head to head · open source
codebase-memory-mcp vs Visual-Code-Space
codebase-memory-mcp has 48,309 GitHub stars, 3,992 forks, 561 open issues and last shipped 2 days ago. Visual-Code-Space has 696 stars, 87 forks, 75 open issues and last shipped 19 days ago. codebase-memory-mcp leads on adoption by 6,841% (48,309 vs 696 stars). codebase-memory-mcp is written in C under MIT; Visual-Code-Space is written in Kotlin under GPL-3.0. codebase-memory-mcp has attracted 8% as many forks as stars, Visual-Code-Space 13%. codebase-memory-mcp was the more recently maintained of the two, and both are self-hostable with no licence fee.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
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Side by side
| codebase-memory-mcp | Visual-Code-Space | |
|---|---|---|
| GitHub stars | ★ 48K | ★ 696 |
| License | MIT | GPL-3.0 |
| Written in | C | Kotlin |
| Last push | 2026-11-07 | 2026-10-21 |
| Forks | ⑂ 4.0K | ⑂ 87 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick codebase-memory-mcp if
- You weight community size — 48K stars and counting
- You want the MIT license terms
- Your stack matches C
- You value the larger contributor base for long-term maintenance
pick Visual-Code-Space if
- You want the Visual-Code-Space feature set and don't need the biggest community
- You prefer the GPL-3.0 license terms
- Your stack matches Kotlin
- You evaluated both and Visual-Code-Space fits your workflow better
About codebase-memory-mcp
codebase memory mcp: local code intelligence for AI agents via MCP Understand your repository, from source code to the systems around it. codebase memory mcp is an MCP server that connects code, documentation, configuration, and infrastructure in a persistent local knowledge graph. Use it to find an unfamiliar feature, follow a call across services, trace a deployment back to its source, or assess which parts of a project a change could affect. Give your coding agent structural context through Model Context Protocol (MCP), or query the graph directly from the CLI. The MCP server is the core of the project. Its…
read the full codebase-memory-mcp overview →
About Visual-Code-Space
Visual Code Space A Modern Code Editor for Android A glimpse of Visual Code Space in action. 🚀 Elevate Your Mobile Coding Experience Visual Code Space is a cutting edge code editor meticulously crafted for Android devices. It empowers you to code on the go with a seamless and efficient environment. Forget about cumbersome setups; dive straight into coding with our intuitive interface and powerful features. ✨ Key Features ⚡ Blazing Fast File Explorer: Navigate your project directories with speed and ease. 🎨 Multi Language Syntax Highlighting: Enjoy syntax highlighting for a wide array of programming languages…
read the full Visual-Code-Space overview →
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Frequently asked questions
Is codebase-memory-mcp or Visual-Code-Space more popular?
codebase-memory-mcp has 48,309 GitHub stars and Visual-Code-Space has 696. codebase-memory-mcp has the larger community by that measure.
Are codebase-memory-mcp and Visual-Code-Space free?
Both are open source. codebase-memory-mcp is licensed under MIT and Visual-Code-Space under GPL-3.0. Neither carries a licence fee.
What is the difference between codebase-memory-mcp and Visual-Code-Space?
codebase-memory-mcp is written in C and Visual-Code-Space in Kotlin. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, codebase-memory-mcp or Visual-Code-Space?
Choose codebase-memory-mcp if you want the larger community (48,309 stars) or its MIT licence terms. Choose Visual-Code-Space if its feature set, stack or GPL-3.0 licence fits better. Both are self-hostable.