--- title: "codebase-memory-mcp vs context7" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deusdata-codebase-memory-mcp-vs-upstash-context7" tools: ["deusdata-codebase-memory-mcp", "upstash-context7"] --- # codebase-memory-mcp vs context7 *GraphCanon updated Jul 11, 2026* ## Verdict Pick codebase-memory-mcp when codebase-memory-mcp is primarily C; context7 is TypeScript; pick context7 when context7 is primarily TypeScript; codebase-memory-mcp is C. [codebase-memory-mcp](https://deusdata.github.io/codebase-memory-mcp/) reports 30k GitHub stars, 2.4k forks, and 223 open issues, last pushed Jul 11, 2026. [context7](https://context7.com) has 59k stars, 2.8k forks, and 28 open issues, last pushed Jul 10, 2026. Figures are from public GitHub metadata via [codebase-memory-mcp's repository](https://github.com/DeusData/codebase-memory-mcp) and [context7's repository](https://github.com/upstash/context7). | | [codebase-memory-mcp](/tools/deusdata-codebase-memory-mcp.md) | [context7](/tools/upstash-context7.md) | | --- | --- | --- | | Tagline | High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary | Up-to-date code documentation for LLMs and AI code editors | | Stars | 29,913 | 58,913 | | Forks | 2,383 | 2,762 | | Open issues | 223 | 28 | | Language | C | TypeScript | | Adopt for | - | Context7 is a platform devoted to providing updated code documentation specifically tailored for LLMs (Large Language Models) and AI-based code editing tools. It uses TypeScript and operates under the MIT license. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | Developer Tools, LLM Frameworks | 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) | [context7](/tools/upstash-context7.md) | | --- | --- | --- | | Open issues (now) | 223 | 28 | | Owner type | User | Organization | | Full report | [trust report](/tools/deusdata-codebase-memory-mcp/trust.md) | [trust report](/tools/upstash-context7/trust.md) | ## Decision facts: context7 - **Adopt for:** Context7 is a platform devoted to providing updated code documentation specifically tailored for LLMs (Large Language Models) and AI-based code editing tools. It uses TypeScript and operates under the MIT license. ## Choose when ### Choose codebase-memory-mcp if… - codebase-memory-mcp is primarily C; context7 is TypeScript. - Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis. - More recently updated (last pushed Jul 11, 2026). ### Choose context7 if… - context7 is primarily TypeScript; codebase-memory-mcp is C. - Tags unique to context7: llm, mcp, mcp-server, vibe-coding. - When your project heavily relies on Large Language Models or AI-based code editors for enhancing development efficiency. ## When NOT to use codebase-memory-mcp - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use context7 - Avoid Context7 if your current project doesn't involve integration with Large Language Models or any AI-driven code editing utilities, as it will not offer significant advantages. - If your team strictly adheres to a development workflow that does not benefit from having real-time documentation tailored for LLMs and AI code editors, opting for more general developer tools may be更 ## Common questions ### What is the difference between codebase-memory-mcp and context7? codebase-memory-mcp: High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary. context7: Up-to-date code documentation for LLMs and AI code editors. See the comparison table for live GitHub stats and shared categories. ### When should I choose codebase-memory-mcp over context7? Choose codebase-memory-mcp over context7 when codebase-memory-mcp is primarily C; context7 is TypeScript; Tags unique to codebase-memory-mcp: aider, ast, claude-code, code-analysis; More recently updated (last pushed Jul 11, 2026). ### When should I choose context7 over codebase-memory-mcp? Choose context7 over codebase-memory-mcp when context7 is primarily TypeScript; codebase-memory-mcp is C; Tags unique to context7: llm, mcp, mcp-server, vibe-coding; When your project heavily relies on Large Language Models or AI-based code editors for enhancing development efficiency. ### When should I avoid codebase-memory-mcp? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid context7? Avoid Context7 if your current project doesn't involve integration with Large Language Models or any AI-driven code editing utilities, as it will not offer significant advantages. If your team strictly adheres to a development workflow that does not benefit from having real-time documentation tailored for LLMs and AI code editors, opting for more general developer tools may be更 ### Is codebase-memory-mcp or context7 more popular on GitHub? context7 has more GitHub stars (58,913 vs 29,913). Stars measure visibility, not whether either tool fits your constraints. ### Are codebase-memory-mcp and context7 open source? Yes - both are open-source projects on GitHub (codebase-memory-mcp: MIT, context7: MIT). ### Where can I find alternatives to codebase-memory-mcp or context7? GraphCanon lists graph-backed alternatives at [codebase-memory-mcp alternatives](/tools/deusdata-codebase-memory-mcp/alternatives) and [context7 alternatives](/tools/upstash-context7/alternatives) ([codebase-memory-mcp markdown twin](/tools/deusdata-codebase-memory-mcp/alternatives.md), [context7 markdown twin](/tools/upstash-context7/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-upstash-context7.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 context7? codebase-memory-mcp: Very active. context7: 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 context7? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [codebase-memory-mcp trust report](/tools/deusdata-codebase-memory-mcp/trust); [context7 trust report](/tools/upstash-context7/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/_