--- title: "codebase-memory-mcp vs server" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deusdata-codebase-memory-mcp-vs-mariadb-server" tools: ["deusdata-codebase-memory-mcp", "mariadb-server"] --- # codebase-memory-mcp vs server *GraphCanon updated Aug 21, 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 server if mariaDB/server is a community-driven, robust SQL database solution with multiple storage engines and advanced capabilities such as full-text search and spatial extensions. [codebase-memory-mcp](https://deusdata.github.io/codebase-memory-mcp/) reports 35k GitHub stars, 2.8k forks, and 348 open issues, last pushed Jul 26, 2026. [server](https://mariadb.org) has 8.1k stars, 2.1k forks, and 461 open issues, last pushed Aug 21, 2026. Figures are from public GitHub metadata via [codebase-memory-mcp's repository](https://github.com/DeusData/codebase-memory-mcp) and [server's repository](https://github.com/MariaDB/server). | | [codebase-memory-mcp](/tools/deusdata-codebase-memory-mcp.md) | [server](/tools/mariadb-server.md) | | --- | --- | --- | | Tagline | High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly | MariaDB/server | | Stars | 35,386 | 8,117 | | Forks | 2,756 | 2,079 | | Open issues | 348 | 461 | | Language | C | C++ | | 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. | MariaDB/server is a community-driven, robust SQL database solution with multiple storage engines and advanced capabilities such as full-text search and spatial extensions. | | Persona | - | - | | Runtime | - | - | | License | MIT | GPL-2.0 | | Categories | Data & Retrieval, Developer Tools | Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [codebase-memory-mcp](/tools/deusdata-codebase-memory-mcp.md) | [server](/tools/mariadb-server.md) | | --- | --- | --- | | Open issues (now) | 348 | 461 | | Stars delta | Unknown | +235 (30d) | | Open issues delta | Unknown | -1 (30d) | | Owner type | User | Organization | | Full report | [trust report](/tools/deusdata-codebase-memory-mcp/trust.md) | [trust report](/tools/mariadb-server/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: server - **Pricing:** freemium - MariaDB/server is free under the GPL-2.0 license but offers paid support and services through various business tiers. - **Requirements:** - System requirements vary greatly based on intended use, including size of data stores, query complexity, and storage engine choices. - **Adopt for:** MariaDB/server is a community-driven, robust SQL database solution with multiple storage engines and advanced capabilities such as full-text search and spatial extensions. - **License detail:** GPL-2.0 ## Choose when ### Choose codebase-memory-mcp if… - codebase-memory-mcp is primarily C; server is C++. - License: codebase-memory-mcp is MIT, server is GPL-2.0. - Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis. - Also covers Developer Tools. - When needing rapid codebase indexing into a knowledge graph with low latency queries ### Choose server if… - server is primarily C++; codebase-memory-mcp is C. - License: server is GPL-2.0, codebase-memory-mcp is MIT. - Pricing: MariaDB/server is free under the GPL-2.0 license but offers paid support and services through various business tiers.. - Requirements: - System requirements vary greatly based on intended use, including size of data stores, query complexity, and storage engine choices.. - Tags unique to server: database, relational-databases, sql, vector-database. - - You require a database that supports multiple storage engines, offering flexibility in handling different data types and workloads. ## 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 server - - If your project strictly requires the latest version of the GPL, as MariaDB is specifically licensed under GPLv2 without provisions for later versions. - - In scenarios where tight integration with specific AWS services is essential; while compatible with AWS in general, it’s not specifically optimized like some proprietary solutions could be. ## Common questions ### What is the difference between codebase-memory-mcp and server? codebase-memory-mcp: High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly. server: MariaDB/server. See the comparison table for live GitHub stats and shared categories. ### When should I choose codebase-memory-mcp over server? Choose codebase-memory-mcp over server when codebase-memory-mcp is primarily C; server is C++; License: codebase-memory-mcp is MIT, server is GPL-2.0; Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis; Also covers Developer Tools; When needing rapid codebase indexing into a knowledge graph with low latency queries. ### When should I choose server over codebase-memory-mcp? Choose server over codebase-memory-mcp when server is primarily C++; codebase-memory-mcp is C; License: server is GPL-2.0, codebase-memory-mcp is MIT; Pricing: MariaDB/server is free under the GPL-2.0 license but offers paid support and services through various business tiers.; Requirements: - System requirements vary greatly based on intended use, including size of data stores, query complexity, and storage engine choices.; Tags unique to server: database, relational-databases, sql, vector-database; - You require a database that supports multiple storage engines, offering flexibility in handling different data types and workloads. ### 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 server? - If your project strictly requires the latest version of the GPL, as MariaDB is specifically licensed under GPLv2 without provisions for later versions. - In scenarios where tight integration with specific AWS services is essential; while compatible with AWS in general, it’s not specifically optimized like some proprietary solutions could be. ### Is codebase-memory-mcp or server more popular on GitHub? codebase-memory-mcp has more GitHub stars (35,386 vs 8,117). Stars measure visibility, not whether either tool fits your constraints. ### Are codebase-memory-mcp and server open source? Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, server: GPL-2.0). ### Where can I find alternatives to codebase-memory-mcp or server? GraphCanon lists graph-backed alternatives at [codebase-memory-mcp alternatives](/tools/deusdata-codebase-memory-mcp/alternatives) and [server alternatives](/tools/mariadb-server/alternatives) ([codebase-memory-mcp markdown twin](/tools/deusdata-codebase-memory-mcp/alternatives.md), [server markdown twin](/tools/mariadb-server/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-mariadb-server.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 server? codebase-memory-mcp: Very active. server: Very active. 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 server? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [codebase-memory-mcp trust report](/tools/deusdata-codebase-memory-mcp/trust); [server trust report](/tools/mariadb-server/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/_