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idea-quality

@microsoft⭐ 3.0k stars

Score the QUALITY of a research idea at the idea stage — given a Markdown file with Title / Motivation / Method sections (no experiments needed), produce a per-axis quality assessment with cited evidence and an overall 0–100 score plus a verdict; or, given two such idea files, a blind head-to-head comparison. TRIGGER when the user asks "how good is this idea", "rate / score / grade this research idea or proposal", "review my idea .md before I write it up", "is this contribution strong enough to pursue", "which of these two idea files is stronger", or hands over an idea Markdown file (Title/Motivation/Method) and wants a quality judgment. Use this even when the user does not say the word "score" but clearly wants an assessment of how strong an idea is. DO NOT trigger for prior-art / overlap / "is this novel vs existing work" checks (that is a literature-collision task), for full reviews of finished papers that already have results, or for generating the idea itself.

Choose how to use this skill

You do not need every option. Choose the path your AI client supports. The stable page stays the same; versioned files are immutable.

1. Native installer

This listing has no registered native installer command. Use the complete package or source fallback below, depending on what your client supports.

Do not guess an installer command or replace an existing version without reviewing the diff.

2. Complete package recommended

Download the ZIP when available. It includes SKILL.md plus the references, security notes and version metadata.

No complete ProSkills package is published for this listing yet.

3. Prompt-only

Copy the prompt above when the agent can read the stable page or when you want to adopt the workflow without installing a skill.

Need only the instruction file?

Download SKILL.md only if your client requires a single file. The complete ZIP is safer for a full installation because it preserves the references and release context.

No path installs or executes anything by itself. Your agent still needs access to the project files. Before updating, compare the installed version and review the diff.

—/10

// RATINGS

⭐GitHub Stars
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// README

Our AI co-author, from research problem to final publication.

Code arXiv-Idea arXiv-Reel License: MIT Status: Active

ResearchStudio is a collection of skills covering the entire research lifecycle — from an under-specified research direction to a published paper. The skills run on Claude Code and Codex.


: one research paper, all deliverables (editable poster, video, blog, and reel)

📄 Paper  ·  💻 Code  ·  🎬 Demo

: one research direction, one reviewer-defensible idea card

📄 Paper  ·  💻 Code  ·  🎬 Demo

News 🔥🔥🔥

  • [2026-09-15] release pptx2video is now open source — turn editable PowerPoint slides into narrated videos with animations and captions. Use it as a skill or run the CLI without an LLM.
  • [2026-08-25] release Trending Paper is released — meet the trending research through ResearchStudio Reels.
  • [2026-08-13] feature IdeaSpark keeps the whole user query — the user query is persisted verbatim and read by every phase that reasons about intent; papers named in it without a link are resolved and deep-read; and a stated solution direction reaches idea selection, which must record whether it followed or departed from that direction, and why.
  • [2026-07-08] release ResearchStudio-Reel is released — the post-paper half: turn a finished paper PDF into the artifacts a publication needs — a print-ready poster, a narrated walkthrough video, a bilingual blog post, and an interactive reel viewer.
  • [2026-07-03] release ResearchStudio-Idea is released — the pre-paper half: turn an under-specified research direction into a reviewer-defensible, implementable idea, grounded in an empirical taxonomy induced from a large-scale corpus of ICLR / ICML / NeurIPS submissions.

Quick Start

We recommend creating an isolated environment first, using either conda or uv:

Option 1 — conda:

conda create -n researchstudio "python>=3.10" -y
conda activate researchstudio

Option 2 — uv:

uv venv --python 3.10
source .venv/bin/activate
# For Windows PowerShell:
# .venv\Scripts\Activate.ps1

Then pick one of the two install paths below:

Option 1 — clone and run install.sh (installs native tools, Python deps, symlinks the skills from a local clone and scaffolds .env):

git clone https://github.com/microsoft/ResearchStudio.git && cd ResearchStudio
bash install.sh

Option 2 — interactive npx installer (choose which plugins to install, enter your API keys when prompted, and it writes .env):

npx github:microsoft/ResearchStudio

For usage, see Idea and Reel. We recommend using these skills with model versions $\ge$ claude-opus-4.6 or gpt-5.5.

License

MIT

Citation

If ResearchStudio helps your research workflow, please cite:

@article{xiao2026researchstudioreel,
  title   = {ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog},
  author  = {Lingao Xiao and Yalun Dai and Yangyu Huang and Qihao Zhao and Wenshan Wu and Hugo He and Ruishuo Chen and Jin Jiang and Qianli Ma and Jiahuan Zhang and Xin Zhang and Ying Xin and Yang Ou and Yan Xia and Scarlett Li and Longbo Huang and Zhipeng Zhang and Yang He and Yap Kim Hui and Yan Lu},
  journal = {arXiv preprint arXiv:2607.04438},
  year    = {2026},
  url     = {https://arxiv.org/abs/2607.04438}
}

@article{zhao2026researchstudioidea,
  title   = {ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes},
  author  = {Qihao Zhao and Yangyu Huang and Yalun Dai and Lingao Xiao and Jianjun Gao and Xin Zhang and Wenshan Wu and Scarlett Li and Yang He and Yan Lu and Yap Kim Hui},
  journal = {arXiv preprint arXiv:2607.04439},
  year    = {2026},
  url     = {https://arxiv.org/abs/2607.04439}
}

// HOW IT'S BUILT

KEY FILES

ResearchStudio-Idea/evaluation/idea_quality/SKILL.mdREADME.md

// REPO STATS

3.0k stars