--- title: "codebase-memory-mcp vs quilt" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deusdata-codebase-memory-mcp-vs-quiltdata-quilt" tools: ["deusdata-codebase-memory-mcp", "quiltdata-quilt"] --- # codebase-memory-mcp vs quilt *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 quilt if quilt is a platform focused on managing scientific and AI-related datasets through detailed version control and context-rich data packages hosted on AWS. [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. [quilt](https://quilt.bio) has 1.4k stars, 90 forks, and 143 open issues, last pushed Jul 31, 2026. Figures are from public GitHub metadata via [codebase-memory-mcp's repository](https://github.com/DeusData/codebase-memory-mcp) and [quilt's repository](https://github.com/quiltdata/quilt). | | [codebase-memory-mcp](/tools/deusdata-codebase-memory-mcp.md) | [quilt](/tools/quiltdata-quilt.md) | | --- | --- | --- | | Tagline | High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly | Scientific Data Management Platform on AWS for managing data packages | | Stars | 40,581 | 1,367 | | Forks | 3,289 | 90 | | Open issues | 510 | 143 | | Language | C | TypeScript | | 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. | Quilt is a platform focused on managing scientific and AI-related datasets through detailed version control and context-rich data packages hosted on AWS. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-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) | [quilt](/tools/quiltdata-quilt.md) | | --- | --- | --- | | Days since push | 1d | 2d | | Open issues (now) | 510 | 143 | | Stars delta | +5.2k (30d) | Unknown | | Open issues delta | +162 (30d) | Unknown | | Owner type | User | Organization | | Full report | [trust report](/tools/deusdata-codebase-memory-mcp/trust.md) | [trust report](/tools/quiltdata-quilt/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: quilt - **Adopt for:** Quilt is a platform focused on managing scientific and AI-related datasets through detailed version control and context-rich data packages hosted on AWS. ## Choose when ### Choose codebase-memory-mcp if… - codebase-memory-mcp is primarily C; quilt is TypeScript. - License: codebase-memory-mcp is MIT, quilt is Apache-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 quilt if… - quilt is primarily TypeScript; codebase-memory-mcp is C. - License: quilt is Apache-2.0, codebase-memory-mcp is MIT. - Tags unique to quilt: data-engineering, data-version-control, data-versioning, parquet. - When your team requires in-depth version control for complex scientific datasets, ensuring that every change to the dataset is tracked and documented. ## 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 quilt - Not recommended if you prefer on-premises solutions over AWS-hosted services, as Quilt operates exclusively within the Amazon Web Services ecosystem. - If your project involves handling simple and static datasets where traditional CVS tools suffice. The overhead of using a specialized solution like Quilt might not justify its use. - Teams with limited experience in data engineering or with less sophisticated dataset requirements may find Quilt's robust features overly complex, potentially leading to underutilization. ## Common questions ### What is the difference between codebase-memory-mcp and quilt? codebase-memory-mcp: High-performance code intelligence MCP server indexing codebases into a persistent knowledge graph quickly. quilt: Scientific Data Management Platform on AWS for managing data packages. See the comparison table for live GitHub stats and shared categories. ### When should I choose codebase-memory-mcp over quilt? Choose codebase-memory-mcp over quilt when codebase-memory-mcp is primarily C; quilt is TypeScript; License: codebase-memory-mcp is MIT, quilt is Apache-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 quilt over codebase-memory-mcp? Choose quilt over codebase-memory-mcp when quilt is primarily TypeScript; codebase-memory-mcp is C; License: quilt is Apache-2.0, codebase-memory-mcp is MIT; Tags unique to quilt: data-engineering, data-version-control, data-versioning, parquet; When your team requires in-depth version control for complex scientific datasets, ensuring that every change to the dataset is tracked and documented. ### 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 quilt? Not recommended if you prefer on-premises solutions over AWS-hosted services, as Quilt operates exclusively within the Amazon Web Services ecosystem. If your project involves handling simple and static datasets where traditional CVS tools suffice. The overhead of using a specialized solution like Quilt might not justify its use. Teams with limited experience in data engineering or with less sophisticated dataset requirements may find Quilt's robust features overly complex, potentially leading to underutilization. ### Is codebase-memory-mcp or quilt more popular on GitHub? codebase-memory-mcp has more GitHub stars (40,581 vs 1,367). Stars measure visibility, not whether either tool fits your constraints. ### Are codebase-memory-mcp and quilt open source? Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, quilt: Apache-2.0). ### Where can I find alternatives to codebase-memory-mcp or quilt? GraphCanon lists graph-backed alternatives at [codebase-memory-mcp alternatives](/tools/deusdata-codebase-memory-mcp/alternatives) and [quilt alternatives](/tools/quiltdata-quilt/alternatives) ([codebase-memory-mcp markdown twin](/tools/deusdata-codebase-memory-mcp/alternatives.md), [quilt markdown twin](/tools/quiltdata-quilt/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-quiltdata-quilt.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 quilt? codebase-memory-mcp: Very active. quilt: 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 quilt? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [codebase-memory-mcp trust report](/tools/deusdata-codebase-memory-mcp/trust); [quilt trust report](/tools/quiltdata-quilt/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/_