HughYau/AcademicForge

One Forge, All Skills: A curated skill collection for academic writing and research. 点开即用,按需配置的一站式学术研究skills平台。

2.5kStars on the repository
36Mods indexed here, across every type
4d agoLast push, which is what freshness is scored on
noneNo LICENSE: all rights reserved, so bodies are not copied

algorithmic-art

01

HughYau/AcademicForge

Skill Claude CodeCodex

Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright…

not rated 2.5k +6 4d ago A 62 tokens

alphafold2

02

HughYau/AcademicForge

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 2.5k +6 4d ago A 117 tokens

boltz

03

HughYau/AcademicForge

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 2.5k +6 4d ago A 88 tokens

borzoi

04

HughYau/AcademicForge

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 2.5k +6 4d ago A 79 tokens

chai1

05

HughYau/AcademicForge

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 2.5k +6 4d ago A 98 tokens

compute-env-setup

06

HughYau/AcademicForge

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 2.5k +6 4d ago A 134 tokens

customize

07

HughYau/AcademicForge

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 2.5k +6 4d ago A 88 tokens

diffdock

08

HughYau/AcademicForge

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 2.5k +6 4d ago A 111 tokens

esmfold2

09

HughYau/AcademicForge

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 2.5k +6 4d ago A 223 tokens

evo2

10

HughYau/AcademicForge

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 2.5k +6 4d ago A 83 tokens

fair-esm2

11

HughYau/AcademicForge

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 2.5k +6 4d ago A 66 tokens

figure-composer

12

HughYau/AcademicForge

Skill Claude CodeCodex

Compose one publication-grade multi-panel figure. Entry from a one-line claim + data files, OR from an existing figure via deriveoutlineprompt (you read the PNG). Runs a per-figure loop: outline (12-col grid, per-panel ask + labelbudget) → render each panel with paneltask (loading figure-style), one at a time or…

not rated 2.5k +6 4d ago A 169 tokens

figure-style

13

HughYau/AcademicForge

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 2.5k +6 4d ago A 167 tokens

indication-dossier

14

HughYau/AcademicForge

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 2.5k +6 4d ago A 34 tokens

learn

15

HughYau/AcademicForge

Skill Claude CodeCodex

Use this skill when the user wants intellectual understanding — learning how or why something works, not getting a task done or soliciting Claude's judgment. Trigger for: Explicit learning requests: teach, explain, ELI5, walk me through, quiz me, flashcards, "I'm rusty on"; definitions ("what is X") Terse concept…

not rated 2.5k +6 4d ago A 219 tokens

ligandmpnn

16

HughYau/AcademicForge

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 2.5k +6 4d ago A 100 tokens

literature-review

17

HughYau/AcademicForge

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 2.5k +6 4d ago A 54 tokens

HughYau/AcademicForge

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 2.5k +6 4d ago B 83 tokens

openfold3

19

HughYau/AcademicForge

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 2.5k +6 4d ago A 60 tokens

paper-narrative

20

HughYau/AcademicForge

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. paperbriefprompt(abstract, captions) hands you the prompt to write the brief yourself (pitch/vision/per-figure-claims); then you play a handling editor over the full deck and…

not rated 2.5k +6 4d ago A 155 tokens

pdf-explore

21

HughYau/AcademicForge

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 2.5k +6 4d ago A 192 tokens

HughYau/AcademicForge

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 2.5k +6 4d ago A 138 tokens

proteinmpnn

23

HughYau/AcademicForge

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 2.5k +6 4d ago A 88 tokens

HughYau/AcademicForge

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 2.5k +6 4d ago A 65 tokens

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