--- title: "LLM-Adapters vs academic-research-skills" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/agi-edgerunners-llm-adapters-vs-imbad0202-academic-research-skills" tools: ["agi-edgerunners-llm-adapters", "imbad0202-academic-research-skills"] --- # LLM-Adapters vs academic-research-skills *GraphCanon updated Jul 12, 2026* ## Verdict Pick LLM-Adapters when license: LLM-Adapters is Apache-2.0, academic-research-skills is Other; pick academic-research-skills when license: academic-research-skills is Other, LLM-Adapters is Apache-2.0. [LLM-Adapters](https://arxiv.org/abs/2304.01933) reports 1.2k GitHub stars, 119 forks, and 55 open issues, last pushed Mar 10, 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 [LLM-Adapters's repository](https://github.com/AGI-Edgerunners/LLM-Adapters) and [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills). | | [LLM-Adapters](/tools/agi-edgerunners-llm-adapters.md) | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | | --- | --- | --- | | Tagline | Code for EMNLP 2023 Paper on Parameter-Efficient Fine-Tuning using Adapters | Academic Research Skills for Claude Code: research → write → review → revise → finalize | | Stars | 1,233 | 37,300 | | Forks | 119 | 3,043 | | Open issues | 55 | 9 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | LLM Frameworks, Model Training | LLM Frameworks, Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [LLM-Adapters](/tools/agi-edgerunners-llm-adapters.md) | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 853d | 0d | | Open issues (now) | 55 | 9 | | Owner type | Organization | User | | Full report | [trust report](/tools/agi-edgerunners-llm-adapters/trust.md) | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | ## Choose when ### Choose LLM-Adapters if… - License: LLM-Adapters is Apache-2.0, academic-research-skills is Other. - Tags unique to LLM-Adapters: fine-tuning, adapters, large-language-models, parameter-efficient. - Also covers Model Training. ### Choose academic-research-skills if… - License: academic-research-skills is Other, LLM-Adapters is Apache-2.0. - Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude. - Also covers Data & Retrieval. ## When NOT to use LLM-Adapters - Last GitHub push was 853 days ago (dormant maintenance, Mar 10, 2024). Validate activity before betting a new project on LLM-Adapters. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ## 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. ## Common questions ### What is the difference between LLM-Adapters and academic-research-skills? LLM-Adapters: Code for EMNLP 2023 Paper on Parameter-Efficient Fine-Tuning using Adapters. 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 LLM-Adapters over academic-research-skills? Choose LLM-Adapters over academic-research-skills when License: LLM-Adapters is Apache-2.0, academic-research-skills is Other; Tags unique to LLM-Adapters: fine-tuning, adapters, large-language-models, parameter-efficient; Also covers Model Training. ### When should I choose academic-research-skills over LLM-Adapters? Choose academic-research-skills over LLM-Adapters when License: academic-research-skills is Other, LLM-Adapters is Apache-2.0; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval. ### When should I avoid LLM-Adapters? Last GitHub push was 853 days ago (dormant maintenance, Mar 10, 2024). Validate activity before betting a new project on LLM-Adapters. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ### 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. ### Is LLM-Adapters or academic-research-skills more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 1,233). Stars measure visibility, not whether either tool fits your constraints. ### Are LLM-Adapters and academic-research-skills open source? Yes - both are open-source projects on GitHub (LLM-Adapters: Apache-2.0, academic-research-skills: Other). ### Where can I find alternatives to LLM-Adapters or academic-research-skills? GraphCanon lists graph-backed alternatives at [LLM-Adapters alternatives](/tools/agi-edgerunners-llm-adapters/alternatives) and [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) ([LLM-Adapters markdown twin](/tools/agi-edgerunners-llm-adapters/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/agi-edgerunners-llm-adapters-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, LLM-Adapters or academic-research-skills? LLM-Adapters: 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 LLM-Adapters and academic-research-skills? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [LLM-Adapters trust report](/tools/agi-edgerunners-llm-adapters/trust); [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=agi-edgerunners-llm-adapters`](/api/graphcanon/graph?tool=agi-edgerunners-llm-adapters) - 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/_