MG1937/ASCPublic

ASC is a super FAST Android decompiler front-end designed for Agents/Mobile Researchers.

AI summary: A high-speed Android decompiler front-end tailored for agents and mobile researchers.

Stars
2.1K
+39 today
Forks
287
Watchers
6
Open issues
4
Open PRs
4
Contributors
~7
Commits
76
Branches
4

PythonApache-2.0Created Jun 9, 2026Last push 4d agoLatest release dev-0.1.1-post2+161 stars this week+977 this month

Quick answers

What is ASC?
A high-speed Android decompiler front-end tailored for agents and mobile researchers.
What does ASC do?
ASC functions as a fast Android decompiler by treating compiled APK artifacts directly as databases, bypassing heavy preprocessing. Instead of fully inflating gigabytes of RAM to build exhaustive cross-references, it extracts and searches code on demand in milliseconds. The engine probes the Deflate bitstream directly and uses dense Huffman lookup tables to extract core metadata. This zero-overhead approach significantly reduces decompilation wait times and memory consumption. It leverages R8 compiler optimizations as a decompilation primitive to achieve these speeds.
Who is ASC for?
Mobile security researchers, reverse engineers, and developers building agentic workflows for APK analysis. It is designed for those who require fast, efficient, and low-memory decompilation capabilities.
How do I get started with ASC?
# from PyPI && pip install droidasc && && # or from source && pip install .
How popular is ASC on GitHub?
MG1937/ASC has 2,112 stars and 287 forks on GitHub, and gained 161 stars in the last 7 days.
What license does ASC use?
MG1937/ASC is released under the Apache-2.0 license.

Star history

since Sep 15, 2026
01K2KSep 2026Sep 2026Sep 2026Oct 2026
2.1K stars as of Oct 4, 2026. Measured daily since Sep 15, 2026; GitHub no longer exposes earlier star timestamps.

Contribution activity

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55 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Rising fast

    +161 stars this week

  • Permissive license

    Apache-2.0

  • Continuous integration

    Automated checks passing

What ASC does

ASC functions as a fast Android decompiler by treating compiled APK artifacts directly as databases, bypassing heavy preprocessing. Instead of fully inflating gigabytes of RAM to build exhaustive cross-references, it extracts and searches code on demand in milliseconds. The engine probes the Deflate bitstream directly and uses dense Huffman lookup tables to extract core metadata. This zero-overhead approach significantly reduces decompilation wait times and memory consumption. It leverages R8 compiler optimizations as a decompilation primitive to achieve these speeds.

Mobile security researchers, reverse engineers, and developers building agentic workflows for APK analysis. It is designed for those who require fast, efficient, and low-memory decompilation capabilities.

  • On-demand decompilation: Extracts and searches code directly from the APK without full upfront inflation.
  • Zero-overhead engine: Bypasses traditional heavy preprocessing to save memory and time.
  • Direct bitstream probing: Interacts directly with the Deflate bitstream to read necessary metadata.
  • Dense lookup tables: Utilizes Huffman lookup tables to skip irrelevant data blocks efficiently.
  • Stateless architecture: Operates without maintaining bloated global databases of code relationships.

Where teams use it

Rapid mobile research

Analyze massive Android APKs quickly without waiting for full decompilation processes.

Agent-driven analysis

Provide AI agents with a high-speed tool to extract and query compiled Android code.

Reverse engineering

Investigate APK structures and logic with minimal memory overhead.

On-demand code extraction

Query specific code relationships within an APK instantly during security assessments.

Getting started: # from PyPI && pip install droidasc && && # or from source && pip install .

README

main branch

Droid ASC: R8 Compiler Optimization as a DeCompiler Primitive

https://blackhat.com/europe/arsenal/schedule/index.html#droid-asc-r8-compiler-optimization-as-a-decompiler-primitive-54834

When decompiling massive Android APKs, the standard procedure is to wait. We wait for tools to eat gigabytes of RAM, fully inflate the artifacts, and spend tens of minutes building heavy global indexes and cross references... All of this is just to guarantee fast code searches later, but here is the contradiction. A compiled artifact is already highly structured, modern decompilers never utilize this, they waste massive amounts of time and memory reconstructing a bloated database of code relationships over already structured data. This engineering approach defies common sense. When I can directly extract any code relationship from the APK in milliseconds, does this preprocessing still hold any value?

