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Comparison

code-eval vs evals

Verdict

Pick code-eval if code-eval assesses large language models with the human-eval benchmark to provide insights into code generation reliability; pick evals if evals is an evaluation framework from OpenAI for assessing large language models and systems built with them. It includes an open-source registry of benchmarks and tools to create custom evaluations.

Markdown twin · code-eval alternatives · evals alternatives

GraphCanon updated 1w

code-eval logo

code-eval

abacaj/code-eval

★ 431pushed Sep 12, 2023
vs
evals logo

evals

openai/evals

★ 19kpushed Apr 14, 2026

Trust & integrity

Signalcode-evalevals
Maintenance
Dormant (1058d since push)
As of 2w · github_public_v1
Slowing (115d since push)
As of 1w · github_public_v1
Provenance
Not a fork · Personal account
As of 2w · github_public_v1
Not a fork · Organization account
As of 1w · github_public_v1
OSV dependency advisories
Published findings
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
code-eval trust reportevals trust reportTrust methodology

Tagline

code-eval
Run evaluation on LLMs using human-eval benchmark.
evals
Framework for evaluating LLMs and LLM systems with an open-source registry of benchmarks.

Stars

code-eval
431
evals
19k

Forks

code-eval
37
evals
3.0k

Open issues

code-eval
5
evals
213

Language

code-eval
Python
evals
Python

Adopt for

code-eval
code-eval assesses large language models with the human-eval benchmark to provide insights into code generation reliability.
evals
Evals is an evaluation framework from OpenAI for assessing large language models and systems built with them. It includes an open-source registry of benchmarks and tools to create custom evaluations.

Persona

code-eval
-
evals
-

Runtime

code-eval
-
evals
-

License

code-eval
MIT
evals
Other

Last pushed

code-eval
Sep 12, 2023
evals
Apr 14, 2026

Categories

code-eval
Evaluation & Observability
evals
Evaluation & Observability

Trust and health

Maintenance

code-eval
Dormant (18%)
evals
Slowing (36%)

Days since push

code-eval
1058d
evals
115d

Open issues (now)

code-eval
5
evals
213

Owner type

code-eval
User
evals
Organization

OSV dependency advisories

code-eval
Published findings
evals
No lockfile (source not queried)

Full report

code-eval
Trust report
evals
Trust report

Shared compatibility

  • Python · code-eval: Python runtime · evals: Python runtime

Choose code-eval if…

  • License: code-eval is MIT, evals is Other.
  • Tags unique to code-eval: humaneval, wizardcoder.
  • When you need clear comparisons of pass rates for different LLMs using standardized tests

When NOT to use code-eval

  • If the tool's results do not correlate well with the official published benchmarks due to unknown prompt differences
  • For real-time or dynamic evaluations as this repo offers pre-computed static results only
GitHubDetails

Choose evals if…

  • License: evals is Other, code-eval is MIT.
  • Tags unique to evals: benchmarking, custom eval creation, evaluation-framework, large language models.
  • * When you need a comprehensive set of pre-existing evals and the ability to create your own tailored tests using specific use cases, especially within the OpenAI model ecosystem.

When NOT to use evals

  • * When evaluating models or systems that do not benefit from being integrated with the OpenAI API, as some features like direct evals configuration in the OpenAI Dashboard require an OpenAI key.
  • * If you are looking for an evaluation framework that doesn’t involve external dependencies such as Git Large File Storage (LFS) and specific Python version requirements (Python 3.9 minimum), or if a
GitHubDetails

Explore

code-eval trust report →evals trust report →Evaluation & Observability category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: code-eval 431 · evals 19k (synced Aug 5, 2026).

Common questions

What is the difference between code-eval and evals?
code-eval: Run evaluation on LLMs using human-eval benchmark.. evals: Framework for evaluating LLMs and LLM systems with an open-source registry of benchmarks.. See the comparison table for live GitHub stats and shared categories.
When should I choose code-eval over evals?
Choose code-eval over evals when License: code-eval is MIT, evals is Other; Tags unique to code-eval: humaneval, wizardcoder; When you need clear comparisons of pass rates for different LLMs using standardized tests.
When should I choose evals over code-eval?
Choose evals over code-eval when License: evals is Other, code-eval is MIT; Tags unique to evals: benchmarking, custom eval creation, evaluation-framework, large language models; * When you need a comprehensive set of pre-existing evals and the ability to create your own tailored tests using specific use cases, especially within the OpenAI model ecosystem.
When should I avoid code-eval?
If the tool's results do not correlate well with the official published benchmarks due to unknown prompt differences For real-time or dynamic evaluations as this repo offers pre-computed static results only
When should I avoid evals?
* When evaluating models or systems that do not benefit from being integrated with the OpenAI API, as some features like direct evals configuration in the OpenAI Dashboard require an OpenAI key. * If you are looking for an evaluation framework that doesn’t involve external dependencies such as Git Large File Storage (LFS) and specific Python version requirements (Python 3.9 minimum), or if a
Is code-eval or evals more popular on GitHub?
evals has more GitHub stars (19,127 vs 431). Stars measure visibility, not whether either tool fits your constraints.
Are code-eval and evals open source?
Yes - both are open-source projects on GitHub (code-eval: MIT, evals: Other).
Where can I find alternatives to code-eval or evals?
GraphCanon lists graph-backed alternatives at code-eval alternatives and evals alternatives (code-eval markdown twin, evals 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, code-eval or evals?
code-eval: Dormant. evals: Slowing. 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 code-eval and evals?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: code-eval trust report; evals trust report.

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