Real World Use Cases
CodeGraphContext can be a powerful ally in your daily coding journey. Here are some real-world scenarios where it can significantly boost your productivity and understanding of a codebase:
-
Onboarding New Developers: A new team member can quickly get up to speed by asking questions like:
- "Where is the authentication logic handled?"
- "Show me the main entry point of the application."
-
Impact Analysis: Before making a change, assess the potential ripple effects:
- "What other parts of the code will be affected if I change the
calculate_total
function?"
- "What other parts of the code will be affected if I change the
-
Code Review: Gain context on pull requests faster:
- "Show me the callers of this new function."
- "Does this change introduce any new dependencies?"
-
Debugging: Trace execution flows to pinpoint the source of a bug:
- "Show me the call chain from
handle_request
toprocess_payment
."
- "Show me the call chain from
-
Refactoring: Identify and plan large-scale code changes:
- "Find all instances of the deprecated
OldApiClass
." - "List all functions that use the
urllib
library so I can replace them withrequests
."
- "Find all instances of the deprecated
-
Identifying Code Smells: Proactively find areas that need improvement:
- "Find the 10 most complex functions in the codebase."
- "Show me functions with more than 5 arguments."
-
Security Audits: Search for potentially vulnerable code patterns:
- "Find all functions that use the
eval
function." - "Show me where raw SQL queries are being executed."
- "Find all functions that use the
-
Automated Documentation: Use the tool's understanding of the code to generate documentation. (This is what this agent is doing!)
-
Dependency Management: Understand how your project uses its dependencies:
- "Which files import the
requests
library?" - "Are there any circular dependencies between modules?"
- "Which files import the
-
Cleaning Up Unused Code: Keep your codebase lean and maintainable:
- "Is there any dead or unused code in this project?"
-
Exploring a Large Codebase: Navigate large, unfamiliar projects with ease:
- "List all the classes in the
core
module." - "What are the top-level functions in the
utils
directory?"
- "List all the classes in the
-
Enforcing Coding Standards: Check for adherence to team conventions:
- "Find all functions that are not decorated with
@log_execution
." - "Show me all public methods that don't have a docstring."
- "Find all functions that are not decorated with
-
Discovering API Usage: Find examples of how to use internal or external APIs:
- "Show me how other parts of the code use the
UserService
."
- "Show me how other parts of the code use the
-
Improving Test Coverage: Identify areas that may lack test coverage:
- "Find all functions that are not called by any test files."
-
Visualizing Code Structure: Get a bird's-eye view of your project's architecture:
- "Generate a graph visualization of the
auth
module and its dependencies."
- "Generate a graph visualization of the
-
Learning a New Framework: Understand how a new framework operates by exploring its source code.
-
Code Archeology: Investigate legacy code to understand its history and purpose.
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Planning a Migration: Identify all points of contact when migrating a library or framework:
- "Find all the places where the
old_payment_gateway
is used."
- "Find all the places where the
-
Knowledge Sharing: Use the code graph as a centralized, always-up-to-date knowledge base for your team.
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Automated Code Reviews: Integrate CodeGraphContext into your CI/CD pipeline to automatically flag potential issues in pull requests.