1205/building-codegraphcontext-my-end-term-journey-in-summer-of-bitcoin-2025-422c9a4dc87e</a></li>
<li><strong>Twitter:</strong> <a href="https://x.com/braidpool/status/1968683721625637203">https://x.com/braidpool/status/1968683721625637203</a></li>
<li><strong>PulseMCP:</strong> <a href="https://www.pulsemcp.com/servers/codegraphcontext">https://www.pulsemcp.com/servers/codegraphcontext</a></li>
<li><strong>MCPMarket:</strong> <a href="https://mcpmarket.com/server/codegraphcontext">https://mcpmarket.com/server/codegraphcontext</a></li>
<li><strong>Playbooks:</strong> <a href="https://playbooks.com/mcp/codegraphcontext">https://playbooks.com/mcp/codegraphcontext</a></li>
<li><strong>MCPHunt:</strong> <a href="https://mcp-hunt.com/mcp/server/codegraphcontext">https://mcp-hunt.com/mcp/server/codegraphcontext</a></li>
<li><strong>StackerNews:</strong> <a href="https://stacker.news/items/1227191">https://stacker.news/items/1227191</a></li>
<li><strong>Glama.ai:</strong> <a href="https://glama.ai/mcp/servers/@Shashankss1205/CodeGraphContext/blob/a346d340d8f705ce93626b4b322dd0e2823ba46b/src/codegraphcontext/core/jobs.py">https://glama.ai/mcp/servers/@Shashankss1205/CodeGraphContext/blob/a346d340d8f705ce93626b4b322dd0e2823ba46b/src/codegraphcontext/core/jobs.py</a></li>
</ul>
<h2 id="contributing">Contributing</h2>
<p>Contributions are welcome! π<br />
Please see our <a href="contributing/">CONTRIBUTING.md</a> for detailed guidelines.
If you have ideas for new features, integrations, or improvements, open an <a href="https://github.com/Shashankss1205/CodeGraphContext/issues">issue</a> or submit a Pull Request.</p>
<p>Join discussions and help shape the future of CodeGraphContext.</p>
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