JimLiu/science-skills

226Stars on the repository
29Mods indexed here, across every type
2mo agoLast push, which is what freshness is scored on
noneNo LICENSE: all rights reserved, so bodies are not copied

alphafold2

01

JimLiu/science-skills

Skill Claude CodeCodex

Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022, github.com/sokrypton/ColabFold; AlphaFold2 Jumper et al. 2021). Reach for this skill to fold a sequence or complex with the AF2/AF2-Multimer evoformer, to validate designed sequences by self-consistency…

not rated 226 +2 2mo ago A 117 tokens

boltz

02

JimLiu/science-skills

Skill Claude CodeCodex

Structure prediction for protein, nucleic-acid, and small-molecule complexes with Boltz-2 (Passaro & Wohlwend et al. 2025, github.com/jwohlwend/boltz). Reach for this skill to validate designed binders against a target, to co-fold a protein with a SMILES or CCD ligand, or to get an open-source AlphaFold3 alternative…

not rated 226 +2 2mo ago A 88 tokens

borzoi

03

JimLiu/science-skills

Skill Claude CodeCodex

Predict genome-wide functional tracks (RNA-seq, CAGE, DNase, ChIP) from DNA sequence with Borzoi. Use this skill when: (1) Scoring the regulatory effect of a variant on expression/accessibility, (2) Generating predicted coverage tracks for a locus, (3) Prioritising non-coding variants by predicted track delta.

not rated 226 +2 2mo ago A 79 tokens

chai1

04

JimLiu/science-skills

Skill Claude CodeCodex

Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai Discovery 2024, github.com/chaidiscovery/chai-lab). Reach for this skill to predict an antibody-antigen or protein-ligand complex from a single FASTA, to re-fold designed binders as an AlphaFold-multimer…

not rated 226 +2 2mo ago A 98 tokens

compute-env-setup

05

JimLiu/science-skills

Skill Claude CodeCodex

Set up a compute environment on a remote provider so Claude Science jobs can run there. Covers direct SSH/conda hosts, Slurm clusters, container-via-bridge runners, and managed-API providers (Modal, GCP, RunPod). Use when standing up a new provider, porting an env to a different backend, adding a tool that needs its…

not rated 226 +2 2mo ago A 134 tokens

customize

06

JimLiu/science-skills

Skill Claude CodeCodex

Create, configure, and maintain custom agent profiles and author new skills via the repl tool. Use when the user wants to create an agent profile, build a custom agent, modify agent capabilities, attach or detach skills/connectors on a profile, author a skill, or inspect which connectors and tools are available. Also…

not rated 226 +2 2mo ago A 88 tokens

diffdock

07

JimLiu/science-skills

Skill Claude CodeCodex

Predict small-molecule binding poses with DiffDock-L (Corso et al. 2023/2024, github.com/gcorso/DiffDock) — blind diffusion docking that places a ligand into a protein pocket without a predefined search box and ranks the samples with a learned confidence model. Reach for this skill to dock a SMILES or SDF against a…

not rated 226 +2 2mo ago A 111 tokens

esmfold2

08

JimLiu/science-skills

Skill Claude CodeCodex

Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al. 2026, github.com/Biohub/esm). Single-sequence and MSA modes; protein, DNA, RNA, ligand (CCD/SMILES), modified residues. FoldBench Ab-Ag 50-55%, PPI 70-77% DockQ-pass. Also covers the ESMC-{300M,600M,6B} protein language models from the same release…

not rated 226 +2 2mo ago A 223 tokens

evo2

09

JimLiu/science-skills

Skill Claude CodeCodex

Score, embed, and generate DNA sequences with Evo 2, a long-context genomic foundation model. Use this skill when: (1) Computing per-nucleotide or per-sequence likelihoods for variant effect scoring, (2) Embedding genomic windows for downstream classification, (3) Generating DNA conditioned on a prefix, (4) Scoring…

not rated 226 +2 2mo ago A 83 tokens

fair-esm2

10

JimLiu/science-skills

Skill Claude CodeCodex

Embed proteins with Meta AI's ESM-2 (fair-esm package). Use this skill when: (1) Extracting per-residue or per-sequence embeddings for downstream ML, (2) Masked-LM likelihood / mutation effect scoring, (3) Contact prediction from a sequence.

