--- title: "academic-research-skills vs wonderful-prompts" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-langgptai-wonderful-prompts" tools: ["imbad0202-academic-research-skills", "langgptai-wonderful-prompts"] --- # academic-research-skills vs wonderful-prompts *GraphCanon updated Jul 11, 2026* ## Verdict Pick academic-research-skills when license: academic-research-skills is Other, wonderful-prompts is MIT; pick wonderful-prompts when license: wonderful-prompts is MIT, academic-research-skills is Other. [academic-research-skills](https://buymeacoffee.com/crucify020v) reports 37k GitHub stars, 3.0k forks, and 9 open issues, last pushed Jul 11, 2026. [wonderful-prompts](https://langgptai.feishu.cn/wiki/RXdbwRyASiShtDky381ciwFEnpe) has 6.2k stars, 530 forks, and 1 open issues, last pushed Oct 22, 2025. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [wonderful-prompts's repository](https://github.com/langgptai/wonderful-prompts). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [wonderful-prompts](/tools/langgptai-wonderful-prompts.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | 🔥中文 prompt 精选🔥，ChatGPT 使用指南，提升 ChatGPT 可玩性和可用性！🚀 | | Stars | 37,300 | 6,157 | | Forks | 3,043 | 530 | | Open issues | 9 | 1 | | Language | Python | - | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | LLM Frameworks, Data & Retrieval | LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [wonderful-prompts](/tools/langgptai-wonderful-prompts.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 262d | | Open issues (now) | 9 | 1 | | Owner type | User | Organization | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/langgptai-wonderful-prompts/trust.md) | ## Choose when ### Choose academic-research-skills if… - License: academic-research-skills is Other, wonderful-prompts is MIT. - Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude. - Also covers Data & Retrieval. ### Choose wonderful-prompts if… - License: wonderful-prompts is MIT, academic-research-skills is Other. - Tags unique to wonderful-prompts: gpt4, gpt35, chatgpt, openai. - Leaner open-issue backlog (1). ## 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 wonderful-prompts - Last GitHub push was 263 days ago (slowing maintenance, Oct 22, 2025). Validate activity before betting a new project on wonderful-prompts. - 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 wonderful-prompts? academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. wonderful-prompts: 🔥中文 prompt 精选🔥，ChatGPT 使用指南，提升 ChatGPT 可玩性和可用性！🚀. See the comparison table for live GitHub stats and shared categories. ### When should I choose academic-research-skills over wonderful-prompts? Choose academic-research-skills over wonderful-prompts when License: academic-research-skills is Other, wonderful-prompts is MIT; Tags unique to academic-research-skills: peer-review, academic-writing, ai-research, claude; Also covers Data & Retrieval. ### When should I choose wonderful-prompts over academic-research-skills? Choose wonderful-prompts over academic-research-skills when License: wonderful-prompts is MIT, academic-research-skills is Other; Tags unique to wonderful-prompts: gpt4, gpt35, chatgpt, openai; Leaner open-issue backlog (1). ### 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 wonderful-prompts? Last GitHub push was 263 days ago (slowing maintenance, Oct 22, 2025). Validate activity before betting a new project on wonderful-prompts. 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 wonderful-prompts more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 6,157). Stars measure visibility, not whether either tool fits your constraints. ### Are academic-research-skills and wonderful-prompts open source? Yes - both are open-source projects on GitHub (academic-research-skills: Other, wonderful-prompts: MIT). ### Where can I find alternatives to academic-research-skills or wonderful-prompts? GraphCanon lists graph-backed alternatives at [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) and [wonderful-prompts alternatives](/tools/langgptai-wonderful-prompts/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [wonderful-prompts markdown twin](/tools/langgptai-wonderful-prompts/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-langgptai-wonderful-prompts.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 wonderful-prompts? academic-research-skills: Very active. wonderful-prompts: 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 wonderful-prompts? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust); [wonderful-prompts trust report](/tools/langgptai-wonderful-prompts/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/_