Comparison
cceval vs academic-research-skills
Verdict
Pick cceval when license: cceval is Apache-2.0, academic-research-skills is Other; pick academic-research-skills when license: academic-research-skills is Other, cceval is Apache-2.0.
Markdown twin · cceval alternatives · academic-research-skills alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | cceval | academic-research-skills |
|---|---|---|
| Maintenance | Slowing (330d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | 5 critical, 7 high, 8 medium, 21 low (5 critical, 7 high, 8 medium, 21 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- cceval
- CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion (NeurIPS 2023)
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
Stars
- cceval
- 181
- academic-research-skills
- 37k
Forks
- cceval
- 25
- academic-research-skills
- 3.0k
Open issues
- cceval
- 5
- academic-research-skills
- 9
Language
- cceval
- Python
- academic-research-skills
- Python
Adopt for
- cceval
- -
- academic-research-skills
- -
Persona
- cceval
- -
- academic-research-skills
- -
Runtime
- cceval
- -
- academic-research-skills
- -
License
- cceval
- Apache-2.0
- academic-research-skills
- Other
Last pushed
- cceval
- Aug 15, 2025
- academic-research-skills
- Jul 11, 2026
Categories
- cceval
- Data & Retrieval, Evaluation & Observability
- academic-research-skills
- LLM Frameworks, Data & Retrieval
Trust and health
Maintenance
- cceval
- Slowing (36%)
- academic-research-skills
- Very active (96%)
Days since push
- cceval
- 330d
- academic-research-skills
- 0d
Open issues (now)
- cceval
- 5
- academic-research-skills
- 9
Owner type
- cceval
- Organization
- academic-research-skills
- User
Security scan
- cceval
- 5 critical, 7 high, 8 medium, 21 low (5 critical, 7 high, 8 medium, 21 low)
- academic-research-skills
- No lockfile
Full report
- cceval
- Trust report
- academic-research-skills
- Trust report
Choose cceval if…
- License: cceval is Apache-2.0, academic-research-skills is Other.
- Tags unique to cceval: python.
- Also covers Evaluation & Observability.
When NOT to use cceval
- Last GitHub push was 330 days ago (slowing maintenance, Aug 15, 2025). Validate activity before betting a new project on cceval.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Choose academic-research-skills if…
- License: academic-research-skills is Other, cceval is Apache-2.0.
- Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude.
- Also covers LLM Frameworks.
When NOT to use academic-research-skills
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
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 Jul 11, 2026
- GitHub forks (amazon-science/cceval) · observed Jul 11, 2026
- Last push (amazon-science/cceval) · observed Aug 15, 2025
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Imbad0202/academic-research-skills) · observed Jul 11, 2026
- GitHub forks (Imbad0202/academic-research-skills) · observed Jul 11, 2026
- Last push (Imbad0202/academic-research-skills) · observed Jul 11, 2026
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: cceval 181 · academic-research-skills 37k (synced Jul 11, 2026).
Common questions
- What is the difference between cceval and academic-research-skills?
- cceval: CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion (NeurIPS 2023). academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. See the comparison table for live GitHub stats and shared categories.
- When should I choose cceval over academic-research-skills?
- Choose cceval over academic-research-skills when License: cceval is Apache-2.0, academic-research-skills is Other; Tags unique to cceval: python; Also covers Evaluation & Observability.
- When should I choose academic-research-skills over cceval?
- Choose academic-research-skills over cceval when License: academic-research-skills is Other, cceval is Apache-2.0; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers LLM Frameworks.
- When should I avoid cceval?
- Last GitHub push was 330 days ago (slowing maintenance, Aug 15, 2025). Validate activity before betting a new project on cceval. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- When should I avoid academic-research-skills?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- Is cceval or academic-research-skills more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 181). Stars measure visibility, not whether either tool fits your constraints.
- Are cceval and academic-research-skills open source?
- Yes - both are open-source projects on GitHub (cceval: Apache-2.0, academic-research-skills: Other).
- Where can I find alternatives to cceval or academic-research-skills?
- GraphCanon lists graph-backed alternatives at cceval alternatives and academic-research-skills alternatives (cceval markdown twin, academic-research-skills 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 academic-research-skills?
- cceval: Slowing. academic-research-skills: Very active. 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 academic-research-skills?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: cceval trust report; academic-research-skills trust report.