--- title: "academic-research-skills vs do-not-answer" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-libr-ai-do-not-answer" tools: ["imbad0202-academic-research-skills", "libr-ai-do-not-answer"] --- # academic-research-skills vs do-not-answer *GraphCanon updated Jul 11, 2026* ## Verdict Pick academic-research-skills when academic-research-skills is primarily Python; do-not-answer is Jupyter Notebook; pick do-not-answer when do-not-answer is primarily Jupyter Notebook; 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. [do-not-answer](https://github.com/Libr-AI/do-not-answer) has 334 stars, 29 forks, and 0 open issues, last pushed Jun 7, 2024. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [do-not-answer's repository](https://github.com/Libr-AI/do-not-answer). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [do-not-answer](/tools/libr-ai-do-not-answer.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | Do-Not-Answer: A Dataset for Evaluating Safeguards in LLMs | | Stars | 37,300 | 334 | | Forks | 3,043 | 29 | | Open issues | 9 | 0 | | Language | Python | Jupyter Notebook | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | Apache-2.0 | | 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) | [do-not-answer](/tools/libr-ai-do-not-answer.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 764d | | Open issues (now) | 9 | 0 | | Owner type | User | Organization | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/libr-ai-do-not-answer/trust.md) | ## Choose when ### Choose academic-research-skills if… - academic-research-skills is primarily Python; do-not-answer is Jupyter Notebook. - License: academic-research-skills is Other, do-not-answer is Apache-2.0. - Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude. - Also covers Data & Retrieval. ### Choose do-not-answer if… - do-not-answer is primarily Jupyter Notebook; academic-research-skills is Python. - License: do-not-answer is Apache-2.0, academic-research-skills is Other. - Tags unique to do-not-answer: jupyter notebook. - 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 do-not-answer - Last GitHub push was 764 days ago (dormant maintenance, Jun 7, 2024). Validate activity before betting a new project on do-not-answer. - 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 do-not-answer? academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. do-not-answer: Do-Not-Answer: A Dataset for Evaluating Safeguards in LLMs. See the comparison table for live GitHub stats and shared categories. ### When should I choose academic-research-skills over do-not-answer? Choose academic-research-skills over do-not-answer when academic-research-skills is primarily Python; do-not-answer is Jupyter Notebook; License: academic-research-skills is Other, do-not-answer is Apache-2.0; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers Data & Retrieval. ### When should I choose do-not-answer over academic-research-skills? Choose do-not-answer over academic-research-skills when do-not-answer is primarily Jupyter Notebook; academic-research-skills is Python; License: do-not-answer is Apache-2.0, academic-research-skills is Other; Tags unique to do-not-answer: jupyter notebook; 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 do-not-answer? Last GitHub push was 764 days ago (dormant maintenance, Jun 7, 2024). Validate activity before betting a new project on do-not-answer. 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 do-not-answer more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 334). Stars measure visibility, not whether either tool fits your constraints. ### Are academic-research-skills and do-not-answer open source? Yes - both are open-source projects on GitHub (academic-research-skills: Other, do-not-answer: Apache-2.0). ### Where can I find alternatives to academic-research-skills or do-not-answer? GraphCanon lists graph-backed alternatives at [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) and [do-not-answer alternatives](/tools/libr-ai-do-not-answer/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [do-not-answer markdown twin](/tools/libr-ai-do-not-answer/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-libr-ai-do-not-answer.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 do-not-answer? academic-research-skills: Very active. do-not-answer: Dormant. 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 do-not-answer? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust); [do-not-answer trust report](/tools/libr-ai-do-not-answer/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/_