ai4s-research/open-science

Open Science Desktop — local-first, model-agnostic AI research workbench for macOS, Windows & Linux. Open-source Claude Science desktop alternative built on Tauri + MCP + agent skills.

This repository also configures its own agents. See what open-science tells them →

2.0kStars on the repository
12Mods indexed here, across every type
yesterdayLast push, which is what freshness is scored on
customA LICENSE file GitHub cannot name, so bodies are not copied

verify

01

ai4s-research/open-science

Skill Claude Code

Verify apps/desktop frontend changes visually without launching the Tauri app or a live model.

not rated 2.0k +193 yesterday A SkillSpector: warn 19 tokens

domain-check

02

ai4s-research/open-science

Skill Claude CodeCodex

Use ONLY when the user asks to check, validate, review or audit analysis code for scientific correctness, or when you are the reviewer agent running its checks. Never run it unprompted as part of ordinary analysis work. Covers physics, earth/geo, biology, chemistry, social science and bioprocess/fermentation. Runs a…

not rated 2.0k +193 changed 1mo ago A 201 tokens

large-file

03

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 2.0k +193 yesterday A SkillSpector: pass 115 tokens

modal-run

04

ai4s-research/open-science

Skill Claude CodeCodex

Use when the user asks to run heavy or GPU work on Modal (the cloud compute platform) — writing a Modal function in the workspace, running it with the user's own modal CLI + token, and bringing results back. Data-to-compute for jobs too big for the laptop, without a Slurm cluster.

not rated 2.0k +193 yesterday A SkillSpector: pass 67 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 2.0k +193 yesterday A SkillSpector: pass 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 2.0k +193 yesterday A SkillSpector: warn 93 tokens

stats-integrity

07

ai4s-research/open-science

Skill Claude CodeCodex

Use whenever you run statistical analysis for the social sciences (regression, hypothesis tests, econometrics) or read Stata (.dta) / SPSS (.sav) data in this workspace. Enforces an execute-don't-interpret boundary (surface estimates, don't volunteer causal claims), checks the analysis against a preregistration plan…

not rated 2.0k +193 yesterday B 105 tokens

traceability-review

08

ai4s-research/open-science

Skill Claude CodeCodex

Use when the user asks to review, verify, or audit a report, manuscript, or analysis in the workspace for traceability — resolving citations, flagging numbers with no source, and checking figures against the code that generated them. Emits a structured review block the app renders as reviewer findings. Verifies…

not rated 2.0k +193 yesterday A SkillSpector: warn 72 tokens

computer-use

09

ai4s-research/open-science

Skill Claude CodeCodex

Use when a task needs an app on the user's own screen — a native desktop application (instrument control software, Origin, GraphPad, ImageJ, a reference manager, a spreadsheet), or a desktop browser window that needs window-level control. Read before the first computer call. Covers the observe-act-observe loop, why…

not rated 2.0k +193 yesterday A 130 tokens

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