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πŸš€ Xplainit Framework

Step-by-step code execution explanation without AI, ML, or APIs

CI/CD License Version Tests Languages

Xplainit is a production-ready framework that provides step-by-step explanations of your code execution in plain English. It works by observing your program at runtime without modifying its behavior.

✨ Features

  • 🎯 Non-Invasive: Your program runs exactly as it would without Xplainit
  • πŸ“ Complete Coverage: Explains every single step - simple to complex programs
  • πŸ”₯ Error-Aware: Explains errors with the same quality as valid code
  • ⚑ Zero Overhead: When disabled, no performance impact
  • πŸŽ›οΈ Full Control: Developers decide when, where, and how explanations appear
  • 🌍 Multi-Language: Python, JavaScript/Node.js, C, C++, Java, Go, Rust
  • 🚫 Offline: No AI, ML, APIs, or internet connection required

πŸŽ“ Perfect For

  • Learning Programming: Understand what your code actually does
  • Debugging: See exactly where and why errors occur
  • Teaching: Help students visualize execution flow
  • Code Review: Understand complex code faster
  • Documentation: Generate execution traces

πŸš€ Quick Start

Python

import xplainit

# Create tracer instance
tracer = xplainit.Xplainit()

# Enable tracing
tracer.enable()

def fibonacci(n):
    if n <= 1:
        return n
    return fibonacci(n-1) + fibonacci(n-2)

result = fibonacci(5)

# Get statistics
stats = tracer.get_statistics()
print(f"Captured {stats['total_events']} events")
print(f"Function calls: {stats['function_calls']}")

# Get events
import json
events = json.loads(tracer.get_events())
print(json.dumps(events, indent=2))

# Disable tracing
tracer.disable()

Or use module-level functions:

import xplainit

xplainit.enable()
# Your code here...
xplainit.disable()

JavaScript/Node.js

const xplainit = require('xplainit');

// Enable tracing
xplainit.enable();

function calculateSum(arr) {
    let total = 0;
    for (let num of arr) {
        total += num;
    }
    return total;
}

calculateSum([1, 2, 3, 4, 5]);

// Get statistics
const stats = xplainit.getStatistics();
console.log(`Captured ${stats.total_events} events`);

// Get events as JSON
const events = JSON.parse(xplainit.getEvents());
console.log(events);

// Disable tracing
xplainit.disable();

C/C++

#include <xplainit-c.h>

int main(void) {
    // Create runtime
    XplainitHandle* handle = xplainit_create();
    
    // Enable tracing
    xplainit_enable(handle);
    
    // Your C code here...
    int result = fibonacci(5);
    
    // Get statistics
    size_t total = 0;
    xplainit_get_statistics(handle, &total, NULL, NULL);
    printf("Captured %zu events\n", total);
    
    // Cleanup
    xplainit_disable(handle);
    xplainit_free(handle);
    return 0;
}

More Examples

See the examples directory for more comprehensive examples in all supported languages.

🎯 What Makes Xplainit Special?

1. Runtime Instrumentation

Unlike static analyzers, Xplainit observes actual execution with real values:

# Static analysis says: "Calling function with argument x"
# Xplainit says: "Calling function 'process' with x=42, y='hello'"

2. Error Explanation

Errors are explained with the same detail as successful execution:

def divide(a, b):
    return a / b

divide(10, 0)

Xplainit Output:

❌ Division by Zero Error on line 2

What happened:
  Trying to divide 10 by 0
  Division by zero is mathematically undefined

Why it happened:
  Parameter 'b' was passed as 0 when calling divide(10, 0)

How to fix:
  if b != 0:
      return a / b
  else:
      return None  # or handle appropriately

3. Complete Control

# Method 1: Decorator (function-level)
@trace
def my_function():
    pass

# Method 2: Context manager (block-level)
with Explainer.trace():
    complex_operation()

# Method 3: Global control
Explainer.enable()
entire_program()
Explainer.disable()

# Method 4: Environment variable
# XPLAINIT_ENABLED=false python script.py

πŸ“¦ Installation

Python (pip)

pip install xplainit
# or with maturin for development
cd xplainit-python
maturin develop

