AgentIndex icon
AgentIndex
skylos logo
skylos
★ 848
vs
jadx-mcp-server logo
jadx-mcp-server
★ 808

skylos vs jadx-mcp-server

skylos: Skylos is a privacy-first, hybrid static analysis tool designed for Python, TypeScript, and Go. It excels at detecting dead code, critical security vulnerabilities like SQL injection and hardcoded secrets, and various code quality issues, bridging traditional static analysis with advanced AI agent capabilities.; jadx-mcp-server: JADX-MCP-SERVER is an automated Python server that facilitates Android application analysis by integrating JADX with Large Language Models (LLMs) via the Model Context Protocol (MCP). It enables LLMs like Claude to interact with decompiled Android app contexts in real-time, assisting with vulnerability detection, code review, and reverse engineering.

01

TL;DR

skylos logo
skylosRAG / Knowledge Base · ★ 848

Automating Code Quality in CI/CD: Integrate Skylos into GitHub Actions to automatically detect dead code, security vulnerabilities, and quality issues on every Pull Request, failing builds on critical findings.

Read skylos full review →
jadx-mcp-server logo
jadx-mcp-serverRAG / Knowledge Base · ★ 808

Perform quick analysis and summarize code sections (classes, methods).

Read jadx-mcp-server full review →
02

Side-by-Side Comparison

Field
skylos logoskylos
jadx-mcp-server logojadx-mcp-server
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 848
★ 808
License
NOASSERTION
Apache-2.0
Install Command
pip install skylos
git clone https://github.com/zinja-coder/jadx-mcp-server.git
Updated
Today
3d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Static Analysis, SAST, Dead Code Detection
Android Reverse Engineering, LLM Integration, Decompilation
03

Features

skylos logoskylos
01Hybrid Static Analysis with AI Agents: Combines traditional static analysis with optional local/cloud LLMs to eliminate false positives and find deep logic bugs.
02Comprehensive Code Auditing: Detects dead code, security vulnerabilities (SAST including SQLi, SSRF, secrets), and code quality issues (complexity, nesting) across multiple languages.
03Automated Remediation & CI/CD Integration: Offers automated fixes and end-to-end remediation via AI agents, and seamlessly integrates into CI/CD pipelines for PR guarding, annotations, and quality gates.
04Multi-Language Support & Privacy-First: Supports Python, TypeScript, and Go with 100% local analysis options, ensuring code privacy.
jadx-mcp-server logojadx-mcp-server
01Fully automated MCP server for LLM communication.
02Real-time interaction with decompiled Android app context using LLMs.
03Integration with JADX-AI-MCP plugin for enhanced reverse engineering capabilities.
04Provides various MCP tools for class, method, field, and resource information retrieval.
05Supports debugging assistance through stack frames, threads, and variable insights.
04

Use Cases

skylos logoskylos
↳Automating Code Quality in CI/CD: Integrate Skylos into GitHub Actions to automatically detect dead code, security vulnerabilities, and quality issues on every Pull Request, failing builds on critical findings.
↳Deep Security Auditing of Python, TypeScript, and Go Applications: Perform comprehensive SAST, including taint analysis, secrets detection, and vulnerability checks, across multi-language repositories.
↳Intelligent Dead Code Elimination and Codebase Optimization: Accurately identify and safely remove unreachable functions, classes, and unused imports, leveraging hybrid analysis to distinguish true dead code from framework magic.
↳AI-Assisted Code Remediation and PR Review: Utilize AI agents for context-aware audits, automated fixes, and end-to-end remediation, including generating and validating fixes, and posting inline PR review comments.
jadx-mcp-server logojadx-mcp-server
↳Perform quick analysis and summarize code sections (classes, methods).
↳Detect vulnerabilities like insecure API usages, hardcoded secrets, and input sanitization issues.
↳Assist with reverse engineering by deobfuscating code, inferring original purpose, and identifying libraries.
↳Conduct static analysis to identify network calls, file I/O operations, and potential PII leaks.
↳Act as an AI assistant during APK debugging, providing summaries of stack frames, variables, and threads.
FAQ

FAQ

What is the difference between skylos and jadx-mcp-server?
Both skylos and jadx-mcp-server are in the RAG / Knowledge Base category. skylos has 848 stars, while jadx-mcp-server has 808 stars.
Which is better, skylos or jadx-mcp-server?
The best choice depends on your use case. Choose skylos if Automating Code Quality in CI/CD: Integrate Skylos into GitHub Actions to automatically detect dead code, security vulnerabilities, and quality issues on every Pull Request, failing builds on critical findings., and jadx-mcp-server if Perform quick analysis and summarize code sections (classes, methods)..
Is skylos free or open source?
Yes, skylos is open source on GitHub (NOASSERTION).
Is jadx-mcp-server free or open source?
Yes, jadx-mcp-server is open source on GitHub (Apache-2.0).
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