Comparison
auto-evaluator vs DevEval
Verdict
Pick auto-evaluator when auto-evaluator is primarily TypeScript; DevEval is Python; pick DevEval when devEval is primarily Python; auto-evaluator is TypeScript.
Markdown twin · auto-evaluator alternatives · DevEval alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | auto-evaluator | DevEval |
|---|---|---|
| Maintenance | Archived (408d since push) As of 2w · github_public_v1 | Dormant (797d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · 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
- auto-evaluator
- auto-evaluator
- DevEval
- A Comprehensive Benchmark for Software Development
Stars
- auto-evaluator
- 783
- DevEval
- 138
Forks
- auto-evaluator
- 102
- DevEval
- 13
Open issues
- auto-evaluator
- 21
- DevEval
- 0
Language
- auto-evaluator
- TypeScript
- DevEval
- Python
Adopt for
- auto-evaluator
- -
- DevEval
- DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Persona
- auto-evaluator
- -
- DevEval
- -
Runtime
- auto-evaluator
- -
- DevEval
- -
License
- auto-evaluator
- Other
- DevEval
- Apache-2.0
Last pushed
- auto-evaluator
- Jun 26, 2025
- DevEval
- May 30, 2024
Categories
- auto-evaluator
- Evaluation & Observability
- DevEval
- Evaluation & Observability
Trust and health
Maintenance
- auto-evaluator
- Archived (8%)
- DevEval
- Dormant (18%)
Days since push
- auto-evaluator
- 408d
- DevEval
- 797d
Archived on GitHub
- auto-evaluator
- Yes
- DevEval
- No
Open issues (now)
- auto-evaluator
- 21
- DevEval
- 0
Full report
- auto-evaluator
- Trust report
- DevEval
- Trust report
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
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
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 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 (langchain-ai/auto-evaluator) · observed Aug 8, 2026
- GitHub forks (langchain-ai/auto-evaluator) · observed Aug 8, 2026
- Last push (langchain-ai/auto-evaluator) · observed Jun 26, 2025
- License file (Other) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 15, 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: auto-evaluator 783 · DevEval 138 (synced Aug 8, 2026).
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 and DevEval alternatives (auto-evaluator 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, 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; DevEval trust report.