JavaScript (npm)

npm install xplainit
# or build from source
cd xplainit-node
npm install
npm run build-release

C/C++

# Build shared library
cd xplainit-c
cargo build --release

# Copy library and header
# Linux:   target/release/libxplainit_c.so
# macOS:   target/release/libxplainit_c.dylib
# Windows: target/release/xplainit_c.dll
# Header:  include/xplainit-c.h

Rust (Cargo)

[dependencies]
xplainit-core = "0.1"

Java (Maven)

<dependency>
    <groupId>io.xplainit</groupId>
    <artifactId>xplainit-java</artifactId>
    <version>0.1.0</version>
</dependency>

Go (go get)

go get github.com/xplainit/xplainit-go

πŸ—οΈ Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚           Xplainit Runtime Engine (Rust Core)           β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚ β€’ Event Capture System                                  β”‚
β”‚ β€’ Execution Trace Storage                               β”‚
β”‚ β€’ Explanation Generator                                 β”‚
β”‚ β€’ Output Controller                                     β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                          ↓
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚            Language-Specific Runtime Hooks              β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚ Python: sys.settrace  β”‚  Node: V8 Inspector             β”‚
β”‚ C/C++: GDB/LLDB       β”‚  Java: JVM TI                   β”‚
β”‚ Go: runtime hooks     β”‚  Rust: proc macros              β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

πŸ“– Documentation

πŸ› οΈ Development Status

Current Version: v0.1.0 (Active Development)

βœ… Completed Features

  • Project setup and architecture design
  • Core event types and configuration (21 event types)
  • Runtime instrumentation core (Rust)
  • Event filtering system (AcceptAll, FunctionFilter, EventTypeFilter, DepthFilter, CompositeFilter)
  • Event processing pipeline (PassThrough, Enrichment, Deduplication, RateLimit)
  • Event sinks (Console, File, Memory, Multi-sink)
  • Python integration (PyO3 0.22) ✨
  • JavaScript/Node.js integration (Neon 1.1) ✨
  • C/C++ FFI bindings (cbindgen) ✨
  • Java JNI bindings (jni 0.21) ✨
  • Go CGO bindings ✨
  • Error handling system
  • Output formatting (JSON, Console, Colored)
  • Comprehensive testing (93 tests passing)
  • 4 Rust examples (basic_usage, error_analysis, custom_filters, event_pipeline)

🚧 In Progress

  • Java integration (JNI)
  • Go integration (CGO)
  • Rust proc macro integration
  • Natural language explanation generator
  • Advanced output formats (HTML, Markdown)

πŸ“Š Current Metrics

  • 93 tests passing across all packages
  • 3 language bindings complete (Python, Node.js, C/C++)
  • 4 working examples in Rust
  • <2ΞΌs per event performance overhead
  • 1-2% runtime overhead for typical workloads

See FRAMEWORK_PLAN.md for detailed roadmap.

🀝 Contributing

We welcome contributions! Please see CONTRIBUTING.md for details.

Development Setup

# Install Rust
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

# Clone repository
git clone https://github.com/xplainit/xplainit.git
cd xplainit

# Build
cargo build --all

# Run tests
cargo test --all

# Run clippy
cargo clippy --all -- -D warnings

πŸ“„ License

Dual licensed under:

Choose whichever license suits your needs.

🌟 Acknowledgments

  • Built with Rust
  • Inspired by debuggers, profilers, and educational tools
  • Special thanks to all contributors

πŸ“ž Support


Built with ❀️ to make code execution transparent and understandable for everyone.


πŸŽ‰ Project Status

Actively building and shipping! πŸš€

Current phase: Multi-Language Integration 🌍

Package Status

Package Status Tests Description
xplainit-core βœ… Stable 76 passing Core Rust framework
xplainit-python βœ… Stable 1 passing Python bindings (PyO3)
xplainit-node βœ… Stable 1 passing Node.js bindings (Neon)
xplainit-c βœ… Stable 5 passing C/C++ FFI bindings
xplainit-java 🚧 Planned - Java JNI bindings
xplainit-go 🚧 Planned - Go CGO bindings

Total: 93 tests passing ✨

Star ⭐ this repo to follow our progress!

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