Comparison
autoarena vs DevEval
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.
Markdown twin · autoarena alternatives · DevEval alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | autoarena | DevEval |
|---|---|---|
| Maintenance | Dormant (589d since push) As of 3w · github_public_v1 | Dormant (797d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- autoarena
- Automated evaluation of LLMs and RAG systems
- DevEval
- A Comprehensive Benchmark for Software Development
Stars
- autoarena
- 108
- DevEval
- 138
Forks
- autoarena
- 9
- DevEval
- 13
Open issues
- autoarena
- 4
- DevEval
- 0
Language
- autoarena
- TypeScript
- DevEval
- Python
Adopt for
- autoarena
- 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
- DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Persona
- autoarena
- -
- DevEval
- -
Runtime
- autoarena
- -
- DevEval
- -
License
- autoarena
- Apache-2.0 license
- DevEval
- Apache-2.0
Last pushed
- autoarena
- Dec 16, 2024
- DevEval
- May 30, 2024
Categories
- autoarena
- Evaluation & Observability
- DevEval
- Evaluation & Observability
Trust and health
Days since push
- autoarena
- 589d
- DevEval
- 797d
Open issues (now)
- autoarena
- 4
- DevEval
- 0
Full report
- autoarena
- Trust report
- DevEval
- Trust report
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.
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.
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 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (kolenaIO/autoarena) · observed Jul 29, 2026
- GitHub forks (kolenaIO/autoarena) · observed Jul 29, 2026
- Last push (kolenaIO/autoarena) · observed Dec 16, 2024
- License file (Apache-2.0) · observed Jul 29, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (open-compass/DevEval) · observed Aug 5, 2026
- GitHub forks (open-compass/DevEval) · observed Aug 5, 2026
- Last push (open-compass/DevEval) · observed May 30, 2024
- License file (Apache-2.0) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: autoarena 108 · DevEval 138 (synced Jul 29, 2026).
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 and DevEval alternatives (autoarena markdown twin, DevEval markdown twin), 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 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; DevEval trust report.