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Update README.md #22

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35 changes: 21 additions & 14 deletions README.md
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# Official IOCX Project

This is the **original IOCX engine** for static IOC extraction and PE analysis.
Any other repositories using the name "iocx" are **not affiliated** with this project.

- PyPI: [https://pypi.org/project/iocx/](https://pypi.org/project/iocx/)
- Github: [https://github.com/iocx-dev/iocx](https://github.com/iocx-dev/iocx)
- Website: [https://iocx.dev/](https://iocx.dev/)

<p align="center">
<a href="https://pypi.org/project/iocx/">
<img src="https://img.shields.io/pypi/v/iocx?logo=pypi&logoColor=white" alt="PyPI Version">
Expand All @@ -11,21 +20,15 @@
<a href="https://github.com/iocx-dev/iocx/actions">
<img src="https://img.shields.io/github/actions/workflow/status/iocx-dev/iocx/ci.yml?label=build" alt="Build Status">
</a>
<img src="https://img.shields.io/badge/v0.6.0_engine_1MB-0.0358s-brightgreen" alt="Engine Performance">
<img src="https://img.shields.io/badge/v0.6.0_engine_throughput-~28MB%2Fs-brightgreen" alt="Engine Throughput">
<img src="https://img.shields.io/badge/v0.6.0_detector_peak-150--450MB%2Fs-blue" alt="Detector Peak Throughput">
<img src="https://img.shields.io/badge/v0.6.0_pathological_IPv6-0.0004s-brightgreen" alt="Pathological IPv6 Timing">
<img src="https://img.shields.io/badge/v0.6.0_perf-28MB/s_engine_|_450MB/s_peak_|_0.0004s_path-brightgreen" alt="Performance Cluster">
<img src="https://img.shields.io/badge/performance-28MB/s_engine_|_450MB/s_peak_|_0.0004s_path-brightgreen" alt="Performance Summary">
</p>

# Official IOCX Project

This is the **original IOCX engine** for static IOC extraction and PE analysis.
- PyPI: [https://pypi.org/project/iocx/](https://pypi.org/project/iocx/)
- Github: [https://github.com/iocx-dev/iocx](https://github.com/iocx-dev/iocx)
- Website: [https://iocx.dev/](https://iocx.dev/)

Any other repositories using the name "iocx" are **not affiliated** with this project.
<p align="center">
<img src="https://iocx.dev/assets/iocx_demo.gif" alt="IOCX Demo" width="720">
</p>
<p align="center">
<sub>Static IOC extraction from a PE file using the IOCX CLI</sub>
</p>

# IOCX — Static IOC Extraction for Binaries, Text, and Artifacts

Expand All @@ -45,7 +48,11 @@ IOCX is a core component of the MalX Labs ecosystem for scalable, modern threat

## Why IOCX?

IOCX is designed for environments where **safety, determinism, and automation** matter. Unlike extractors that operate only on raw text, IOCX includes **binary‑aware static analysis**, a **plugin-friendly rule system**, and a **stable JSON schema** suitable for pipelines and long-term integrations.
IOCX is designed for environments where **safety, determinism, and automation** matter. Unlike extractors that operate only on raw text, IOCX includes:

- Binary‑aware static analysis
- A plugin-friendly rule system
- A stable JSON schema suitable for pipelines and long-term integrations

### Key advantages

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