Comparison
cceval vs DevEval
Verdict
Pick cceval if cceval is designed for assessing cross-file code completion capabilities in multilingual environments across different setups and retrieval methods; pick DevEval if devEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Markdown twin · cceval alternatives · DevEval alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | cceval | DevEval |
|---|---|---|
| Maintenance | Slowing (354d 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 | 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 |
Tagline
- cceval
- CrossCodeEval Benchmark for Cross-File Code Completion
- DevEval
- A Comprehensive Benchmark for Software Development
Stars
- cceval
- 182
- DevEval
- 138
Forks
- cceval
- 28
- DevEval
- 13
Open issues
- cceval
- 5
- DevEval
- 0
Language
- cceval
- Python
- DevEval
- Python
Adopt for
- cceval
- cceval is designed for assessing cross-file code completion capabilities in multilingual environments across different setups and retrieval methods.
- DevEval
- DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation.
Persona
- cceval
- -
- DevEval
- -
Runtime
- cceval
- -
- DevEval
- -
License
- cceval
- Apache-2.0
- DevEval
- Apache-2.0
Last pushed
- cceval
- Aug 15, 2025
- DevEval
- May 30, 2024
Categories
- cceval
- Evaluation & Observability
- DevEval
- Evaluation & Observability
Trust and health
Maintenance
- cceval
- Slowing (36%)
- DevEval
- Dormant (18%)
Days since push
- cceval
- 354d
- DevEval
- 797d
Open issues (now)
- cceval
- 5
- DevEval
- 0
OSV dependency advisories
- cceval
- Published findings
- DevEval
- No lockfile (source not queried)
Full report
- cceval
- Trust report
- DevEval
- Trust report
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
- More GitHub stars (182 vs 138) - visibility, not fit.
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 DevEval if…
- Tags unique to DevEval: docker-supported, python, software-development.
- Choose DevEval when you require comprehensive benchmarking specifically for software development using Python.
- Leaner open-issue backlog (0).
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 (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 (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: cceval 182 · DevEval 138 (synced Aug 5, 2026).
Common questions
- What is the difference between cceval and DevEval?
- cceval: CrossCodeEval Benchmark for Cross-File Code Completion. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories.
- When should I choose cceval over DevEval?
- Choose cceval over DevEval 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; More GitHub stars (182 vs 138) - visibility, not fit.
- When should I choose DevEval over cceval?
- Choose DevEval over cceval when Tags unique to DevEval: docker-supported, python, software-development; Choose DevEval when you require comprehensive benchmarking specifically for software development using Python; Leaner open-issue backlog (0).
- 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 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 cceval or DevEval more popular on GitHub?
- cceval has more GitHub stars (182 vs 138). Stars measure visibility, not whether either tool fits your constraints.
- Are cceval and DevEval open source?
- Yes - both are open-source projects on GitHub (cceval: Apache-2.0, DevEval: Apache-2.0).
- Where can I find alternatives to cceval or DevEval?
- GraphCanon lists graph-backed alternatives at cceval alternatives and DevEval alternatives (cceval 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, cceval or DevEval?
- cceval: Slowing. 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 cceval and DevEval?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: cceval trust report; DevEval trust report.