Comparison
deepeval vs academic-research-skills
Verdict
Pick deepeval when license: deepeval is Apache-2.0, academic-research-skills is Other; pick academic-research-skills when license: academic-research-skills is Other, deepeval is Apache-2.0.
Markdown twin · deepeval alternatives · academic-research-skills alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | deepeval | academic-research-skills |
|---|---|---|
| Maintenance | Very active (0d 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) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- deepeval
- The LLM Evaluation Framework
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
Stars
- deepeval
- 17k
- academic-research-skills
- 37k
Forks
- deepeval
- 1.6k
- academic-research-skills
- 3.0k
Open issues
- deepeval
- 334
- academic-research-skills
- 9
Language
- deepeval
- Python
- academic-research-skills
- Python
Adopt for
- deepeval
- -
- academic-research-skills
- -
Persona
- deepeval
- -
- academic-research-skills
- -
Runtime
- deepeval
- -
- academic-research-skills
- -
License
- deepeval
- Apache-2.0
- academic-research-skills
- Other
Last pushed
- deepeval
- Jul 10, 2026
- academic-research-skills
- Jul 11, 2026
Categories
- deepeval
- LLM Frameworks, Evaluation & Observability
- academic-research-skills
- LLM Frameworks, Data & Retrieval
Trust and health
Open issues (now)
- deepeval
- 334
- academic-research-skills
- 9
Owner type
- deepeval
- Organization
- academic-research-skills
- User
Full report
- deepeval
- Trust report
- academic-research-skills
- Trust report
Choose deepeval if…
- License: deepeval is Apache-2.0, academic-research-skills is Other.
- Tags unique to deepeval: python, llm-evaluation-framework, evaluation-metrics, llm-evaluation-metrics.
- Also covers Evaluation & Observability.
When NOT to use deepeval
- 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.
Choose academic-research-skills if…
- License: academic-research-skills is Other, deepeval is Apache-2.0.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (confident-ai/deepeval) · observed Jul 11, 2026
- GitHub forks (confident-ai/deepeval) · observed Jul 11, 2026
- Last push (confident-ai/deepeval) · observed Jul 10, 2026
- 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: deepeval 17k · academic-research-skills 37k (synced Jul 11, 2026).
Common questions
- What is the difference between deepeval and academic-research-skills?
- deepeval: The LLM Evaluation Framework. 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 deepeval over academic-research-skills?
- Choose deepeval over academic-research-skills when License: deepeval is Apache-2.0, academic-research-skills is Other; Tags unique to deepeval: python, llm-evaluation-framework, evaluation-metrics, llm-evaluation-metrics; Also covers Evaluation & Observability.
- When should I choose academic-research-skills over deepeval?
- Choose academic-research-skills over deepeval when License: academic-research-skills is Other, deepeval is Apache-2.0; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval.
- When should I avoid deepeval?
- 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 deepeval or academic-research-skills more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 16,767). Stars measure visibility, not whether either tool fits your constraints.
- Are deepeval and academic-research-skills open source?
- Yes - both are open-source projects on GitHub (deepeval: Apache-2.0, academic-research-skills: Other).
- Where can I find alternatives to deepeval or academic-research-skills?
- GraphCanon lists graph-backed alternatives at deepeval alternatives and academic-research-skills alternatives (deepeval 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, deepeval or academic-research-skills?
- deepeval: Very active. 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 deepeval and academic-research-skills?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: deepeval trust report; academic-research-skills trust report.