Comparison
academic-research-skills vs ThoughtSource
Verdict
Pick academic-research-skills when academic-research-skills is primarily Python; ThoughtSource is Jupyter Notebook; pick ThoughtSource when thoughtSource is primarily Jupyter Notebook; academic-research-skills is Python.
Markdown twin · academic-research-skills alternatives · ThoughtSource alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | academic-research-skills | ThoughtSource |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (571d 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
- ThoughtSource
- A central, open resource for data and tools related to chain-of-thought reasoning in large language models. Developed @ Samwald research group: https://samwald.info/
Stars
- academic-research-skills
- 37k
- ThoughtSource
- 1.0k
Forks
- academic-research-skills
- 3.0k
- ThoughtSource
- 81
Open issues
- academic-research-skills
- 9
- ThoughtSource
- 15
Language
- academic-research-skills
- Python
- ThoughtSource
- Jupyter Notebook
Adopt for
- academic-research-skills
- -
- ThoughtSource
- -
Persona
- academic-research-skills
- -
- ThoughtSource
- -
Runtime
- academic-research-skills
- -
- ThoughtSource
- -
License
- academic-research-skills
- Other
- ThoughtSource
- MIT
Last pushed
- academic-research-skills
- Jul 11, 2026
- ThoughtSource
- Dec 16, 2024
Categories
- academic-research-skills
- LLM Frameworks, Data & Retrieval
- ThoughtSource
- LLM Frameworks
Trust and health
Maintenance
- academic-research-skills
- Very active (96%)
- ThoughtSource
- Dormant (18%)
Days since push
- academic-research-skills
- 0d
- ThoughtSource
- 571d
Open issues (now)
- academic-research-skills
- 9
- ThoughtSource
- 15
Owner type
- academic-research-skills
- User
- ThoughtSource
- Organization
Full report
- academic-research-skills
- Trust report
- ThoughtSource
- Trust report
Choose academic-research-skills if…
- academic-research-skills is primarily Python; ThoughtSource is Jupyter Notebook.
- License: academic-research-skills is Other, ThoughtSource is MIT.
- 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.
Choose ThoughtSource if…
- ThoughtSource is primarily Jupyter Notebook; academic-research-skills is Python.
- License: ThoughtSource is MIT, academic-research-skills is Other.
- Tags unique to ThoughtSource: dataset, reasoning, machine-learning, question-answering.
When NOT to use ThoughtSource
- Last GitHub push was 572 days ago (dormant maintenance, Dec 16, 2024). Validate activity before betting a new project on ThoughtSource.
- 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 (OpenBioLink/ThoughtSource) · observed Jul 11, 2026
- GitHub forks (OpenBioLink/ThoughtSource) · observed Jul 11, 2026
- Last push (OpenBioLink/ThoughtSource) · observed Dec 16, 2024
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: academic-research-skills 37k · ThoughtSource 1.0k (synced Jul 11, 2026).
Common questions
- What is the difference between academic-research-skills and ThoughtSource?
- academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. ThoughtSource: A central, open resource for data and tools related to chain-of-thought reasoning in large language models. Developed @ Samwald research group: https://samwald.info/. See the comparison table for live GitHub stats and shared categories.
- When should I choose academic-research-skills over ThoughtSource?
- Choose academic-research-skills over ThoughtSource when academic-research-skills is primarily Python; ThoughtSource is Jupyter Notebook; License: academic-research-skills is Other, ThoughtSource is MIT; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval.
- When should I choose ThoughtSource over academic-research-skills?
- Choose ThoughtSource over academic-research-skills when ThoughtSource is primarily Jupyter Notebook; academic-research-skills is Python; License: ThoughtSource is MIT, academic-research-skills is Other; Tags unique to ThoughtSource: dataset, reasoning, machine-learning, question-answering.
- 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 ThoughtSource?
- Last GitHub push was 572 days ago (dormant maintenance, Dec 16, 2024). Validate activity before betting a new project on ThoughtSource. 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 ThoughtSource more popular on GitHub?
- academic-research-skills has more GitHub stars (37,300 vs 1,015). Stars measure visibility, not whether either tool fits your constraints.
- Are academic-research-skills and ThoughtSource open source?
- Yes - both are open-source projects on GitHub (academic-research-skills: Other, ThoughtSource: MIT).
- Where can I find alternatives to academic-research-skills or ThoughtSource?
- GraphCanon lists graph-backed alternatives at academic-research-skills alternatives and ThoughtSource alternatives (academic-research-skills markdown twin, ThoughtSource 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 ThoughtSource?
- academic-research-skills: Very active. ThoughtSource: Dormant. 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 ThoughtSource?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: academic-research-skills trust report; ThoughtSource trust report.