--- title: "academic-research-skills vs ai-notes" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-swyxio-ai-notes" tools: ["imbad0202-academic-research-skills", "swyxio-ai-notes"] --- # academic-research-skills vs ai-notes *GraphCanon updated Jul 11, 2026* ## Verdict Pick academic-research-skills when academic-research-skills is primarily Python; ai-notes is HTML; pick ai-notes when ai-notes is primarily HTML; 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. [ai-notes](https://latent.space/) has 6.2k stars, 558 forks, and 8 open issues, last pushed Feb 16, 2026. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [ai-notes's repository](https://github.com/swyxio/ai-notes). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [ai-notes](/tools/swyxio-ai-notes.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under | | Stars | 37,300 | 6,236 | | Forks | 3,043 | 558 | | Open issues | 9 | 8 | | Language | Python | HTML | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | LLM Frameworks, Data & Retrieval | LLM Frameworks, Computer Vision | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [ai-notes](/tools/swyxio-ai-notes.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 145d | | Open issues (now) | 9 | 8 | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/swyxio-ai-notes/trust.md) | ## Choose when ### Choose academic-research-skills if… - academic-research-skills is primarily Python; ai-notes is HTML. - License: academic-research-skills is Other, ai-notes is MIT. - Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude. - Also covers Data & Retrieval. ### Choose ai-notes if… - ai-notes is primarily HTML; academic-research-skills is Python. - License: ai-notes is MIT, academic-research-skills is Other. - Tags unique to ai-notes: gpt-3, html, ai, stable-diffusion. - Also covers Computer Vision. ## 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 ai-notes - Last GitHub push was 146 days ago (slowing maintenance, Feb 16, 2026). Validate activity before betting a new project on ai-notes. - 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 ai-notes? academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. ai-notes: notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under . See the comparison table for live GitHub stats and shared categories. ### When should I choose academic-research-skills over ai-notes? Choose academic-research-skills over ai-notes when academic-research-skills is primarily Python; ai-notes is HTML; License: academic-research-skills is Other, ai-notes is MIT; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval. ### When should I choose ai-notes over academic-research-skills? Choose ai-notes over academic-research-skills when ai-notes is primarily HTML; academic-research-skills is Python; License: ai-notes is MIT, academic-research-skills is Other; Tags unique to ai-notes: gpt-3, html, ai, stable-diffusion; Also covers Computer Vision. ### 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 ai-notes? Last GitHub push was 146 days ago (slowing maintenance, Feb 16, 2026). Validate activity before betting a new project on ai-notes. 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 ai-notes more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 6,236). Stars measure visibility, not whether either tool fits your constraints. ### Are academic-research-skills and ai-notes open source? Yes - both are open-source projects on GitHub (academic-research-skills: Other, ai-notes: MIT). ### Where can I find alternatives to academic-research-skills or ai-notes? GraphCanon lists graph-backed alternatives at [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) and [ai-notes alternatives](/tools/swyxio-ai-notes/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [ai-notes markdown twin](/tools/swyxio-ai-notes/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-swyxio-ai-notes.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 ai-notes? academic-research-skills: Very active. ai-notes: 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 ai-notes? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust); [ai-notes trust report](/tools/swyxio-ai-notes/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/_