not rated 226 +2 2mo ago A 66 tokens

figure-composer

11

JimLiu/science-skills

Skill Claude CodeCodex

Compose one publication-grade multi-panel figure. Entry from a one-line claim + data refs, OR from an existing figure via deriveoutline(png). Runs a per-figure loop: outline (12-col grid, per-panel ask + labelbudget) → fan-out one sub-agent per panel (each loads figure-style) → tile + stamp letters → adversarial…

not rated 226 +2 2mo ago A 151 tokens

figure-style

12

JimLiu/science-skills

Skill Claude CodeCodex

Publication-grade figure correctness and legibility rules. Load before drawing any plot and call applyfigurestyle() — sets a role-mapped font-size ladder, outward ticks, frameless legends, and 300-dpi output. The skill is a checklist, not a house look: data fidelity (claim-titles tested against every row, excluded…

not rated 226 +2 2mo ago A 167 tokens

indication-dossier

13

JimLiu/science-skills

Skill Claude CodeCodex

Generate a therapeutic indication dossier. Covers the patient population, epidemiology, disease biology, standard of care, regulatory precedent, and landmark clinical trials.

not rated 226 +2 2mo ago A 34 tokens

ligandmpnn

14

JimLiu/science-skills

Skill Claude CodeCodex

Inverse-fold a backbone with ligand, nucleic-acid, and metal context using LigandMPNN (Dauparas et al. 2023, github.com/dauparas/LigandMPNN). Reach for this skill to redesign the residues lining a binding pocket around a bound small molecule or cofactor, to design metal-coordinating sites where the geometry must be…

not rated 226 +2 2mo ago A 100 tokens

literature-review

15

JimLiu/science-skills

Skill Claude CodeCodex

Find, verify, and synthesize scientific literature — from "what's the seminal paper for X" through full multi-source reviews. Covers grounding claims in real retrieved sources, avoiding fabricated citations, handling retractions, and calibrating confidence to evidence strength.

not rated 226 +2 2mo ago A 54 tokens

JimLiu/science-skills

Skill Claude CodeCodex

Register a model service in the managed family — a local model server container the daemon starts/stops on demand, or a remote upstream model API (https). Read the runbook, allocate a port (local only), compose idempotent start/stop scripts (local only), register once. Load when the user wants a model service…

not rated 226 +2 2mo ago B 83 tokens

openfold3

17

JimLiu/science-skills

Skill Claude CodeCodex

Structure prediction using OpenFold3, an open-weights PyTorch reproduction of AlphaFold3 from the AlQuraishi Lab. Use this skill when predicting protein/nucleic-acid/ligand complex structures with an Apache-2.0-licensed AF3 reimplementation.

not rated 226 +2 2mo ago A 60 tokens

paper-narrative

18

JimLiu/science-skills

Skill Claude CodeCodex

Judge and reshape the STORY a paper's figures tell. Input is the work itself — manuscript (or abstract) + figure deck — no hand-written brief. derivepaperbrief(abstract, captions) extracts pitch/vision/per-figure-claims; a handling-editor reviewer on the full deck returns hookverdict (would Fig 1 make me send this for…

not rated 226 +2 2mo ago A 144 tokens

pdf-explore

19

JimLiu/science-skills

Skill Claude CodeCodex

Use this skill when the user has attached a PDF, paper, report, or other document and the answer needs content from more than one place in it: summarize the methods or any other section, compare sections, find where a topic is discussed, read a value or label off a figure or chart, or find/list/extract every instance…

not rated 226 +2 2mo ago A 225 tokens

JimLiu/science-skills

Skill Claude CodeCodex

Stop and consult this skill whenever your response would include specific facts about Anthropic's products. Covers: Claude Code (how to install, Node.js requirements, platform/OS support, MCP server integration, configuration), Claude API (function calling/tool use, batch processing, SDK usage, rate limits, pricing…

not rated 226 +2 2mo ago A 138 tokens

proteinmpnn

21

JimLiu/science-skills

Skill Claude CodeCodex

Inverse-fold a protein backbone (PDB structure) into amino-acid sequence with ProteinMPNN (Dauparas et al. 2022, github.com/dauparas/ProteinMPNN). Reach for this skill to run sequence design on RFdiffusion backbones, to redesign one chain of a PDB while holding interface residues fixed, or to generate a…

not rated 226 +2 2mo ago A 88 tokens

JimLiu/science-skills

Skill Claude CodeCodex

Run GPU jobs on the user's own Modal account via host.compute.create('byoc:modal', ...). Covers the create→submit→waitfornotification flow, the computeprovider kernel for env setup, image/volume resolution, and the two approval cards. Load once you've decided to dispatch to Modal.

not rated 226 +2 2mo ago A 65 tokens

remote-compute-ssh

23

JimLiu/science-skills

Skill Claude CodeCodex

Submit→waitfornotification→harvest workflow for the user's SSH/SLURM hosts. Load once you've decided to dispatch remote.

not rated 226 +2 2mo ago C 33 tokens

scgpt

24

JimLiu/science-skills

Skill Claude CodeCodex

Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology. Use this skill when: (1) Producing cell embeddings from an AnnData for clustering/integration, (2) Zero-shot or fine-tuned cell-type annotation, (3) Gene-level representation for perturbation/GRN tasks. For…

not rated 226 +2 2mo ago A 89 tokens

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