JimLiu

75 mods across 6 repositories, 31k stars between them.

esmfold2

49

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…

223 2mo ago A 223 tokens

evo2

50

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…

223 2mo ago A 83 tokens

fair-esm2

51

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.

223 2mo ago A 66 tokens

figure-composer

52

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…

223 2mo ago A 151 tokens

figure-style

53

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…

223 2mo ago A 167 tokens

indication-dossier

54

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.

223 2mo ago A 34 tokens

ligandmpnn

55

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…

223 2mo ago A 100 tokens

literature-review

56

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.

223 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…

223 2mo ago B 83 tokens

openfold3

58

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.

223 2mo ago A 60 tokens

paper-narrative

59

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…

223 2mo ago A 144 tokens

pdf-explore

60

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…

223 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…

223 2mo ago A 138 tokens

proteinmpnn

62

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…

223 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.

223 2mo ago A 65 tokens

remote-compute-ssh

64

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.

223 2mo ago C 33 tokens

scgpt

65

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…

223 2mo ago A 89 tokens

scvi-tools

66

JimLiu/science-skills

Skill Claude CodeCodex

Probabilistic single-cell RNA-seq with scvi-tools — scVI for a batch-corrected latent space, scANVI for semi-supervised label transfer, and Bayesian differential expression. Reach for this skill to integrate scRNA-seq batches, embed cells for clustering, transfer annotations from a reference onto a query, or score…

223 2mo ago A 100 tokens

self-awareness

67

JimLiu/science-skills

Skill Claude CodeCodex

Claude Science's own session database schema and SDK surface for introspection via host.query(). Load this when you need to query your own conversation history, token usage, cost accounting, execution log, or artifact metadata beyond what host.frames()/host.artifacts() provide — e.g. "how many tokens has this session…

223 2mo ago A 121 tokens

skill-creator

68

JimLiu/science-skills

Skill Claude CodeCodex

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

223 2mo ago A 64 tokens

analyzer

69

JimLiu/science-skills

Agent

Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.

223 2mo ago A 0 tokens

grader

71

JimLiu/science-skills

Agent

Evaluate expectations against an execution transcript and outputs.

223 2mo ago A 0 tokens

solublempnn

72

JimLiu/science-skills

Skill Claude CodeCodex

Inverse-fold a backbone with SolubleMPNN — ProteinMPNN retrained on a soluble-PDB subset (Dauparas et al. 2022) — for sequences biased toward cytosolic expression and reduced aggregation. Reach for this skill when designs from vanilla ProteinMPNN are aggregating or going to inclusion bodies, when redesigning a…

223 2mo ago A 96 tokens