Comparison
cceval vs HLCE
Verdict
Pick cceval if cceval is designed for assessing cross-file code completion capabilities in multilingual environments across different setups and retrieval methods; pick HLCE if hLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes.
Markdown twin · cceval alternatives · HLCE alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | cceval | HLCE |
|---|---|---|
| Maintenance | Slowing (354d since push) As of 2w · github_public_v1 | Slowing (352d since push) As of 1w · github_public_v1 |
| Provenance | Not a fork · Organization 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 | Published findings 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
- HLCE
- Source Evaluation scripts for Humanity's Last Code Exam
Stars
- cceval
- 182
- HLCE
- 96
Forks
- cceval
- 28
- HLCE
- 8
Open issues
- cceval
- 5
- HLCE
- 1
Language
- cceval
- Python
- HLCE
- Python
Adopt for
- cceval
- cceval is designed for assessing cross-file code completion capabilities in multilingual environments across different setups and retrieval methods.
- HLCE
- HLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes.
Persona
- cceval
- -
- HLCE
- -
Runtime
- cceval
- -
- HLCE
- -
License
- cceval
- Apache-2.0
- HLCE
- -
Last pushed
- cceval
- Aug 15, 2025
- HLCE
- Aug 21, 2025
Categories
- cceval
- Evaluation & Observability
- HLCE
- Evaluation & Observability, LLM Frameworks
Trust and health
Days since push
- cceval
- 354d
- HLCE
- 352d
Open issues (now)
- cceval
- 5
- HLCE
- 1
Full report
- cceval
- Trust report
- HLCE
- 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 96) - 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 HLCE if…
- Tags unique to HLCE: codegen, codellm, llm-evaluation.
- Also covers LLM Frameworks.
- When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively.
When NOT to use HLCE
- If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context.
- When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only.
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 (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 8, 2026
- GitHub forks (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 8, 2026
- Last push (Humanity-s-Last-Code-Exam/HLCE) · observed Aug 21, 2025
- License file (unknown) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: cceval 182 · HLCE 96 (synced Aug 5, 2026).
Common questions
- What is the difference between cceval and HLCE?
- cceval: CrossCodeEval Benchmark for Cross-File Code Completion. HLCE: Source Evaluation scripts for Humanity's Last Code Exam. See the comparison table for live GitHub stats and shared categories.
- When should I choose cceval over HLCE?
- Choose cceval over HLCE 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 96) - visibility, not fit.
- When should I choose HLCE over cceval?
- Choose HLCE over cceval when Tags unique to HLCE: codegen, codellm, llm-evaluation; Also covers LLM Frameworks; When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively.
- 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 HLCE?
- If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context. When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only.
- Is cceval or HLCE more popular on GitHub?
- cceval has more GitHub stars (182 vs 96). Stars measure visibility, not whether either tool fits your constraints.
- Are cceval and HLCE open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to cceval or HLCE?
- GraphCanon lists graph-backed alternatives at cceval alternatives and HLCE alternatives (cceval markdown twin, HLCE 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 HLCE?
- cceval: Slowing. HLCE: 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 HLCE?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: cceval trust report; HLCE trust report.