Comparison
cceval vs evalplus
Verdict
Pick cceval if cceval is designed for assessing cross-file code completion capabilities in multilingual environments across different setups and retrieval methods; pick evalplus if 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.
Markdown twin · cceval alternatives · evalplus alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | cceval | evalplus |
|---|---|---|
| Maintenance | Slowing (354d since push) As of 2w · github_public_v1 | Slowing (306d 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 | Published findings As of 1mo · osv@v1 | No published findings from this source as of 2026-07-11 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
- cceval
- CrossCodeEval Benchmark for Cross-File Code Completion
- evalplus
- Rigorous evaluation of LLM-synthesized code
Stars
- cceval
- 182
- evalplus
- 1.8k
Forks
- cceval
- 28
- evalplus
- 205
Open issues
- cceval
- 5
- evalplus
- 71
Language
- cceval
- Python
- evalplus
- Python
Adopt for
- cceval
- cceval is designed for assessing cross-file code completion capabilities in multilingual environments across different setups and retrieval methods.
- 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.
Persona
- cceval
- -
- evalplus
- -
Runtime
- cceval
- -
- evalplus
- -
License
- cceval
- Apache-2.0
- evalplus
- Apache-2.0
Last pushed
- cceval
- Aug 15, 2025
- evalplus
- Oct 2, 2025
Categories
- cceval
- Evaluation & Observability
- evalplus
- Evaluation & Observability
Trust and health
Days since push
- cceval
- 354d
- evalplus
- 306d
Open issues (now)
- cceval
- 5
- evalplus
- 71
OSV dependency advisories
- cceval
- Published findings
- evalplus
- No published findings from this source as of 2026-07-11
Full report
- cceval
- Trust report
- evalplus
- Trust report
Shared compatibility
- Python · cceval: Python runtime · evalplus: Python runtime
Choose cceval if…
- Tags unique to cceval: code-completion, cross-file, evaluation-tool, multilingual.
- You need to evaluate the performance of cross-file code completion systems that can handle multiple programming languages simultaneously
- Leaner open-issue backlog (5).
When NOT to use cceval
- Your evaluation needs are focused solely on single-file or intralingual code completion benchmarks
- You require real-time data access or live updates; cceval provides pre-packaged datasets that need to be manually obtained and uncompressed
Choose evalplus if…
- Tags unique to evalplus: chatgpt, efficiency, program-synthesis, testing.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (amazon-science/cceval) · observed Aug 5, 2026
- GitHub forks (amazon-science/cceval) · observed Aug 5, 2026
- Last push (amazon-science/cceval) · observed Aug 15, 2025
- License file (Apache-2.0) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- 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 on cards: cceval 182 · evalplus 1.8k (synced Aug 5, 2026).
Common questions
- What is the difference between cceval and evalplus?
- cceval: CrossCodeEval Benchmark for Cross-File Code Completion. evalplus: Rigorous evaluation of LLM-synthesized code. See the comparison table for live GitHub stats and shared categories.
- When should I choose cceval over evalplus?
- Choose cceval over evalplus when Tags unique to cceval: code-completion, cross-file, evaluation-tool, multilingual; You need to evaluate the performance of cross-file code completion systems that can handle multiple programming languages simultaneously; Leaner open-issue backlog (5).
- When should I choose evalplus over cceval?
- Choose evalplus over cceval when Tags unique to evalplus: chatgpt, efficiency, program-synthesis, testing; 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 avoid cceval?
- Your evaluation needs are focused solely on single-file or intralingual code completion benchmarks You require real-time data access or live updates; cceval provides pre-packaged datasets that need to be manually obtained and uncompressed
- 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.
- Is cceval or evalplus more popular on GitHub?
- evalplus has more GitHub stars (1,794 vs 182). Stars measure visibility, not whether either tool fits your constraints.
- Are cceval and evalplus open source?
- Yes - both are open-source projects on GitHub (cceval: Apache-2.0, evalplus: Apache-2.0).
- Where can I find alternatives to cceval or evalplus?
- GraphCanon lists graph-backed alternatives at cceval alternatives and evalplus alternatives (cceval markdown twin, evalplus 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, cceval or evalplus?
- cceval: Slowing. evalplus: 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 cceval and evalplus?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: cceval trust report; evalplus trust report.