Comparison
evalplus vs auto-evaluator
Verdict
Pick evalplus when evalplus is primarily Python; auto-evaluator is TypeScript; pick auto-evaluator when auto-evaluator is primarily TypeScript; evalplus is Python.
Markdown twin · evalplus alternatives · auto-evaluator alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | evalplus | auto-evaluator |
|---|---|---|
| Maintenance | Slowing (306d since push) As of 2w · github_public_v1 | Archived (408d 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 published findings from this source as of 2026-07-11 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
- evalplus
- Rigorous evaluation of LLM-synthesized code
- auto-evaluator
- auto-evaluator
Stars
- evalplus
- 1.8k
- auto-evaluator
- 783
Forks
- evalplus
- 205
- auto-evaluator
- 102
Open issues
- evalplus
- 71
- auto-evaluator
- 21
Language
- evalplus
- Python
- auto-evaluator
- TypeScript
Adopt for
- evalplus
- evalplus offers tools for rigorously benchmarking and evaluating large language models like GPT-4 and ChatGPT in synthesizing program code using Python under the Apache-2.0 license.
- auto-evaluator
- -
Persona
- evalplus
- -
- auto-evaluator
- -
Runtime
- evalplus
- -
- auto-evaluator
- -
License
- evalplus
- Apache-2.0
- auto-evaluator
- Other
Last pushed
- evalplus
- Oct 2, 2025
- auto-evaluator
- Jun 26, 2025
Categories
- evalplus
- Evaluation & Observability
- auto-evaluator
- Evaluation & Observability
Trust and health
Maintenance
- evalplus
- Slowing (36%)
- auto-evaluator
- Archived (8%)
Days since push
- evalplus
- 306d
- auto-evaluator
- 408d
Archived on GitHub
- evalplus
- No
- auto-evaluator
- Yes
Open issues (now)
- evalplus
- 71
- auto-evaluator
- 21
OSV dependency advisories
- evalplus
- No published findings from this source as of 2026-07-11
- auto-evaluator
- No lockfile (source not queried)
Full report
- evalplus
- Trust report
- auto-evaluator
- Trust report
Choose evalplus if…
- evalplus is primarily Python; auto-evaluator is TypeScript.
- License: evalplus is Apache-2.0, auto-evaluator is Other.
- Tags unique to evalplus: benchmark, chatgpt, efficiency, program-synthesis.
- evalplus ships Docker support for self-hosted deployment.
- When you need advanced benchmarks specific to large language model generated program synthesis, such as from GPT-4 or ChatGPT.
When NOT to use evalplus
- Avoid if you require broad language model benchmarking that is not specifically focused on program synthesis capabilities.
- Do not use evalplus if your project does not benefit from or need Docker-based isolation for code execution safety measures, such as in controlled lab environments without external dependencies.
Choose auto-evaluator if…
- auto-evaluator is primarily TypeScript; evalplus is Python.
- License: auto-evaluator is Other, evalplus 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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (evalplus/evalplus) · observed Aug 5, 2026
- GitHub forks (evalplus/evalplus) · observed Aug 5, 2026
- Last push (evalplus/evalplus) · observed Oct 2, 2025
- 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 (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 on cards: evalplus 1.8k · auto-evaluator 783 (synced Aug 5, 2026).
Common questions
- What is the difference between evalplus and auto-evaluator?
- evalplus: Rigorous evaluation of LLM-synthesized code. auto-evaluator: auto-evaluator. See the comparison table for live GitHub stats and shared categories.
- When should I choose evalplus over auto-evaluator?
- Choose evalplus over auto-evaluator when evalplus is primarily Python; auto-evaluator is TypeScript; License: evalplus is Apache-2.0, auto-evaluator is Other; Tags unique to evalplus: benchmark, chatgpt, efficiency, program-synthesis; evalplus ships Docker support for self-hosted deployment; When you need advanced benchmarks specific to large language model generated program synthesis, such as from GPT-4 or ChatGPT.
- When should I choose auto-evaluator over evalplus?
- Choose auto-evaluator over evalplus when auto-evaluator is primarily TypeScript; evalplus is Python; License: auto-evaluator is Other, evalplus 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 avoid evalplus?
- Avoid if you require broad language model benchmarking that is not specifically focused on program synthesis capabilities. Do not use evalplus if your project does not benefit from or need Docker-based isolation for code execution safety measures, such as in controlled lab environments without external dependencies.
- 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
- Is evalplus or auto-evaluator more popular on GitHub?
- evalplus has more GitHub stars (1,794 vs 783). Stars measure visibility, not whether either tool fits your constraints.
- Are evalplus and auto-evaluator open source?
- Yes - both are open-source projects on GitHub (evalplus: Apache-2.0, auto-evaluator: Other).
- Where can I find alternatives to evalplus or auto-evaluator?
- GraphCanon lists graph-backed alternatives at evalplus alternatives and auto-evaluator alternatives (evalplus markdown twin, auto-evaluator 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, evalplus or auto-evaluator?
- evalplus: Slowing. 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 evalplus and auto-evaluator?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: evalplus trust report; auto-evaluator trust report.