fcakyon/phd-skills

PhD Research Skills for Claude Code: paper reproduction, experiment design, paper review, result comparison and more.

380Stars on the repository
26Mods indexed here, across every type
2mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

compare

01

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Same-epoch comparison of training runs across wandb, neptune, tensorboard, or mlflow. Aligns runs at the student's current step (never current-vs-final-of-baseline) and separates proxy metrics from downstream targets. Use when the user asks to compare runs, check if a run is improving, track lag against a baseline…

380 +3 2mo ago A 82 tokens original MIT

dataset-curation

02

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to analyze dataset bias, create stratified samples, evaluate fairness, or plan dataset collection. Triggers on phrases like "dataset bias", "stratified sample", "class imbalance", "data distribution", "fairness analysis", or "ethical review".

380 +3 2mo ago A 60 tokens original MIT

debug

03

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Evidence-before-action diagnosis of failing ML experiments. Probes the system before guessing causes, process list, dmesg, GPU stats, log scrollback, checkpoint state, then states a hypothesis as a hypothesis and runs a smoke before claiming a root cause. Use when the user asks why a run is failing, diverging, OOMing…

380 +3 2mo ago A 97 tokens original MIT

experiment-design

04

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to design experiments, plan ablation studies, structure baselines, or create incremental evaluation strategies. Triggers on phrases like "design ablation", "plan experiment", "what experiments should I run", "baseline comparison", or "experiment matrix".

380 +3 2mo ago A 57 tokens original MIT

latex-setup

05

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to set up or troubleshoot a LaTeX environment, choose between biber and bibtex, install packages for a specific venue template, or configure compilation. Triggers on phrases like "setup latex", "biber vs bibtex", "latex compilation error", "install latex packages", "venue template", or "texlive…

380 +3 2mo ago B 76 tokens original MIT

launch

06

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Pre-flight checklist for long-running ML training jobs covering config diff, run naming, path verification, monitoring setup, and restart-cleanup. Use when the user asks to launch, kick off, start, restart, or kill a training run, or mentions launching a multi-hour or multi-day GPU job (python train, accelerate…

380 +3 2mo ago C 82 tokens original MIT

literature-research

07

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to find related work, survey a research area, identify literature gaps, or discover open-source implementations. Triggers on phrases like "find papers on", "related work", "literature review", "what papers exist", "open source implementation", or "papers with code".

380 +3 2mo ago A 65 tokens original MIT

paper-verification

08

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to verify paper claims against code or data, audit numerical accuracy, check formula-code alignment, or validate citation accuracy. Triggers on phrases like "verify claims", "check numbers", "do the numbers match", "formula vs code", "audit the paper", or "cross-check results".

380 +3 2mo ago A 67 tokens original MIT

paper-writing

09

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to write, structure, or revise academic paper sections, improve notation consistency, or refine figures and tables. Triggers on phrases like "write the abstract", "structure the methods", "improve this section", "notation consistency", "figure refinement", or "paper structure".

380 +3 2mo ago A 63 tokens original MIT

reproduce

10

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

End-to-end paper reproduction from arxiv URL through smoke runs to replication experiments. Handles missing or partial official code, missing training scripts, missing hyperparameters, and private datasets via similar-public-dataset substitution. Use when the user asks to reproduce, implement, replicate, or re-run a…

380 +3 2mo ago A 75 tokens original MIT

research-publishing

11

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to prepare code for open-source release, create reproducible research artifacts, or structure a repository for publication. Triggers on phrases like "publish code", "open source release", "reproducibility", "research repository", "code release", or "prepare for publication".

380 +3 2mo ago A 64 tokens original MIT

reviewer-defense

12

fcakyon/phd-skills

Skill Claude CodeCodex

Part of phd-skills

Use when the user wants to anticipate reviewer questions, select the strongest ablations to present, prepare rebuttals, or identify paper weaknesses before submission. Triggers on phrases like "reviewer questions", "anticipate reviewers", "rebuttal", "paper weaknesses", "defend the paper", or "strengthen the paper".

380 +3 2mo ago A 71 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: