--- title: "autoarena vs DevEval" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/kolenaio-autoarena-vs-open-compass-deveval" tools: ["kolenaio-autoarena", "open-compass-deveval"] --- # autoarena vs DevEval *GraphCanon updated Aug 5, 2026* ## Verdict Pick autoarena if autoarena automates evaluations for LLMs and RAG systems through a user-friendly interface where projects are created and judged without manual intervention by the users; pick DevEval if devEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. [autoarena](https://www.kolena.com/autoarena/) reports 108 GitHub stars, 9 forks, and 4 open issues, last pushed Dec 16, 2024. [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 [autoarena's repository](https://github.com/kolenaIO/autoarena) and [DevEval's repository](https://github.com/open-compass/DevEval). | | [autoarena](/tools/kolenaio-autoarena.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Tagline | Automated evaluation of LLMs and RAG systems | A Comprehensive Benchmark for Software Development | | Stars | 108 | 138 | | Forks | 9 | 13 | | Open issues | 4 | 0 | | Language | TypeScript | Python | | Adopt for | autoarena automates evaluations for LLMs and RAG systems through a user-friendly interface where projects are created and judged without manual intervention by the users. | DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 license | Apache-2.0 | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [autoarena](/tools/kolenaio-autoarena.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Days since push | 589d | 797d | | Open issues (now) | 4 | 0 | | Full report | [trust report](/tools/kolenaio-autoarena/trust.md) | [trust report](/tools/open-compass-deveval/trust.md) | ## Decision facts: autoarena - **Hosting:** self hosted - **Requirements:** Python environment and internet access are needed for PyPI installation via pip. - **Adopt for:** autoarena automates evaluations for LLMs and RAG systems through a user-friendly interface where projects are created and judged without manual intervention by the users. - **License detail:** Apache-2.0 license ## Decision facts: DevEval - **Adopt for:** DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. ## Choose when ### Choose autoarena if… - autoarena is primarily TypeScript; DevEval is Python. - Requirements: Python environment and internet access are needed for PyPI installation via pip.. - Tags unique to autoarena: ai, evaluation, llm-evaluation, rag. - When you need a TypeScript-based tool to rank LLMs and RAG systems via automated head-to-head comparisons, and a web UI is preferable. ### Choose DevEval if… - DevEval is primarily Python; autoarena is TypeScript. - 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 autoarena - If your environment lacks the necessary Python packages or you cannot install from PyPI due to restrictions. - When real-time evaluation needs surpass capabilities, such as requiring immediate feedback beyond autoarena's batch-processing approach. ## 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 autoarena and DevEval? autoarena: Automated evaluation of LLMs and RAG systems. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories. ### When should I choose autoarena over DevEval? Choose autoarena over DevEval when autoarena is primarily TypeScript; DevEval is Python; Requirements: Python environment and internet access are needed for PyPI installation via pip.; Tags unique to autoarena: ai, evaluation, llm-evaluation, rag; When you need a TypeScript-based tool to rank LLMs and RAG systems via automated head-to-head comparisons, and a web UI is preferable. ### When should I choose DevEval over autoarena? Choose DevEval over autoarena when DevEval is primarily Python; autoarena is TypeScript; 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 autoarena? If your environment lacks the necessary Python packages or you cannot install from PyPI due to restrictions. When real-time evaluation needs surpass capabilities, such as requiring immediate feedback beyond autoarena's batch-processing approach. ### 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 autoarena or DevEval more popular on GitHub? DevEval has more GitHub stars (138 vs 108). Stars measure visibility, not whether either tool fits your constraints. ### Are autoarena and DevEval open source? Yes - both are open-source projects on GitHub (autoarena: Apache-2.0, DevEval: Apache-2.0). ### Where can I find alternatives to autoarena or DevEval? GraphCanon lists graph-backed alternatives at [autoarena alternatives](/tools/kolenaio-autoarena/alternatives) and [DevEval alternatives](/tools/open-compass-deveval/alternatives) ([autoarena markdown twin](/tools/kolenaio-autoarena/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/kolenaio-autoarena-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, autoarena or DevEval? autoarena: Dormant. 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 autoarena and DevEval? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [autoarena trust report](/tools/kolenaio-autoarena/trust); [DevEval trust report](/tools/open-compass-deveval/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=kolenaio-autoarena`](/api/graphcanon/graph?tool=kolenaio-autoarena) - 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/_