Instead of forcing decompilers into heavy preprocessing, we choose to query the compiled artifact directly as a database. We built a stateless, zero-overhead engine that extracts and searches code on demand in milliseconds. In this briefing, we will explore the underlying engineering required to bypass traditional bottlenecks. We will demonstrate how to abandon full inflate by probing directly within the Deflate bitstream, building dense Huffman lookup tables to extract core metadata without touching irrelevant data blocks. Furthermore, we will explain optimization details of the R8 compiler, especially how deterministic constant relocation and instruction deduplication leave behind highly concentrated physical layouts, we weaponize this compiler behavior to execute lightning-fast cross DEX code searches. To map these raw bytecode offsets back to methods, we engineered an O(1) instruction locating primitive, achieving constant-time method resolution without building heavy mapping tables. Finally, upon hitting a target, Droid ASC extracts only the specific bytecodes and its dependencies, dynamically reconstructing a minimal and self consistent DEX entirely in memory for instant decompilation.

We will demonstrate this architecture live against a 352MB commercial APK. Droid ASC executes global cross reference searches in 1.79 seconds and decompiles target classes in 177 milliseconds using only 141MB of RAM. By treating the artifact as a read only database and operating with zero preprocessing, we return the decompiler to its core essence. It is no longer a bloated indexing tool, but a lightning fast, on demand decompilation engine that fundamentally redefines how we analyze compiled code.

Benchmark

Benchmark

ASC_Benchmark.mp4

Install

# from PyPI
pip install droidasc

# or from source
pip install .

After installation, the droidasc CLI command is available globally:

usage: droidasc [-h] {getclass,listclass,getmanifest,findrefs} ...

ASC tooling entry.

positional arguments:
  {getclass,listclass,getmanifest,findrefs}
    getclass            Locate the target class in APK, extract one DEX in memory, then decompile.
    listclass           List classes defined across all DEX entries in APK.
    getmanifest         Decode AndroidManifest.xml from APK and print it as XML.
    findrefs            Find code references for string/type/method/field across all DEX entries in APK.

options:
  -h, --help            show this help message and exit

examples:
  droidasc app.apk --gui
  droidasc getclass app.apk Lcom/poc/Main; -o Main.java
  droidasc getclass app.apk com.poc.Main --threads 16
  droidasc listclass app.apk -o classes.txt
  droidasc listclass app.apk --prefix com.poc
  droidasc getmanifest app.apk -o AndroidManifest.xml
  droidasc findrefs app.apk string token -o string_refs.txt
  droidasc findrefs app.apk type com.poc.Main
  droidasc findrefs app.apk method onCreate --class com.poc.Main
  droidasc findrefs app.apk method notify --class MainActivity --fuzzy-class -o method_refs.txt
  droidasc findrefs app.apk field apiKey -o field_refs.txt

listclass prints Dalvik class descriptors in APK/DEX definition order, one per line. With -o, output is written to the selected file instead of stdout. --prefix com.poc filters by Lcom/poc; an already normalized prefix such as Lcom/poc is kept unchanged.

You can also use python main.py as before — it delegates to the same entry point.

Sponsors

Sponsor Amount
HTTChina 5000¥
c01ns 11.9¥
gguowang AND cococount 2¥

Thank you to all sponsors for your support!

ASC is built with the hope that it can genuinely help everyone improve their reverse engineering workflow — from speeding up the tedious parts to making the impossible feel routine.

Acknowledgements

Thanks to the Androguard project for providing the Android reverse-engineering and DEX analysis foundation used by Droid ASC.

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Recent activity

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Releases and announcements

1 total
  1. dev-0.1.1-post2dev-0.1.1-post2Sep 21, 2026

    1. Optimized code scan item speed using byte.translate, improving it by ~30% 2. Fixed the static field offset issue 3. Enhanced the GUI xrefs feature to support finding references to methods/fields by x, as well as long-pressing Ctrl to jump to the next method/field 4. Added the getmanifest/listclass subcommands

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55 commits in the last 52 weeks.

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Who is committing

last 52 weeks
Maintainer commits57 (75%)
Community commits19 (25%)

76 commits in total over the last year.

DateListRankStars gained
Sep 16, 2026daily#8+122
Sep 15, 2026daily#8+122