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Comparison

code-eval vs academic-research-skills

Verdict

Pick code-eval when license: code-eval is MIT, academic-research-skills is Other; pick academic-research-skills when license: academic-research-skills is Other, code-eval is MIT.

Markdown twin · code-eval alternatives · academic-research-skills alternatives

GraphCanon updated today

code-eval logo

code-eval

abacaj/code-eval

★ 429pushed Sep 12, 2023
vs
academic-research-skills logo

academic-research-skills

Imbad0202/academic-research-skills

★ 37kpushed Jul 11, 2026

Trust & integrity

Signalcode-evalacademic-research-skills
Maintenance
Dormant (1033d since push)
As of today · github_public_v1
Very active (0d since push)
As of today · github_public_v1
Provenance
Not a fork · Personal account
As of today · github_public_v1
Not a fork · Personal account
As of today · github_public_v1
Security (OSV)
73 low (73 low)
As of today · osv@v1
No lockfile
As of today · none
code-eval trust reportacademic-research-skills trust reportTrust methodology

Tagline

code-eval
Run evaluation on LLMs using human-eval benchmark
academic-research-skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize

Stars

code-eval
429
academic-research-skills
37k

Forks

code-eval
37
academic-research-skills
3.0k

Open issues

code-eval
5
academic-research-skills
9

Language

code-eval
Python
academic-research-skills
Python

Adopt for

code-eval
-
academic-research-skills
-

Persona

code-eval
-
academic-research-skills
-

Runtime

code-eval
-
academic-research-skills
-

License

code-eval
MIT
academic-research-skills
Other

Last pushed

code-eval
Sep 12, 2023
academic-research-skills
Jul 11, 2026

Categories

code-eval
LLM Frameworks, Evaluation & Observability
academic-research-skills
LLM Frameworks, Data & Retrieval

Trust and health

Maintenance

code-eval
Dormant (18%)
academic-research-skills
Very active (96%)

Days since push

code-eval
1033d
academic-research-skills
0d

Open issues (now)

code-eval
5
academic-research-skills
9

Security scan

code-eval
73 low (73 low)
academic-research-skills
No lockfile

Full report

code-eval
Trust report
academic-research-skills
Trust report

Choose code-eval if…

  • License: code-eval is MIT, academic-research-skills is Other.
  • Tags unique to code-eval: wizardcoder, humaneval, python.
  • Also covers Evaluation & Observability.

When NOT to use code-eval

  • Last GitHub push was 1034 days ago (dormant maintenance, Sep 12, 2023). Validate activity before betting a new project on code-eval.
  • LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
  • Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
GitHubDetails

Choose academic-research-skills if…

  • License: academic-research-skills is Other, code-eval is MIT.
  • Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude.
  • Also covers Data & Retrieval.

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.
GitHubDetails

Explore

code-eval trust report →academic-research-skills trust report →LLM Frameworks category →Evaluation & Observability category →Data & Retrieval 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 429 · academic-research-skills 37k (synced Jul 11, 2026).

Common questions

What is the difference between code-eval and academic-research-skills?
code-eval: Run evaluation on LLMs using human-eval benchmark. 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 code-eval over academic-research-skills?
Choose code-eval over academic-research-skills when License: code-eval is MIT, academic-research-skills is Other; Tags unique to code-eval: wizardcoder, humaneval, python; Also covers Evaluation & Observability.
When should I choose academic-research-skills over code-eval?
Choose academic-research-skills over code-eval when License: academic-research-skills is Other, code-eval is MIT; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval.
When should I avoid code-eval?
Last GitHub push was 1034 days ago (dormant maintenance, Sep 12, 2023). Validate activity before betting a new project on code-eval. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. 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 code-eval or academic-research-skills more popular on GitHub?
academic-research-skills has more GitHub stars (37,300 vs 429). Stars measure visibility, not whether either tool fits your constraints.
Are code-eval and academic-research-skills open source?
Yes - both are open-source projects on GitHub (code-eval: MIT, academic-research-skills: Other).
Where can I find alternatives to code-eval or academic-research-skills?
GraphCanon lists graph-backed alternatives at code-eval alternatives and academic-research-skills alternatives (code-eval 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, code-eval or academic-research-skills?
code-eval: Dormant. 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 code-eval and academic-research-skills?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: code-eval trust report; academic-research-skills trust report.