Easy Auto Research
Set up, steer, and resume Easy-Auto-Research for Deep Learning — a human-supervised, multi-role deep-learning research loop for Claude Code. It proposes experiments, edits versioned code copies, launches training, monitors progress, evaluates evidence against a goal, and persists state across cycles. Use this skill through natural-language requests to start a run, provide guidance, interrupt active work, inspect progress, or continue a stopped run.
Install
npx skills add wjc2830/Easy-AutoResearch-for-DeepLearning --skill easy-auto-researchgit clone --depth 1 https://github.com/wjc2830/Easy-AutoResearch-for-DeepLearning.git /tmp/Easy-AutoResearch-for-DeepLearning
mkdir -p ~/.claude/skills
cp -r /tmp/Easy-AutoResearch-for-DeepLearning/easy-auto-research ~/.claude/skills/easy-auto-researchPersonal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.
From the SKILL.md
# Easy-Auto-Research for Deep Learning — Research Loop Easy-Auto-Research for Deep Learning provides a human-supervised research loop in Claude Code. Six role-specialized Claude Code sessions run in a fixed cycle — **Planner → Executer → Secretary → Verifier → Evaluator**, with a stateless **Orchestrator** routing between them — each using a role-specific prompt. It improves the user's **own local ML codebase** against a goal they define and versions every experiment. It may stop on verified success, user action, abort, configured cycle/stall limits, or an unrecoverable failure. This skill is self-contained. Everything lives under this skill's own directory. The skill agent resolves **`$SKILL`** internally to the absolute directory containing this SKILL.md; this path and all commands are implementation details, not part of the human interface: - `scripts/` — the runtime controllers and `scripts/Skills/` helper skills used by the research roles. - `templates/` — six runtime role templates, `interviewer.md`, `group_duty.md`, and `research_spec.template.json`. - `reference/research_spec.filled_example.json` — an illustrative filled spec to adapt. - `VERSION` — the release version. --- ## Mental model you must hold (before doing anything) **Three layers, state flows downward only:** 1. **`$SKILL`** — read-only source bundle (this skill). Never mutated by a run. 2. **`$PROJ`** — one folder **per research task**. Gets a *copy* of the runtime and owns
Details
- Skill name
easy-auto-research- Repository
- wjc2830/Easy-AutoResearch-for-DeepLearning
- Path
easy-auto-research/SKILL.md- License
- MIT
- Repo updated
- 21 August 2026
- Listed in
- karanb192/awesome-claude-skills
FAQ
What does the Easy Auto Research skill do?
Set up, steer, and resume Easy-Auto-Research for Deep Learning — a human-supervised, multi-role deep-learning research loop for Claude Code. It proposes experiments, edits versioned code copies, launches training, monitors progress, evaluates evidence against a goal, and persists state across cycles. Use this skill through natural-language requests to start a run, provide guidance, interrupt active work, inspect progress, or continue a stopped run.
How do I install the Easy Auto Research skill?
skills CLI (Claude Code, Cursor, Codex and more): npx skills add wjc2830/Easy-AutoResearch-for-DeepLearning --skill easy-auto-research. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.
Is Easy Auto Research popular?
It lives in wjc2830/Easy-AutoResearch-for-DeepLearning, which has 1 GitHub stars and 0 forks, and is included in 1 curated skill list.
Related skills
Family History Research
Assists with genealogy research projects. Plan and execute family history research with systematic methodology.
Tikz Scientific Figures
5PM-Shawn/tikz-scientific-figures
Create publication-grade scientific figures and schematic diagrams with TikZ/PGFPlots, output as vector PDF (and SVG for visual editing). Use when the user wants a figure for a paper/thesis/report, a data plot (line, scatter, bar, error-bar, heatmap, log axis), a circuit diagram, a flowchart or block diagram, a free-body/force or geometry schematic, a biology figure (immunofluorescence/tissue, cell, signaling pathway, gene or plasmid map), a CS/ML figure (neural network, system architecture, finite-state machine, tree, graph), or a molecular structure — especially when they mention TikZ, PGFPl
Lead Research Assistant
Identifies and qualifies high-quality leads. Research potential customers and qualify them based on your criteria.
Tensor Network Research
5haotong-Duan/tensor-network-research
Use when the user asks about tensor networks, tensor decompositions (CP, Tucker, HOSVD, HOOI, Tensor Train / TT, Matrix Product State / MPS, Tensor Ring / TR, Hierarchical Tucker / HT, PEPS, MERA, TTN, LPS, PARAFAC, randomized / streaming / sparse / nonnegative / orthogonal decompositions), tensor optimization on manifolds (Riemannian, Grassmann, Stiefel, fixed-rank, quotient, ALS, block coordinate, proximal, trust-region, projected gradient, Łojasiewicz / KL convergence), numerical linear algebra for tensors (SVD, QR, eig, polar, randomized SVD, Lanczos, Arnoldi, preconditioning, matrix compl
Scientific Research Helper
5NguyenAn2812/scientific-research-helper
Supports the entire scientific research process in English, designed for undergraduate and graduate students across all disciplines. Activate this skill when the user: - Wants to brainstorm research topics, identify research questions, or define research objectives - Asks about the structure of academic papers, theses, dissertations, or research reports - Needs to review, critique, or provide feedback on a research document - Asks about research methods, sampling approaches, or research design - Needs help writing a literature review, theoretical framework, or discussion section - Wants to che
Scientific Figure Studio
5zlsjtj/FigureCraft
FigureCraft 根据科学对象、关系和数据制作科研图与语义配色。适用于机制、硬件、分层材料、定量图及整套配图，交付可编辑图源和分别记录的技术、科学与视觉审阅，保留数值、拓扑和修改范围。
Browse the most popular Claude skills, all research & science skills, or write your own with the skills generator.