Comparison
academic-research-skills vs Shuffle
Verdict
Pick academic-research-skills if a guide to utilizing Claude Code for AI-supported tasks in academic work such as prompt engineering during research writing phases; pick Shuffle if shuffle is notable for its strong focus on collaboration and resource sharing within cybersecurity automation.
Markdown twin · academic-research-skills alternatives · Shuffle alternatives
GraphCanon updated Sep 19, 2026
13views this month
vs
Trust & integrity
| Signal | academic-research-skills | Shuffle |
|---|---|---|
| Maintenance | Very active (0d since push) As of Aug 27, 2026 · github_public_v1 | Very active (0d since push) As of Sep 19, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Aug 27, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 19, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- academic-research-skills
- Workflow for academic research and writing with AI tools
- Shuffle
- A general purpose security automation platform
Stars
- academic-research-skills
- 44k
- Shuffle
- 2.4k
Forks
- academic-research-skills
- 3.5k
- Shuffle
- 430
Open issues
- academic-research-skills
- 19
- Shuffle
- 492
Language
- academic-research-skills
- Python
- Shuffle
- JavaScript
Adopt for
- academic-research-skills
- A guide to utilizing Claude Code for AI-supported tasks in academic work such as prompt engineering during research writing phases.
- Shuffle
- Shuffle is notable for its strong focus on collaboration and resource sharing within cybersecurity automation.
Persona
- academic-research-skills
- -
- Shuffle
- -
Runtime
- academic-research-skills
- -
- Shuffle
- -
License
- academic-research-skills
- Other
- Shuffle
- AGPL-3.0
Last pushed
- academic-research-skills
- Aug 27, 2026
- Shuffle
- Sep 18, 2026
Categories
- academic-research-skills
- Developer Tools, Evaluation & Observability
- Shuffle
- Developer Tools
Trust and health
Open issues (now)
- academic-research-skills
- 19
- Shuffle
- 492
Stars delta
- academic-research-skills
- +4.1k (30d)
- Shuffle
- +31 (30d)
Open issues delta
- academic-research-skills
- -2 (30d)
- Shuffle
- +4 (30d)
Owner type
- academic-research-skills
- User
- Shuffle
- Organization
Full report
- academic-research-skills
- Trust report
- Shuffle
- Trust report
Choose academic-research-skills if…
- academic-research-skills is primarily Python; Shuffle is JavaScript.
- License: academic-research-skills is Other, Shuffle is AGPL-3.0.
- Tags unique to academic-research-skills: academic-research, academic-writing, ai-assisted-research, prompt-engineering.
- Also covers Evaluation & Observability.
- Research projects requiring detailed literature reviews
When NOT to use academic-research-skills
- Tasks that do not involve academic or formal writing environments
- Projects focused on learning Claude Code without an academic context
- Situations where human judgment is prioritized over AI suggestions
Choose Shuffle if…
- Shuffle is primarily JavaScript; academic-research-skills is Python.
- License: Shuffle is AGPL-3.0, academic-research-skills is Other.
- Tags unique to Shuffle: automation, cybersecurity, discord, integrations.
- Shuffle ships Docker support for self-hosted deployment.
- When there is a need to enhance security workflows through collaborative effort and automated task management.
When NOT to use Shuffle
- If the project requires an open-source friendly licensing model that avoids AGPLv3, as Shuffle's backend is licensed under this more restrictive license compared to some competitors.
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 Aug 27, 2026
- GitHub forks (Imbad0202/academic-research-skills) · observed Aug 27, 2026
- Last push (Imbad0202/academic-research-skills) · observed Aug 27, 2026
- License file (Other) · observed Aug 27, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Shuffle/Shuffle) · observed Sep 19, 2026
- GitHub forks (Shuffle/Shuffle) · observed Sep 19, 2026
- Last push (Shuffle/Shuffle) · observed Sep 18, 2026
- License file (AGPL-3.0) · observed Sep 19, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: academic-research-skills 44k · Shuffle 2.4k (synced Aug 27, 2026).
Common questions
- What is the difference between academic-research-skills and Shuffle?
- academic-research-skills: Workflow for academic research and writing with AI tools. Shuffle: A general purpose security automation platform. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over Shuffle?
- Choose academic-research-skills over Shuffle when academic-research-skills is primarily Python; Shuffle is JavaScript; License: academic-research-skills is Other, Shuffle is AGPL-3.0; Tags unique to academic-research-skills: academic-research, academic-writing, ai-assisted-research, prompt-engineering; Also covers Evaluation & Observability; Research projects requiring detailed literature reviews.
- When should I choose Shuffle over academic-research-skills?
- Choose Shuffle over academic-research-skills when Shuffle is primarily JavaScript; academic-research-skills is Python; License: Shuffle is AGPL-3.0, academic-research-skills is Other; Tags unique to Shuffle: automation, cybersecurity, discord, integrations; Shuffle ships Docker support for self-hosted deployment; When there is a need to enhance security workflows through collaborative effort and automated task management.
- When should I avoid academic-research-skills?
- Tasks that do not involve academic or formal writing environments Projects focused on learning Claude Code without an academic context Situations where human judgment is prioritized over AI suggestions
- When should I avoid Shuffle?
- If the project requires an open-source friendly licensing model that avoids AGPLv3, as Shuffle's backend is licensed under this more restrictive license compared to some competitors.
- Is academic-research-skills or Shuffle more popular on GitHub?
- academic-research-skills has more GitHub stars (43,866 vs 2,440). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and Shuffle open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, Shuffle: AGPL-3.0).
- Where can I find alternatives to academic-research-skills or Shuffle?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and Shuffle alternatives (academic-research-skills markdown twin, Shuffle 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 Shuffle?
- academic-research-skills: Very active. Shuffle: 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 academic-research-skills and Shuffle?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; Shuffle trust report.