--- title: "academic-research-skills vs graph-of-thoughts" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-spcl-graph-of-thoughts" tools: ["imbad0202-academic-research-skills", "spcl-graph-of-thoughts"] --- # academic-research-skills vs graph-of-thoughts *GraphCanon updated Jul 11, 2026* ## Verdict Pick academic-research-skills when tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; pick graph-of-thoughts when tags unique to graph-of-thoughts: graph-of-thoughts, graph-structures, graphs, large language models. [academic-research-skills](https://buymeacoffee.com/crucify020v) reports 37k GitHub stars, 3.0k forks, and 9 open issues, last pushed Jul 11, 2026. [graph-of-thoughts](https://arxiv.org/pdf/2308.09687.pdf) has 2.8k stars, 217 forks, and 7 open issues, last pushed Mar 24, 2026. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [graph-of-thoughts's repository](https://github.com/spcl/graph-of-thoughts). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [graph-of-thoughts](/tools/spcl-graph-of-thoughts.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models" | | Stars | 37,300 | 2,816 | | Forks | 3,043 | 217 | | Open issues | 9 | 7 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | Other | | Categories | Data & Retrieval, LLM Frameworks | LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [graph-of-thoughts](/tools/spcl-graph-of-thoughts.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 108d | | Open issues (now) | 9 | 7 | | Owner type | User | Organization | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/spcl-graph-of-thoughts/trust.md) | ## Choose when ### Choose academic-research-skills if… - Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude. - Also covers Data & Retrieval. - More GitHub stars (37k vs 2.8k) - visibility, not fit. ### Choose graph-of-thoughts if… - Tags unique to graph-of-thoughts: graph-of-thoughts, graph-structures, graphs, large language models. - Leaner open-issue backlog (7). ## 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. ## When NOT to use graph-of-thoughts - Last GitHub push was 109 days ago (slowing maintenance, Mar 24, 2026). Validate activity before betting a new project on graph-of-thoughts. - 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 graph-of-thoughts? academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. graph-of-thoughts: Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models". See the comparison table for live GitHub stats and shared categories. ### When should I choose academic-research-skills over graph-of-thoughts? Choose academic-research-skills over graph-of-thoughts when Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval; More GitHub stars (37k vs 2.8k) - visibility, not fit. ### When should I choose graph-of-thoughts over academic-research-skills? Choose graph-of-thoughts over academic-research-skills when Tags unique to graph-of-thoughts: graph-of-thoughts, graph-structures, graphs, large language models; Leaner open-issue backlog (7). ### 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 graph-of-thoughts? Last GitHub push was 109 days ago (slowing maintenance, Mar 24, 2026). Validate activity before betting a new project on graph-of-thoughts. 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 graph-of-thoughts more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 2,816). Stars measure visibility, not whether either tool fits your constraints. ### Are academic-research-skills and graph-of-thoughts open source? Yes - both are open-source projects on GitHub (academic-research-skills: Other, graph-of-thoughts: Other). ### Where can I find alternatives to academic-research-skills or graph-of-thoughts? GraphCanon lists graph-backed alternatives at [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) and [graph-of-thoughts alternatives](/tools/spcl-graph-of-thoughts/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [graph-of-thoughts markdown twin](/tools/spcl-graph-of-thoughts/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-spcl-graph-of-thoughts.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 graph-of-thoughts? academic-research-skills: Very active. graph-of-thoughts: Slowing. 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 graph-of-thoughts? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust); [graph-of-thoughts trust report](/tools/spcl-graph-of-thoughts/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/_