사용 방법
- 설치 명령을 복사하고 자신의 에이전트 환경에 설치하기 전에 소스 패키지를 확인하세요.
- 필요한 도구, 인증 정보, 지원 환경은 원본 문서에서 확인하세요.
- 입력과 원하는 산출물을 설명하고 출처와 결과를 대조하세요.
npx skills add https://github.com/vincenzoimp/academic-research-skills --skill develop-contribution시작 전 확인
- 설치에는 모델 구독, API 한도, 파일 접근 권한이 포함되지 않습니다.
- 별점 수와 설치 수는 활동 지표이며 독립적인 품질·보안 검증이 아닙니다.
원본 저장소의 제목, 예시, 코드, 표, 링크, 이미지를 유지해 표시합니다.
Develop Contribution
Create or regularize one contributions/<slug>/ folder: badge-general compliant, self-contained, with a report/report.tex detailed enough that paper writing never needs to re-read the code.
Read First
contributions/README.md— the badge-general contractsurvey/survey.pdf, gaps section — when positioning a new contributionreferences/methodology.md— evaluation, statistics, figure disciplinereferences/experiments.md— run logs and autonomous campaignsreferences/reproduction.md— reproducing external workreferences/ethics.md— data red flagsreferences/data.md— data placement and inter-contribution data
dependencies (when the contribution has shared/large data or consumes another contribution's output)
Before Building (both modes)
Fill the Positioning section of the contribution README:
- the claim this contribution will support
- the delta vs the nearest prior work (cite survey/SOTA citekeys)
- the evidence plan: what will be measured or collected, and how
- the falsifiability condition: what outcome would refute the claim
If the claim has no evidence path, stop and discuss with the user.
Create Mode
- Copy
contributions/_template/tocontributions/<slug>/(kebab-case
slug).
- Python code? Write the contribution's own
pyproject.toml(name,
requires-python, dependencies), add "contributions/<slug>" to [tool.uv.workspace] members in the root pyproject.toml, run uv sync --all-packages from the root (plain uv sync prunes the members' dependencies on a package = false root). Genuinely conflicting dependencies → move the path to exclude, create a local venv, document it in the README.
- Develop inside the folder — free-form structure (
src/,data/,
figures/, outputs/, notebooks). Follow references/methodology.md for any evaluation; keep a run log per references/experiments.md for every run that supports a claim, including autonomous campaigns. For reproductions of external work, follow references/reproduction.md.
- Fill the README badge checklist truthfully — every checked box has
evidence inside the folder. Check data against references/ethics.md.
- Write
report/report.tex: motivation, positioning vs the SOTA (cite the
root .bib), method, setup, results with figures/tables, limitations. Build it: make contribution C=<slug>.
- Run
make check.
Regularize Mode
- Inventory the draft folder: what exists, what it claims, what is missing
against the badge checklist.
- Reorganize in place — keep provenance (note original filenames when
renaming), capture the environment, verify the run path works end-to-end, record data provenance and ethics flags.
- Continue with Create Mode steps 4–6.
Rules
- Self-contained: no imports from other contributions; tooling worth
sharing becomes its own contribution referenced in the README. If the input is another contribution's output, declare it and read it in place — never copy (see references/data.md).
- Exploratory results never masquerade as confirmed evidence — label them.
- Negative results are results: report them in report.tex.
Done When
- Badge checklist fully and truthfully checked,
report.pdfbuilt,
workspace coherent, make check passes


