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ScubaTrace: Source-level code analysis toolkit for SAST, context engineering, and AI coding.

Project description

ScubaTrace

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ScubaTrace: Source-level code analysis toolkit for SAST, context engineering, and AI coding.


ScubaTrace is a code analysis toolkit that leverages tree-sitter and LSP (Language Server Protocol) to provide parsing, analysis, and context extraction capabilities for multiple programming languages.

Unlike most traditional static analysis tools that rely on compilation to extract Intermediate Representation (IR) for code analysis, ScubaTrace delivers analysis capabilities even when code repositories are incomplete or unable to compile. This resilience makes it particularly valuable for scenarios where traditional analysis approaches would fail, enabling developers and security researchers to gain insights from code that might otherwise be inaccessible to conventional static analysis methodologies.

Rather than being an end-to-end program analysis framework, ScubaTrace serves as a foundational toolkit that empowers developers to build solutions for IDE development, AI-powered coding tools, and SAST (Static Application Security Testing).

Features

  • Multi-Language Support
  • No Need To Compile
  • Statement-Based AST Abstraction
  • Call Graph
  • Control Flow Graph
  • Data/Control Dependency Graph
  • References Inference
  • CPG Based Multi-Granularity Slicing
  • Built on Tree-sitter and LSP

Install

pip install scubatrace

[!NOTE] If you encounter a pygraphviz installation failure during pip install, you need to install the Graphviz development package. You can install it using the following command:

# For Debian/Ubuntu
apt install libgraphviz-dev
# For macOS, Ref: https://pygraphviz.github.io/documentation/stable/install.html#homebrew
brew install graphviz

Supported Languages

ScubaTrace supports multiple programming languages, including:

Language Language Server Tree-sitter Parser Maturity
C/C++ clangd tree-sitter-cpp High
Java Eclipse JDT LS tree-sitter-java High
Python Pyright tree-sitter-python High
JavaScript typescript-language-server tree-sitter-javascript Medium
Go gopls tree-sitter-go Medium
Rust Rust Analyzer tree-sitter-rust Medium
Ruby Solargraph tree-sitter-ruby Low
Swift SourceKit-LSP tree-sitter-swift Low
C# OmniSharp tree-sitter-c-sharp Low
PHP phpactor tree-sitter-php Low

Usage

Initialize a ScubaTrace Project

import scubatrace

# Initialize a ScubaTrace Project
# language can be set to one of the following:
# scubatrace.language.[C, JAVA, PYTHON, JAVASCRIPT, GO, RUST, RUBY, PHP, CSHARP, SWIFT]
project = scubatrace.Project.create("path/to/your/codebase", language=scubatrace.language.C)

[!NOTE] Incomplete or broken codebases may cause parsing errors that could result in inaccurate analysis results.

Retrieve Code Entities

# Get a file from the project
file = project.files["relative/path/to/your/file.c"]

# Get a function from the file
function = file.functions[0]
print(f"Function Name: {function.name}")
print(f"Source Code: {function.text}")

# Get the function's callers and print their names and callsites
callers = function.callers
for caller, callsites in callers.items():
    print(f"Caller: {caller.name}")
    for callsite in callsites:
        print(f"  Callsite: {callsite.text}")

# Get the first statement in file line
statement = file.statements_by_line(10)[0]

# Get the first variable in statement
variable = statement.variables[0]
print(f"Variable: {variable.name}")

# Get tree-sitter node in a file/function/statement
file_node = file.node
function_node = function.node
statement_node = statement.node

Perform Analysis

# Find the pre/post statements in control flow
pre_statements_in_control_flow = statement.pre_controls
post_statements_in_control_flow = statement.post_controls

# Find the pre/post data dependencies of a variable
pre_data_dependencies = variable.pre_data_dependents
post_data_dependencies = variable.post_data_dependents

# Find the definitions/references of a variable
definitions = variable.definitions
references = variable.references

# Perform slicing in a function based on specified lines
# Configure the slicing with control depth and data-dependent depth
criteria_lines = [10, 12, 18]
sliced_statements = function.slice_by_lines(
    lines=criteria_lines, control_depth=5, data_dependent_depth=8
)

For more detailed information, refer to the Documentation.

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