Comparison
academic-research-skills vs SAM
Verdict
Pick academic-research-skills when academic-research-skills is primarily Python; SAM is Swift; pick SAM when sAM is primarily Swift; academic-research-skills is Python.
Markdown twin · academic-research-skills alternatives · SAM alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | academic-research-skills | SAM |
|---|---|---|
| Maintenance | Very active (0d since push) As of 4d · github_public_v1 | Very active (2d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 4d · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 4d · osv@v1 | No lockfile (source not queried) As of today · 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
- Academic Research Skills for Claude Code: research → write → review → revise → finalize
- SAM
- Synthetic Autonomic Mind - An AI assistant for everyone.
Stars
- academic-research-skills
- 37k
- SAM
- 132
Forks
- academic-research-skills
- 3.0k
- SAM
- 5
Open issues
- academic-research-skills
- 9
- SAM
- 0
Language
- academic-research-skills
- Python
- SAM
- Swift
Adopt for
- academic-research-skills
- -
- SAM
- -
Persona
- academic-research-skills
- -
- SAM
- -
Runtime
- academic-research-skills
- -
- SAM
- -
License
- academic-research-skills
- Other
- SAM
- GPL-3.0
Last pushed
- academic-research-skills
- Jul 11, 2026
- SAM
- Jul 12, 2026
Categories
- academic-research-skills
- Data & Retrieval, LLM Frameworks
- SAM
- Computer Vision, LLM Frameworks
Trust and health
Days since push
- academic-research-skills
- 0d
- SAM
- 2d
Open issues (now)
- academic-research-skills
- 9
- SAM
- 0
Owner type
- academic-research-skills
- User
- SAM
- Organization
Full report
- academic-research-skills
- Trust report
- SAM
- Trust report
Choose academic-research-skills if…
- academic-research-skills is primarily Python; SAM is Swift.
- License: academic-research-skills is Other, SAM is GPL-3.0.
- Tags unique to academic-research-skills: academic-pipeline, 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.
Choose SAM if…
- SAM is primarily Swift; academic-research-skills is Python.
- License: SAM is GPL-3.0, academic-research-skills is Other.
- Tags unique to SAM: ai-assistant, ai-assistants, ai-tools, apple.
- Also covers Computer Vision.
When NOT to use SAM
- 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 (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 (SyntheticAutonomicMind/SAM) · observed Jul 15, 2026
- GitHub forks (SyntheticAutonomicMind/SAM) · observed Jul 15, 2026
- Last push (SyntheticAutonomicMind/SAM) · observed Jul 12, 2026
- License file (GPL-3.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: academic-research-skills 37k · SAM 132 (synced Jul 11, 2026).
Common questions
- What is the difference between academic-research-skills and SAM?
- academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. SAM: Synthetic Autonomic Mind - An AI assistant for everyone.. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over SAM?
- Choose academic-research-skills over SAM when academic-research-skills is primarily Python; SAM is Swift; License: academic-research-skills is Other, SAM is GPL-3.0; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval.
- When should I choose SAM over academic-research-skills?
- Choose SAM over academic-research-skills when SAM is primarily Swift; academic-research-skills is Python; License: SAM is GPL-3.0, academic-research-skills is Other; Tags unique to SAM: ai-assistant, ai-assistants, ai-tools, apple; Also covers Computer Vision.
- 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.
- When should I avoid SAM?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is academic-research-skills or SAM more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 132). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and SAM open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, SAM: GPL-3.0).
- Where can I find alternatives to academic-research-skills or SAM?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and SAM alternatives (academic-research-skills markdown twin, SAM 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 SAM?
- academic-research-skills: Very active. SAM: 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 SAM?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; SAM trust report.