--- title: "code-server vs auto-evaluator" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/coder-code-server-vs-langchain-ai-auto-evaluator" tools: ["coder-code-server", "langchain-ai-auto-evaluator"] --- # code-server vs auto-evaluator *GraphCanon updated Jul 12, 2026* ## Verdict Pick code-server when license: code-server is MIT, auto-evaluator is Other; pick auto-evaluator when license: auto-evaluator is Other, code-server is MIT. [code-server](https://coder.com) reports 78k GitHub stars, 6.7k forks, and 157 open issues, last pushed Jul 11, 2026. [auto-evaluator](https://autoevaluator.langchain.com/) has 782 stars, 103 forks, and 21 open issues, last pushed Jun 26, 2025. Figures are from public GitHub metadata via [code-server's repository](https://github.com/coder/code-server) and [auto-evaluator's repository](https://github.com/langchain-ai/auto-evaluator). | | [code-server](/tools/coder-code-server.md) | [auto-evaluator](/tools/langchain-ai-auto-evaluator.md) | | --- | --- | --- | | Tagline | VS Code in the browser | auto-evaluator | | Stars | 78,364 | 782 | | Forks | 6,748 | 103 | | Open issues | 157 | 21 | | Language | TypeScript | TypeScript | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Other | | Categories | Developer Tools, Inference & Serving | Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [code-server](/tools/coder-code-server.md) | [auto-evaluator](/tools/langchain-ai-auto-evaluator.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Archived (8%) | | Days since push | 0d | 380d | | Archived on GitHub | No | Yes | | Open issues (now) | 157 | 21 | | Security scan | No criticals | No lockfile | | Full report | [trust report](/tools/coder-code-server/trust.md) | [trust report](/tools/langchain-ai-auto-evaluator/trust.md) | ## Choose when ### Choose code-server if… - License: code-server is MIT, auto-evaluator is Other. - Tags unique to code-server: dev-tools, ide, vscode-remote, remote-work. - Also covers Developer Tools. ### Choose auto-evaluator if… - License: auto-evaluator is Other, code-server is MIT. - Leaner open-issue backlog (21). ## When NOT to use code-server - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ## When NOT to use auto-evaluator - auto-evaluator is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ## Common questions ### What is the difference between code-server and auto-evaluator? code-server: VS Code in the browser. auto-evaluator: auto-evaluator. See the comparison table for live GitHub stats and shared categories. ### When should I choose code-server over auto-evaluator? Choose code-server over auto-evaluator when License: code-server is MIT, auto-evaluator is Other; Tags unique to code-server: dev-tools, ide, vscode-remote, remote-work; Also covers Developer Tools. ### When should I choose auto-evaluator over code-server? Choose auto-evaluator over code-server when License: auto-evaluator is Other, code-server is MIT; Leaner open-issue backlog (21). ### When should I avoid code-server? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ### When should I avoid auto-evaluator? auto-evaluator is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ### Is code-server or auto-evaluator more popular on GitHub? code-server has more GitHub stars (78,364 vs 782). Stars measure visibility, not whether either tool fits your constraints. ### Are code-server and auto-evaluator open source? Yes - both are open-source projects on GitHub (code-server: MIT, auto-evaluator: Other). ### Where can I find alternatives to code-server or auto-evaluator? GraphCanon lists graph-backed alternatives at [code-server alternatives](/tools/coder-code-server/alternatives) and [auto-evaluator alternatives](/tools/langchain-ai-auto-evaluator/alternatives) ([code-server markdown twin](/tools/coder-code-server/alternatives.md), [auto-evaluator markdown twin](/tools/langchain-ai-auto-evaluator/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/coder-code-server-vs-langchain-ai-auto-evaluator.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, code-server or auto-evaluator? code-server: Very active. auto-evaluator: Archived. 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 code-server and auto-evaluator? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [code-server trust report](/tools/coder-code-server/trust); [auto-evaluator trust report](/tools/langchain-ai-auto-evaluator/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=coder-code-server`](/api/graphcanon/graph?tool=coder-code-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/_