Comparison
academic-research-skills vs ploomber
Verdict
Pick academic-research-skills when license: academic-research-skills is Other, ploomber is Apache-2.0; pick ploomber when license: ploomber is Apache-2.0, academic-research-skills is Other.
Markdown twin · academic-research-skills alternatives · ploomber alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | academic-research-skills | ploomber |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Archived (408d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
- ploomber
- The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
Stars
- academic-research-skills
- 37k
- ploomber
- 3.6k
Forks
- academic-research-skills
- 3.0k
- ploomber
- 242
Open issues
- academic-research-skills
- 9
- ploomber
- 110
Language
- academic-research-skills
- Python
- ploomber
- Python
Adopt for
- academic-research-skills
- -
- ploomber
- -
Persona
- academic-research-skills
- -
- ploomber
- -
Runtime
- academic-research-skills
- -
- ploomber
- -
License
- academic-research-skills
- Other
- ploomber
- Apache-2.0
Last pushed
- academic-research-skills
- Jul 11, 2026
- ploomber
- May 29, 2025
Categories
- academic-research-skills
- LLM Frameworks, Data & Retrieval
- ploomber
- Data & Retrieval, Inference & Serving
Trust and health
Maintenance
- academic-research-skills
- Very active (96%)
- ploomber
- Archived (8%)
Days since push
- academic-research-skills
- 0d
- ploomber
- 408d
Archived on GitHub
- academic-research-skills
- No
- ploomber
- Yes
Open issues (now)
- academic-research-skills
- 9
- ploomber
- 110
Owner type
- academic-research-skills
- User
- ploomber
- Organization
Full report
- academic-research-skills
- Trust report
- ploomber
- Trust report
Choose academic-research-skills if…
- License: academic-research-skills is Other, ploomber 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.
Choose ploomber if…
- License: ploomber is Apache-2.0, academic-research-skills is Other.
- Tags unique to ploomber: data-science, data-engineering, jupyter-notebooks, machine-learning.
- Also covers Inference & Serving.
When NOT to use ploomber
- ploomber is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- 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 (ploomber/ploomber) · observed Jul 11, 2026
- GitHub forks (ploomber/ploomber) · observed Jul 11, 2026
- Last push (ploomber/ploomber) · observed May 29, 2025
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: academic-research-skills 37k · ploomber 3.6k (synced Jul 11, 2026).
Common questions
- What is the difference between academic-research-skills and ploomber?
- academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over ploomber?
- Choose academic-research-skills over ploomber when License: academic-research-skills is Other, ploomber is Apache-2.0; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers LLM Frameworks.
- When should I choose ploomber over academic-research-skills?
- Choose ploomber over academic-research-skills when License: ploomber is Apache-2.0, academic-research-skills is Other; Tags unique to ploomber: data-science, data-engineering, jupyter-notebooks, machine-learning; Also covers Inference & Serving.
- 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.
- When should I avoid ploomber?
- ploomber is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is academic-research-skills or ploomber more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 3,622). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and ploomber open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, ploomber: Apache-2.0).
- Where can I find alternatives to academic-research-skills or ploomber?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and ploomber alternatives (academic-research-skills markdown twin, ploomber 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, academic-research-skills or ploomber?
- academic-research-skills: Very active. ploomber: Archived. 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 academic-research-skills and ploomber?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; ploomber trust report.