--- title: "auto-evaluator vs DevEval" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/langchain-ai-auto-evaluator-vs-open-compass-deveval" tools: ["langchain-ai-auto-evaluator", "open-compass-deveval"] --- # auto-evaluator vs DevEval *GraphCanon updated Aug 8, 2026* ## Verdict Pick auto-evaluator when auto-evaluator is primarily TypeScript; DevEval is Python; pick DevEval when devEval is primarily Python; auto-evaluator is TypeScript. [auto-evaluator](https://autoevaluator.langchain.com/) reports 783 GitHub stars, 102 forks, and 21 open issues, last pushed Jun 26, 2025. [DevEval](https://github.com/open-compass/DevEval) has 138 stars, 13 forks, and 0 open issues, last pushed May 30, 2024. Figures are from public GitHub metadata via [auto-evaluator's repository](https://github.com/langchain-ai/auto-evaluator) and [DevEval's repository](https://github.com/open-compass/DevEval). | | [auto-evaluator](/tools/langchain-ai-auto-evaluator.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Tagline | auto-evaluator | A Comprehensive Benchmark for Software Development | | Stars | 783 | 138 | | Forks | 102 | 13 | | Open issues | 21 | 0 | | Language | TypeScript | Python | | Adopt for | - | DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. | | Persona | - | - | | Runtime | - | - | | License | Other | Apache-2.0 | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [auto-evaluator](/tools/langchain-ai-auto-evaluator.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Maintenance | Archived (8%) | Dormant (18%) | | Days since push | 408d | 797d | | Archived on GitHub | Yes | No | | Open issues (now) | 21 | 0 | | Full report | [trust report](/tools/langchain-ai-auto-evaluator/trust.md) | [trust report](/tools/open-compass-deveval/trust.md) | ## Decision facts: DevEval - **Adopt for:** DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. ## Choose when ### Choose auto-evaluator if… - auto-evaluator is primarily TypeScript; DevEval is Python. - License: auto-evaluator is Other, DevEval is Apache-2.0. - Tags unique to auto-evaluator: auto-evaluation, railway, typescript, vercel. - Use auto-evaluator when you are working with TypeScript and need an integrated solution for evaluating AI models ### Choose DevEval if… - DevEval is primarily Python; auto-evaluator is TypeScript. - License: DevEval is Apache-2.0, auto-evaluator is Other. - Tags unique to DevEval: benchmark, docker-supported, python, software-development. - Choose DevEval when you require comprehensive benchmarking specifically for software development using Python. ## When NOT to use auto-evaluator - Avoid using auto-evaluator if you require a multi-language support environment, as it focuses solely on TypeScript - Do not use this tool if your project's hosting requirements do not align with using Vercel or Railway ## When NOT to use DevEval - Avoid DevEval if your software projects heavily rely on languages other than Python. - Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences. ## Common questions ### What is the difference between auto-evaluator and DevEval? auto-evaluator: auto-evaluator. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories. ### When should I choose auto-evaluator over DevEval? Choose auto-evaluator over DevEval when auto-evaluator is primarily TypeScript; DevEval is Python; License: auto-evaluator is Other, DevEval is Apache-2.0; Tags unique to auto-evaluator: auto-evaluation, railway, typescript, vercel; Use auto-evaluator when you are working with TypeScript and need an integrated solution for evaluating AI models. ### When should I choose DevEval over auto-evaluator? Choose DevEval over auto-evaluator when DevEval is primarily Python; auto-evaluator is TypeScript; License: DevEval is Apache-2.0, auto-evaluator is Other; Tags unique to DevEval: benchmark, docker-supported, python, software-development; Choose DevEval when you require comprehensive benchmarking specifically for software development using Python. ### When should I avoid auto-evaluator? Avoid using auto-evaluator if you require a multi-language support environment, as it focuses solely on TypeScript Do not use this tool if your project's hosting requirements do not align with using Vercel or Railway ### When should I avoid DevEval? Avoid DevEval if your software projects heavily rely on languages other than Python. Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences. ### Is auto-evaluator or DevEval more popular on GitHub? auto-evaluator has more GitHub stars (783 vs 138). Stars measure visibility, not whether either tool fits your constraints. ### Are auto-evaluator and DevEval open source? Yes - both are open-source projects on GitHub (auto-evaluator: Other, DevEval: Apache-2.0). ### Where can I find alternatives to auto-evaluator or DevEval? GraphCanon lists graph-backed alternatives at [auto-evaluator alternatives](/tools/langchain-ai-auto-evaluator/alternatives) and [DevEval alternatives](/tools/open-compass-deveval/alternatives) ([auto-evaluator markdown twin](/tools/langchain-ai-auto-evaluator/alternatives.md), [DevEval markdown twin](/tools/open-compass-deveval/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/langchain-ai-auto-evaluator-vs-open-compass-deveval.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, auto-evaluator or DevEval? auto-evaluator: Archived. DevEval: Dormant. 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 auto-evaluator and DevEval? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [auto-evaluator trust report](/tools/langchain-ai-auto-evaluator/trust); [DevEval trust report](/tools/open-compass-deveval/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=langchain-ai-auto-evaluator`](/api/graphcanon/graph?tool=langchain-ai-auto-evaluator) - 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/_