--- title: "codebase-memory-mcp vs jadx-ai-mcp" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deusdata-codebase-memory-mcp-vs-zinja-coder-jadx-ai-mcp" tools: ["deusdata-codebase-memory-mcp", "zinja-coder-jadx-ai-mcp"] --- # codebase-memory-mcp vs jadx-ai-mcp *GraphCanon updated Aug 25, 2026* ## Verdict Pick codebase-memory-mcp if codebase-memory-mcp excels at indexing codebases into a persistent knowledge graph with support for 158 languages, sub-ms query times, and minimal token use, delivered as a single static binary; pick jadx-ai-mcp if jadx-ai-mcp is a Java-based plugin that extends JADX by integrating it with MCP servers to improve functionalities like AI-driven code analysis and reverse engineering. [codebase-memory-mcp](https://deusdata.github.io/codebase-memory-mcp/) reports 41k GitHub stars, 3.3k forks, and 510 open issues, last pushed Aug 24, 2026. [jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) has 2.6k stars, 232 forks, and 9 open issues, last pushed May 28, 2026. Figures are from public GitHub metadata via [codebase-memory-mcp's repository](https://github.com/DeusData/codebase-memory-mcp) and [jadx-ai-mcp's repository](https://github.com/zinja-coder/jadx-ai-mcp). | | [codebase-memory-mcp](/tools/deusdata-codebase-memory-mcp.md) | [jadx-ai-mcp](/tools/zinja-coder-jadx-ai-mcp.md) | | --- | --- | --- | | Tagline | High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly | Plugin for JADX to integrate MCP server | | Stars | 40,581 | 2,551 | | Forks | 3,289 | 232 | | Open issues | 510 | 9 | | Language | C | Java | | Adopt for | codebase-memory-mcp excels at indexing codebases into a persistent knowledge graph with support for 158 languages, sub-ms query times, and minimal token use, delivered as a single static binary. | jadx-ai-mcp is a Java-based plugin that extends JADX by integrating it with MCP servers to improve functionalities like AI-driven code analysis and reverse engineering. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | Data & Retrieval, Developer Tools | Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [codebase-memory-mcp](/tools/deusdata-codebase-memory-mcp.md) | [jadx-ai-mcp](/tools/zinja-coder-jadx-ai-mcp.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Steady (60%) | | Days since push | 1d | 59d | | Open issues (now) | 510 | 9 | | Stars delta | +5.2k (30d) | Unknown | | Open issues delta | +162 (30d) | Unknown | | Full report | [trust report](/tools/deusdata-codebase-memory-mcp/trust.md) | [trust report](/tools/zinja-coder-jadx-ai-mcp/trust.md) | ## Decision facts: codebase-memory-mcp - **Adopt for:** codebase-memory-mcp excels at indexing codebases into a persistent knowledge graph with support for 158 languages, sub-ms query times, and minimal token use, delivered as a single static binary. ## Decision facts: jadx-ai-mcp - **Adopt for:** jadx-ai-mcp is a Java-based plugin that extends JADX by integrating it with MCP servers to improve functionalities like AI-driven code analysis and reverse engineering. ## Choose when ### Choose codebase-memory-mcp if… - codebase-memory-mcp is primarily C; jadx-ai-mcp is Java. - License: codebase-memory-mcp is MIT, jadx-ai-mcp is Apache-2.0. - Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis. - Also covers Data & Retrieval. - When needing rapid codebase indexing into a knowledge graph with low latency queries ### Choose jadx-ai-mcp if… - jadx-ai-mcp is primarily Java; codebase-memory-mcp is C. - License: jadx-ai-mcp is Apache-2.0, codebase-memory-mcp is MIT. - Tags unique to jadx-ai-mcp: ai, java, llm, mcp. - Also covers LLM Frameworks. - Use jadx-ai-mcp when you are working with JAVA applications requiring enhanced reverse engineering capabilities or AI-driven analysis specifically integrated through the Model Context Protocol (MCP) ## When NOT to use codebase-memory-mcp - If you demand extensive interactive graphical UI features beyond its command-line interface capabilities - When your project prioritizes a dynamic runtime environment over static binaries ## When NOT to use jadx-ai-mcp - Avoid using jadx-ai-mcp if your development workflow does not involve JAVA or the use of an MCP server - Do not opt for this plugin when your specific needs do not align with AI-driven analysis or reverse engineering tasks, as it is specifically tailored for these functionalities ## Common questions ### What is the difference between codebase-memory-mcp and jadx-ai-mcp? codebase-memory-mcp: High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly. jadx-ai-mcp: Plugin for JADX to integrate MCP server. See the comparison table for live GitHub stats and shared categories. ### When should I choose codebase-memory-mcp over jadx-ai-mcp? Choose codebase-memory-mcp over jadx-ai-mcp when codebase-memory-mcp is primarily C; jadx-ai-mcp is Java; License: codebase-memory-mcp is MIT, jadx-ai-mcp is Apache-2.0; Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis; Also covers Data & Retrieval; When needing rapid codebase indexing into a knowledge graph with low latency queries. ### When should I choose jadx-ai-mcp over codebase-memory-mcp? Choose jadx-ai-mcp over codebase-memory-mcp when jadx-ai-mcp is primarily Java; codebase-memory-mcp is C; License: jadx-ai-mcp is Apache-2.0, codebase-memory-mcp is MIT; Tags unique to jadx-ai-mcp: ai, java, llm, mcp; Also covers LLM Frameworks; Use jadx-ai-mcp when you are working with JAVA applications requiring enhanced reverse engineering capabilities or AI-driven analysis specifically integrated through the Model Context Protocol (MCP). ### When should I avoid codebase-memory-mcp? If you demand extensive interactive graphical UI features beyond its command-line interface capabilities When your project prioritizes a dynamic runtime environment over static binaries ### When should I avoid jadx-ai-mcp? Avoid using jadx-ai-mcp if your development workflow does not involve JAVA or the use of an MCP server Do not opt for this plugin when your specific needs do not align with AI-driven analysis or reverse engineering tasks, as it is specifically tailored for these functionalities ### Is codebase-memory-mcp or jadx-ai-mcp more popular on GitHub? codebase-memory-mcp has more GitHub stars (40,581 vs 2,551). Stars measure visibility, not whether either tool fits your constraints. ### Are codebase-memory-mcp and jadx-ai-mcp open source? Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, jadx-ai-mcp: Apache-2.0). ### Where can I find alternatives to codebase-memory-mcp or jadx-ai-mcp? GraphCanon lists graph-backed alternatives at [codebase-memory-mcp alternatives](/tools/deusdata-codebase-memory-mcp/alternatives) and [jadx-ai-mcp alternatives](/tools/zinja-coder-jadx-ai-mcp/alternatives) ([codebase-memory-mcp markdown twin](/tools/deusdata-codebase-memory-mcp/alternatives.md), [jadx-ai-mcp markdown twin](/tools/zinja-coder-jadx-ai-mcp/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/deusdata-codebase-memory-mcp-vs-zinja-coder-jadx-ai-mcp.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, codebase-memory-mcp or jadx-ai-mcp? codebase-memory-mcp: Very active. jadx-ai-mcp: Steady. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for codebase-memory-mcp and jadx-ai-mcp? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [codebase-memory-mcp trust report](/tools/deusdata-codebase-memory-mcp/trust); [jadx-ai-mcp trust report](/tools/zinja-coder-jadx-ai-mcp/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=deusdata-codebase-memory-mcp`](/api/graphcanon/graph?tool=deusdata-codebase-memory-mcp) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_