Comparison
delta vs academic-research-skills
Verdict
Pick delta when delta is primarily Scala; academic-research-skills is Python; pick academic-research-skills when academic-research-skills is primarily Python; delta is Scala.
Markdown twin · delta alternatives · academic-research-skills alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | delta | 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
- delta
- An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
- academic-research-skills
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
Stars
- delta
- 8.9k
- academic-research-skills
- 37k
Forks
- delta
- 2.1k
- academic-research-skills
- 3.0k
Open issues
- delta
- 1.5k
- academic-research-skills
- 9
Language
- delta
- Scala
- academic-research-skills
- Python
Adopt for
- delta
- -
- academic-research-skills
- -
Persona
- delta
- -
- academic-research-skills
- -
Runtime
- delta
- -
- academic-research-skills
- -
License
- delta
- Apache-2.0
- academic-research-skills
- Other
Last pushed
- delta
- Jul 11, 2026
- academic-research-skills
- Jul 11, 2026
Categories
- delta
- LLM Frameworks
- academic-research-skills
- Data & Retrieval, LLM Frameworks
Trust and health
Open issues (now)
- delta
- 1.5k
- academic-research-skills
- 9
Owner type
- delta
- Organization
- academic-research-skills
- User
Full report
- delta
- Trust report
- academic-research-skills
- Trust report
Choose delta if…
- delta is primarily Scala; academic-research-skills is Python.
- License: delta is Apache-2.0, academic-research-skills is Other.
- Tags unique to delta: big-data, acid, scala, spark.
- delta ships Docker support for self-hosted deployment.
When NOT to use delta
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose academic-research-skills if…
- academic-research-skills is primarily Python; delta is Scala.
- License: academic-research-skills is Other, delta 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
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (delta-io/delta) · observed Jul 11, 2026
- GitHub forks (delta-io/delta) · observed Jul 11, 2026
- Last push (delta-io/delta) · observed Jul 11, 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: delta 8.9k · academic-research-skills 37k (synced Jul 11, 2026).
Common questions
- What is the difference between delta and academic-research-skills?
- delta: An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs. 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 delta over academic-research-skills?
- Choose delta over academic-research-skills when delta is primarily Scala; academic-research-skills is Python; License: delta is Apache-2.0, academic-research-skills is Other; Tags unique to delta: big-data, acid, scala, spark; delta ships Docker support for self-hosted deployment.
- When should I choose academic-research-skills over delta?
- Choose academic-research-skills over delta when academic-research-skills is primarily Python; delta is Scala; License: academic-research-skills is Other, delta 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 delta?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid academic-research-skills?
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is delta or academic-research-skills more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 8,901). Stars measure visibility, not whether either tool fits your constraints.
- Are delta and academic-research-skills open source?
- Yes - both are open-source projects on GitHub (delta: Apache-2.0, academic-research-skills: Other).
- Where can I find alternatives to delta or academic-research-skills?
- GraphCanon lists graph-backed alternatives at delta alternatives and academic-research-skills alternatives (delta 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, delta or academic-research-skills?
- delta: 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 delta and academic-research-skills?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: delta trust report; academic-research-skills trust report.