ai-for-science skills

359 tagged ai-for-science, measured the same way as everything else here.

Browse within: llm-agents 223computational-biology 200genomics 200ai-scientist 62autonomous-research 62Autonomous Agents 46automated-science 46ai4science 37bioinformatics 35ai-assistant 34ai-research-tool 24local-first 24open-science 24reproducible-research 24

figure-style

01

aipoch/open-science

Skill Claude CodeCodex

Publication-grade correctness and legibility rules for final-deliverable scientific figures, not exploratory plots. Use for a figure that will ship in a report, paper, export, or kept artifact. Covers data fidelity, label economy, color threading, chart choice, layout, and render-then-verify QA without imposing a…

not rated 3.5k +190 2d ago A 91 tokens original Apache-2.0

paper-narrative

02

aipoch/open-science

Skill Claude CodeCodex

Judge and reshape the story told by an entire paper figure deck. Use when writing or revising a paper to derive a grounded brief from the manuscript and captions, review the full deck as a handling editor, and hand an ordered figure arc to figure-composer.

not rated 3.5k +190 2d ago A 58 tokens original Apache-2.0

remote-compute-ssh

03

aipoch/open-science

Skill Claude CodeCodex

Evaluate and use SSH Remote Compute before choosing where to run GPU, high-memory, parallel, batch, model-inference, bioinformatics, or other long-running scientific work; supports short remote commands and asynchronous jobs with automatic harvest and analysis.

not rated 3.5k +190 changed yesterday A 53 tokens original Apache-2.0

large-file

04

ai4s-research/open-science

Skill Claude CodeCodex

Use BEFORE reading any data file that could be large (CSV/TSV, Parquet, HDF5, FITS, NetCDF, NDJSON, genomics FASTQ/FASTA/VCF/BAM, GRIB, ROOT, or big text/simulation logs like VASP OUTCAR). Returns a compact memory pointer — header/schema/shape/sample/key numbers — by introspection and sampling in bounded memory, so…

not rated 1.6k +33 today A 115 tokens

publication-figures

05

ai4s-research/open-science

Skill Claude CodeCodex

Use whenever you generate or review a chart, plot, table, or paper figure in this workspace, including work delegated by paper-writing, literature-survey, and experiment skills. Applies the Open Science publication style, enforces readable final-size layout for figures and tables, and rejects generic diagram-tool…

not rated 1.6k +33 today A 90 tokens

remote-compute

06

ai4s-research/open-science

Skill Claude CodeCodex

Use when the user asks to run, submit, monitor, or cancel a job on a remote machine over SSH — their own GPU/CPU server, a workstation, or a Slurm cluster ("the cluster", a login node, "my 3090 box", "the compute server"). Picks a saved machine, runs the work directly over SSH (or via Slurm when present), tracks it…

not rated 1.6k +33 today A 93 tokens

xuzhougeng/wisp-science

Skill Claude CodeCodex

A workflow for turning books about concepts, theories, or analysis methods into reusable task instructions. It scans document images, links claims to evidence, and checks the result through human review.

not rated 1.1k 4d ago A 210 tokens AGPL-3.0

figure-style

08

xuzhougeng/wisp-science

Skill Claude CodeCodex

Correctness and legibility checklist for publication figures, plus a matplotlib sidecar. Load before plotting anything and call applyfigurestyle() (role-mapped font ladder, outward ticks, frameless legends, 300-dpi saves, CJK-safe fonts). Covers data fidelity, label budgets, axis/colour/type rules, chart choice by…

not rated 1.1k 4d ago A 144 tokens AGPL-3.0

journal-club-ppt

09

xuzhougeng/wisp-science

Skill Claude CodeCodex

Instructions for turning a scientific paper PDF into a journal-club presentation or literature report. They require reconstructing the paper's scientific logic before creating the slides.

not rated 1.1k 4d ago A 154 tokens AGPL-3.0

external-repo-setup

10

mims-harvard/AutoScientists

Skill Claude CodeCodex

Protocol for GPU agents to clone external GitHub repos, install their dependencies, download pretrained weights, and integrate them as featurizers or models inside a focus-area train.py. Use this when a proposal references a GitHub repo or pretrained checkpoint that is not already present in the focus-area workspace.

