--- title: "academic-research-skills vs ThoughtSource" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-openbiolink-thoughtsource" tools: ["imbad0202-academic-research-skills", "openbiolink-thoughtsource"] --- # academic-research-skills vs ThoughtSource *GraphCanon updated Jul 11, 2026* ## 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. [academic-research-skills](https://buymeacoffee.com/crucify020v) reports 37k GitHub stars, 3.0k forks, and 9 open issues, last pushed Jul 11, 2026. [ThoughtSource](https://github.com/OpenBioLink/ThoughtSource) has 1.0k stars, 81 forks, and 15 open issues, last pushed Dec 16, 2024. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [ThoughtSource's repository](https://github.com/OpenBioLink/ThoughtSource). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [ThoughtSource](/tools/openbiolink-thoughtsource.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | 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 | 37,300 | 1,015 | | Forks | 3,043 | 81 | | Open issues | 9 | 15 | | Language | Python | Jupyter Notebook | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | LLM Frameworks, Data & Retrieval | LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [ThoughtSource](/tools/openbiolink-thoughtsource.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 571d | | Open issues (now) | 9 | 15 | | Owner type | User | Organization | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/openbiolink-thoughtsource/trust.md) | ## Choose when ### 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. ### 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 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 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. ## 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](/tools/imbad0202-academic-research-skills/alternatives) and [ThoughtSource alternatives](/tools/openbiolink-thoughtsource/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [ThoughtSource markdown twin](/tools/openbiolink-thoughtsource/alternatives.md)), 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](/compare/imbad0202-academic-research-skills-vs-openbiolink-thoughtsource.md) 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](/tools/imbad0202-academic-research-skills/trust); [ThoughtSource trust report](/tools/openbiolink-thoughtsource/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=imbad0202-academic-research-skills`](/api/graphcanon/graph?tool=imbad0202-academic-research-skills) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_