obx-dev 1.0.1

Autonomous Runtime Intelligence for Python

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OBX

Autonomous Runtime Intelligence for Python

The first local-first engine that transforms any Python application into a
self-monitoring · self-diagnosing · self-scoring system — in one line.

Stop monitoring. Start understanding.

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Why OBX Exists

Modern debugging is reactive.

Something crashes.
You open logs.
You inspect stack traces.
You guess.

OBX changes that.

Instead of only showing what happened, OBX analyzes behavior, detects instability patterns, and produces actionable intelligence about why it happened — and what to fix.

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What Makes OBX Different?

Category	Question Answered
Monitoring Tools	What happened?
Profilers	Where is it slow?
Tracing Systems	How did the request flow?
OBX	Why is this happening — and what should I do?

OBX creates a new DevTools category:

Autonomous Runtime Intelligence

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One Line to Activate

from obx import enable
enable()

No dashboards.
No agents.
No config files.
No cloud required.

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Core Capabilities

Runtime Intelligence Engine

• Function call tracing
• Execution flow awareness
• Exception interception
• Behavioral fingerprinting
• Lightweight runtime sampling

Crash Shield

Intercepts every exception and generates structured diagnostics:

[CRITICAL] Infinite recursion detected
  @ user_service.py:45
  Suggestion: Add a base case or refactor recursive logic

[HIGH] Memory growth anomaly detected
  @ db/session.py:112
  Suggestion: Ensure sessions are properly closed

OBX Health Score

Every execution produces a composite intelligence score:

Stability     94
Performance   88
Logic         91
Risk           8

OBX Index     92.1 / 100

Add a badge to your README:

![OBX Score](https://img.shields.io/badge/OBX%20Score-92%2F100-brightgreen)

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Logic Intelligence Engine

Static analysis that detects:

• Unreachable code
• Always-true / always-false conditions
• Deep nesting patterns
• Identity comparison misuse
• High complexity functions

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Performance Intelligence

• Function heatmap
• Bottleneck detection
• Repeated-call anomaly detection
• Memory growth monitoring
• Optimization suggestions

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Execution Snapshots

from obx import snapshot

snapshot("before", {"users": count_users()})
run_migration()
snapshot("after", {"users": count_users()})

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Modes

enable(mode="dev")      # Full intelligence output
enable(mode="prod")     # Minimal overhead
enable(mode="silent")   # Internal tracking only

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CLI

obx run app.py
obx analyze ./src
obx score ./src
obx report --json
obx report --markdown --output report.md
obx doctor
obx benchmark app.py --iterations 5

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Architecture

obx/
├── core/
├── runtime/
├── intelligence/
├── performance/
├── logic/
├── shield/
├── recorder/
├── scoring/
├── plugins/
├── reporting/
├── cli/
├── config/
└── benchmarks/

Design Principles

• Local-first intelligence
• Actionable insights over raw metrics
• Minimal runtime overhead
• Clean modular architecture
• Fully typed codebase
• Python 3.8+ compatible

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Performance

Mode	Estimated CPU Overhead
dev	< 3%
prod	< 1%
silent	< 0.5%

Benchmark locally:

python -m obx.benchmarks.overhead

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Privacy & Security

• No external data transmission
• No telemetry
• No analytics
• Automatic sensitive-key redaction in production mode

Your code never leaves your machine.

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Installation

pip install obx-dev

Requirements: Python 3.8+

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Roadmap

• v1.1 — Adaptive sampling tracer
• v1.2 — Advanced anomaly detection
• v1.3 — GitHub Action intelligence mode
• v2.0 — Optional cloud intelligence layer

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Contributing

git clone https://github.com/AbdalrhmanReda1/OBX
cd OBX
pip install -e .
pytest tests/

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Author

Abdalrhman Reda

GitHub: https://github.com/AbdalrhmanReda1
Telegram: https://t.me/o7_4l

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License

MIT License

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OBX — Autonomous Runtime Intelligence for Python

Built for developers who want answers — not dashboards.