--- title: "academic-research-skills vs leva" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-kieranklaassen-leva" tools: ["imbad0202-academic-research-skills", "kieranklaassen-leva"] --- # academic-research-skills vs leva *GraphCanon updated Jul 11, 2026* ## Verdict Pick academic-research-skills when academic-research-skills is primarily Python; leva is Ruby; pick leva when leva is primarily Ruby; 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. [leva](https://github.com/kieranklaassen/leva) has 141 stars, 7 forks, and 4 open issues, last pushed Jun 3, 2026. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [leva's repository](https://github.com/kieranklaassen/leva). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [leva](/tools/kieranklaassen-leva.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | LLM Evaluation Framework for Rails apps to be used with production data. | | Stars | 37,300 | 141 | | Forks | 3,043 | 7 | | Open issues | 9 | 4 | | Language | Python | Ruby | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | Data & Retrieval, LLM Frameworks | Evaluation & Observability, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [leva](/tools/kieranklaassen-leva.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Steady (60%) | | Days since push | 0d | 37d | | Open issues (now) | 9 | 4 | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/kieranklaassen-leva/trust.md) | ## Choose when ### Choose academic-research-skills if… - academic-research-skills is primarily Python; leva is Ruby. - License: academic-research-skills is Other, leva is MIT. - Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude. - Also covers Data & Retrieval. ### Choose leva if… - leva is primarily Ruby; academic-research-skills is Python. - License: leva is MIT, academic-research-skills is Other. - Tags unique to leva: llm, llm-evaluation, ruby, ruby-on-rails. - Also covers Evaluation & Observability. ## 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 leva - 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. ## Common questions ### What is the difference between academic-research-skills and leva? academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. leva: LLM Evaluation Framework for Rails apps to be used with production data.. See the comparison table for live GitHub stats and shared categories. ### When should I choose academic-research-skills over leva? Choose academic-research-skills over leva when academic-research-skills is primarily Python; leva is Ruby; License: academic-research-skills is Other, leva is MIT; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval. ### When should I choose leva over academic-research-skills? Choose leva over academic-research-skills when leva is primarily Ruby; academic-research-skills is Python; License: leva is MIT, academic-research-skills is Other; Tags unique to leva: llm, llm-evaluation, ruby, ruby-on-rails; Also covers Evaluation & Observability. ### 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 leva? 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. ### Is academic-research-skills or leva more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 141). Stars measure visibility, not whether either tool fits your constraints. ### Are academic-research-skills and leva open source? Yes - both are open-source projects on GitHub (academic-research-skills: Other, leva: MIT). ### Where can I find alternatives to academic-research-skills or leva? GraphCanon lists graph-backed alternatives at [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) and [leva alternatives](/tools/kieranklaassen-leva/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [leva markdown twin](/tools/kieranklaassen-leva/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-kieranklaassen-leva.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 leva? academic-research-skills: Very active. leva: Steady. 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 leva? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust); [leva trust report](/tools/kieranklaassen-leva/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/_