not rated 738 +2 3mo ago A 65 tokens

multi-agent-focus

11

mims-harvard/AutoScientists

Skill Claude CodeCodex

Generic skill for self-organizing multi-agent teams that collaborate on an optimization problem. Agents discuss dimensions, form teams, run experiments, and adapt when stagnating. Uses AnonAPI posts for discussion and workspaces for shared state.

not rated 738 +2 3mo ago A 50 tokens

gaotiexinqu/OneResearchClaw

Skill Claude CodeCodexCursor

Run focused literature and web research from a grounded note. Use when a grounded note already exists and you want targeted research results, opened-link evidence, deeper per-paper analysis materials, optional downloaded literature, and a two-stage literature output (litinitial.md then refined lit.md).

not rated 445 3mo ago A 62 tokens original MIT

grounded-review

13

gaotiexinqu/OneResearchClaw

Skill Claude CodeCodexCursor

Review a research report draft with a structured scoring rubric, run a bounded repair loop when needed, and produce the final deliverable report.

not rated 445 3mo ago A 31 tokens original MIT

one-report

14

gaotiexinqu/OneResearchClaw

Skill Claude CodeCodexCursor

Run the full One-Report pipeline from one input file through grounding, research, evidence-rich report drafting, final review quality-gating, and export, while reusing existing skills, preserving current contracts, and enforcing strict downstream skill fidelity for every grounded unit.

not rated 445 3mo ago A 54 tokens original MIT

harbor-framework/terminal-bench-science

Skill Claude CodeCodex

Convert a Harbor benchmark task from Harbor's shared verifier mode (default) to separate verifier mode. Use when the user asks to "convert this task to separate verifier", "make the verifier run in its own container", or asks about Harbor's separate-verifier environment for a specific task.

not rated 379 5d ago F 63 tokens original Apache-2.0

review-task

16

harbor-framework/terminal-bench-science

Skill Claude CodeCodex

Review a benchmark task PR — downloads all artifacts, analyzes against the rubric, launches harbor view, and enables interactive review.

not rated 379 5d ago A 26 tokens original Apache-2.0

molecode

18

AtomFlow-AI/MoleCode

Skill Claude CodeCodex

Use for deterministic molecule understanding, graph-level editing, generation, and validation with MoleCode — an explicit Mermaid graph in which every atom and bond is a typed, named node/edge. Converting SMILES to MoleCode exposes the molecule as explicit atoms, hydrogen counts, bonds, bond orders, stereochemistry…

not rated 299 +1 3mo ago A 209 tokens original MIT

sibyl-codex-writer

19

Sibyl-Research-Team/AutoResearch-SibylSystem

Skill Claude CodeCodex

A writing agent that uses OpenAI Codex, an AI coding and reasoning assistant, to write academic papers. The description does not specify which paper sections or formats it supports.

not rated 277 5mo ago A 29 tokens

experiment-suite

22

ai4s-research/ai4s-skills

Skill Claude CodeCodex

Use when the user has a research question and needs a complete experiment package — design document, runnable code, results (measured or simulated with honest provenance), publication-grade figures, structured report. Single-stage, no Python runtime.

not rated 203 +6 1mo ago A 48 tokens original MIT

integrity-auditor

23

ai4s-research/ai4s-skills

Skill Claude CodeCodex

Use when the user wants a paper audited for integrity issues — image misuse, numerical anomalies, logical gaps — and needs a reviewable evidence report. Works on external papers (PDF / DOI / arXiv) and on outputs from a local paper-writer run. Single-stage skill.

not rated 203 +6 1mo ago A 63 tokens original MIT

mindmap-render

24

ai4s-research/ai4s-skills

Skill Claude CodeCodex

Generate beautiful, high-resolution mindmaps from Markdown unordered lists. Outputs interactive HTML, HD PNG, and PDF with colorful branch themes.

not rated 203 +6 1mo ago A 30 tokens original MIT

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: