--- title: "AutoPrompt vs academic-research-skills" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/eladlev-autoprompt-vs-imbad0202-academic-research-skills" tools: ["eladlev-autoprompt", "imbad0202-academic-research-skills"] --- # AutoPrompt vs academic-research-skills *GraphCanon updated Jul 11, 2026* ## Verdict Pick AutoPrompt when license: AutoPrompt is Apache-2.0, academic-research-skills is Other; pick academic-research-skills when license: academic-research-skills is Other, AutoPrompt is Apache-2.0. [AutoPrompt](https://github.com/Eladlev/AutoPrompt) reports 3.0k GitHub stars, 263 forks, and 23 open issues, last pushed Dec 2, 2025. [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 [AutoPrompt's repository](https://github.com/Eladlev/AutoPrompt) and [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills). | | [AutoPrompt](/tools/eladlev-autoprompt.md) | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | | --- | --- | --- | | Tagline | A framework for prompt tuning using Intent-based Prompt Calibration | Academic Research Skills for Claude Code: research → write → review → revise → finalize | | Stars | 2,988 | 37,300 | | Forks | 263 | 3,043 | | Open issues | 23 | 9 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | LLM Frameworks | Data & Retrieval, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [AutoPrompt](/tools/eladlev-autoprompt.md) | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 220d | 0d | | Open issues (now) | 23 | 9 | | Full report | [trust report](/tools/eladlev-autoprompt/trust.md) | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | ## Choose when ### Choose AutoPrompt if… - License: AutoPrompt is Apache-2.0, academic-research-skills is Other. - Tags unique to AutoPrompt: synthetic-dataset-generation, python, prompt-tuning. ### Choose academic-research-skills if… - License: academic-research-skills is Other, AutoPrompt 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 AutoPrompt - Last GitHub push was 221 days ago (slowing maintenance, Dec 2, 2025). Validate activity before betting a new project on AutoPrompt. - 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 AutoPrompt and academic-research-skills? AutoPrompt: A framework for prompt tuning using Intent-based Prompt Calibration. 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 AutoPrompt over academic-research-skills? Choose AutoPrompt over academic-research-skills when License: AutoPrompt is Apache-2.0, academic-research-skills is Other; Tags unique to AutoPrompt: synthetic-dataset-generation, python, prompt-tuning. ### When should I choose academic-research-skills over AutoPrompt? Choose academic-research-skills over AutoPrompt when License: academic-research-skills is Other, AutoPrompt 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 AutoPrompt? Last GitHub push was 221 days ago (slowing maintenance, Dec 2, 2025). Validate activity before betting a new project on AutoPrompt. 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 AutoPrompt or academic-research-skills more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 2,988). Stars measure visibility, not whether either tool fits your constraints. ### Are AutoPrompt and academic-research-skills open source? Yes - both are open-source projects on GitHub (AutoPrompt: Apache-2.0, academic-research-skills: Other). ### Where can I find alternatives to AutoPrompt or academic-research-skills? GraphCanon lists graph-backed alternatives at [AutoPrompt alternatives](/tools/eladlev-autoprompt/alternatives) and [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) ([AutoPrompt markdown twin](/tools/eladlev-autoprompt/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/eladlev-autoprompt-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, AutoPrompt or academic-research-skills? AutoPrompt: Slowing. 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 AutoPrompt and academic-research-skills? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [AutoPrompt trust report](/tools/eladlev-autoprompt/trust); [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=eladlev-autoprompt`](/api/graphcanon/graph?tool=eladlev-autoprompt) - 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/_