--- title: "github-mcp-server vs code-review-graph" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/github-github-mcp-server-vs-tirth8205-code-review-graph" tools: ["github-github-mcp-server", "tirth8205-code-review-graph"] --- # github-mcp-server vs code-review-graph *GraphCanon updated Aug 26, 2026* ## Verdict Pick github-mcp-server if gitHub's official Marketplace Customer Portal service provider in Go; pick code-review-graph if code-review-graph provides a local-first code intelligence graph specifically for MCP and CLI, optimizing AI coding tool reviews by focusing on necessary contexts in large repositories. [github-mcp-server](https://github.com/github/github-mcp-server) reports 32k GitHub stars, 4.8k forks, and 326 open issues, last pushed Aug 25, 2026. [code-review-graph](https://code-review-graph.com) has 31k stars, 2.8k forks, and 110 open issues, last pushed Aug 22, 2026. Figures are from public GitHub metadata via [github-mcp-server's repository](https://github.com/github/github-mcp-server) and [code-review-graph's repository](https://github.com/tirth8205/code-review-graph). | | [github-mcp-server](/tools/github-github-mcp-server.md) | [code-review-graph](/tools/tirth8205-code-review-graph.md) | | --- | --- | --- | | Tagline | GitHub's official MCP Server | Local-first code intelligence graph for MCP and CLI. | | Stars | 32,496 | 30,832 | | Forks | 4,847 | 2,808 | | Open issues | 326 | 110 | | Language | Go | Python | | Adopt for | GitHub's official Marketplace Customer Portal service provider in Go. | code-review-graph provides a local-first code intelligence graph specifically for MCP and CLI, optimizing AI coding tool reviews by focusing on necessary contexts in large repositories. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | Developer Tools | Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [github-mcp-server](/tools/github-github-mcp-server.md) | [code-review-graph](/tools/tirth8205-code-review-graph.md) | | --- | --- | --- | | Days since push | 0d | 3d | | Open issues (now) | 326 | 110 | | Stars delta | +776 (30d) | +4.4k (30d) | | Open issues delta | -11 (30d) | -12 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/github-github-mcp-server/trust.md) | [trust report](/tools/tirth8205-code-review-graph/trust.md) | ## Shared compatibility - **Cursor**: [github-mcp-server](/tools/github-github-mcp-server.md) - Works with Cursor; [code-review-graph](/tools/tirth8205-code-review-graph.md) - Works with Cursor - **VS Code**: [github-mcp-server](/tools/github-github-mcp-server.md) - Works with VS Code; [code-review-graph](/tools/tirth8205-code-review-graph.md) - Works with VS Code - **Windsurf**: [github-mcp-server](/tools/github-github-mcp-server.md) - Works with Windsurf; [code-review-graph](/tools/tirth8205-code-review-graph.md) - Works with Windsurf ## Decision facts: github-mcp-server - **Adopt for:** GitHub's official Marketplace Customer Portal service provider in Go. ## Decision facts: code-review-graph - **Adopt for:** code-review-graph provides a local-first code intelligence graph specifically for MCP and CLI, optimizing AI coding tool reviews by focusing on necessary contexts in large repositories. ## Choose when ### Choose github-mcp-server if… - github-mcp-server is primarily Go; code-review-graph is Python. - Tags unique to github-mcp-server: github, mcp-server. - github-mcp-server ships Docker support for self-hosted deployment. - Integrate with GitHub's Marketplace services directly through an official server. ### Choose code-review-graph if… - code-review-graph is primarily Python; github-mcp-server is Go. - Tags unique to code-review-graph: ai-coding, claude, code-review, graphrag. - Also covers LLM Frameworks. - When working with extensive codebases where context-specific reviews are essential ## When NOT to use github-mcp-server - Seeking a non-Google language implementation or if Go is not part of your tech stack. - Looking for more generalized CI/CD tools that don't focus on GitHub's marketplace. ## When NOT to use code-review-graph - For projects that do not benefit from a persistent map of codebase contexts, like small independent scripts - If developers prefer cloud-based continuous integration setups over local-first solutions for code intelligence enhancement ## Common questions ### What is the difference between github-mcp-server and code-review-graph? github-mcp-server: GitHub's official MCP Server. code-review-graph: Local-first code intelligence graph for MCP and CLI.. See the comparison table for live GitHub stats and shared categories. ### When should I choose github-mcp-server over code-review-graph? Choose github-mcp-server over code-review-graph when github-mcp-server is primarily Go; code-review-graph is Python; Tags unique to github-mcp-server: github, mcp-server; github-mcp-server ships Docker support for self-hosted deployment; Integrate with GitHub's Marketplace services directly through an official server. ### When should I choose code-review-graph over github-mcp-server? Choose code-review-graph over github-mcp-server when code-review-graph is primarily Python; github-mcp-server is Go; Tags unique to code-review-graph: ai-coding, claude, code-review, graphrag; Also covers LLM Frameworks; When working with extensive codebases where context-specific reviews are essential. ### When should I avoid github-mcp-server? Seeking a non-Google language implementation or if Go is not part of your tech stack. Looking for more generalized CI/CD tools that don't focus on GitHub's marketplace. ### When should I avoid code-review-graph? For projects that do not benefit from a persistent map of codebase contexts, like small independent scripts If developers prefer cloud-based continuous integration setups over local-first solutions for code intelligence enhancement ### Is github-mcp-server or code-review-graph more popular on GitHub? github-mcp-server has more GitHub stars (32,496 vs 30,832). Stars measure visibility, not whether either tool fits your constraints. ### Are github-mcp-server and code-review-graph open source? Yes - both are open-source projects on GitHub (github-mcp-server: MIT, code-review-graph: MIT). ### Where can I find alternatives to github-mcp-server or code-review-graph? GraphCanon lists graph-backed alternatives at [github-mcp-server alternatives](/tools/github-github-mcp-server/alternatives) and [code-review-graph alternatives](/tools/tirth8205-code-review-graph/alternatives) ([github-mcp-server markdown twin](/tools/github-github-mcp-server/alternatives.md), [code-review-graph markdown twin](/tools/tirth8205-code-review-graph/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/github-github-mcp-server-vs-tirth8205-code-review-graph.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, github-mcp-server or code-review-graph? github-mcp-server: Very active. code-review-graph: 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 github-mcp-server and code-review-graph? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [github-mcp-server trust report](/tools/github-github-mcp-server/trust); [code-review-graph trust report](/tools/tirth8205-code-review-graph/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=github-github-mcp-server`](/api/graphcanon/graph?tool=github-github-mcp-server) - 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/_