--- title: "CommonGen-Eval vs academic-research-skills" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/allenai-commongen-eval-vs-imbad0202-academic-research-skills" tools: ["allenai-commongen-eval", "imbad0202-academic-research-skills"] --- # CommonGen-Eval vs academic-research-skills *GraphCanon updated Jul 15, 2026* ## Verdict Pick CommonGen-Eval when license: CommonGen-Eval is Apache-2.0, academic-research-skills is Other; pick academic-research-skills when license: academic-research-skills is Other, CommonGen-Eval is Apache-2.0. [CommonGen-Eval](https://inklab.usc.edu/CommonGen/) reports 95 GitHub stars, 3 forks, and 1 open issues, last pushed Mar 21, 2024. [academic-research-skills](https://buymeacoffee.com/crucify020v) has 37k stars, 3.0k forks, and 9 open issues, last pushed Jul 11, 2026. Figures are from public GitHub metadata via [CommonGen-Eval's repository](https://github.com/allenai/CommonGen-Eval) and [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills). | | [CommonGen-Eval](/tools/allenai-commongen-eval.md) | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | | --- | --- | --- | | Tagline | Evaluating LLMs with CommonGen-Lite | Academic Research Skills for Claude Code: research → write → review → revise → finalize | | Stars | 95 | 37,300 | | Forks | 3 | 3,043 | | Open issues | 1 | 9 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | Evaluation & Observability, LLM Frameworks | Data & Retrieval, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [CommonGen-Eval](/tools/allenai-commongen-eval.md) | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 846d | 0d | | Open issues (now) | 1 | 9 | | Owner type | Organization | User | | Full report | [trust report](/tools/allenai-commongen-eval/trust.md) | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | ## Choose when ### Choose CommonGen-Eval if… - License: CommonGen-Eval is Apache-2.0, academic-research-skills is Other. - Tags unique to CommonGen-Eval: chatgpt, evaluation, gpt-evaluation, llama2. - Also covers Evaluation & Observability. ### Choose academic-research-skills if… - License: academic-research-skills is Other, CommonGen-Eval is Apache-2.0. - Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude. - Also covers Data & Retrieval. ## When NOT to use CommonGen-Eval - Last GitHub push was 846 days ago (dormant maintenance, Mar 21, 2024). Validate activity before betting a new project on CommonGen-Eval. - Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## 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. ## Common questions ### What is the difference between CommonGen-Eval and academic-research-skills? CommonGen-Eval: Evaluating LLMs with CommonGen-Lite. academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. See the comparison table for live GitHub stats and shared categories. ### When should I choose CommonGen-Eval over academic-research-skills? Choose CommonGen-Eval over academic-research-skills when License: CommonGen-Eval is Apache-2.0, academic-research-skills is Other; Tags unique to CommonGen-Eval: chatgpt, evaluation, gpt-evaluation, llama2; Also covers Evaluation & Observability. ### When should I choose academic-research-skills over CommonGen-Eval? Choose academic-research-skills over CommonGen-Eval when License: academic-research-skills is Other, CommonGen-Eval is Apache-2.0; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval. ### When should I avoid CommonGen-Eval? Last GitHub push was 846 days ago (dormant maintenance, Mar 21, 2024). Validate activity before betting a new project on CommonGen-Eval. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### 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. ### Is CommonGen-Eval or academic-research-skills more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 95). Stars measure visibility, not whether either tool fits your constraints. ### Are CommonGen-Eval and academic-research-skills open source? Yes - both are open-source projects on GitHub (CommonGen-Eval: Apache-2.0, academic-research-skills: Other). ### Where can I find alternatives to CommonGen-Eval or academic-research-skills? GraphCanon lists graph-backed alternatives at [CommonGen-Eval alternatives](/tools/allenai-commongen-eval/alternatives) and [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) ([CommonGen-Eval markdown twin](/tools/allenai-commongen-eval/alternatives.md), [academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/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/allenai-commongen-eval-vs-imbad0202-academic-research-skills.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, CommonGen-Eval or academic-research-skills? CommonGen-Eval: Dormant. academic-research-skills: 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 CommonGen-Eval and academic-research-skills? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [CommonGen-Eval trust report](/tools/allenai-commongen-eval/trust); [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=allenai-commongen-eval`](/api/graphcanon/graph?tool=allenai-commongen-eval) - 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/_