Analyze ML experiment results, compute statistics, generate comparison tables and insights.
EnglishAutonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says \"auto review loop\", \"review until it passes\", or wants autonomous iterative improvement.
EnglishTurn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap.
EnglishGenerate and rank research ideas given a broad direction. Use when user says \"找idea\", \"brainstorm ideas\", \"generate research ideas\", \"what can we work on\", or wants to explore a research area for publishable directions.
EnglishWorkflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \\\"找idea全流程\\\", \\\"idea discovery pipeline\\\", \\\"从零开始找方向\\\", or wants the complete idea exploration workflow.
EnglishGenerate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Codex-supervised iterative refinement loop. Use when user says \"生成图表\", \"画架构图\", \"AI绘图\", \"paper illustration\", \"generate diagram\", or needs visual figures for papers.
EnglishScaffold a PyTorch Lightning project for classification, regression, or timeseries research. Triggers on "新建项目", "initialize project", "scaffold", "create PL project". Not for LLM/PEFT/RAG/agent stacks.
EnglishTurn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 review.
EnglishUse when experiments complete to judge what claims the results support, what they do not, and what evidence is still missing.
EnglishAudit paper drafts for logical consistency, compliance, and academic integrity (Triangulation Matrix).
Uncertain
AGENT SKILLS ATLASIncludes Analyze Results, Auto Review Loop, Experiment Plan, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Analyze Results
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experim
Auto Review Loop
Autonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says \"auto review loop\", \"review until it passes\", or wants autonomous iterative improvement.
Experiment Plan
Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after research-refine, or when the user asks for a detailed experi
Idea Creator
Generate and rank research ideas given a broad direction. Use when user says \"找idea\", \"brainstorm ideas\", \"generate research ideas\", \"what can we work on\", or wants to explore a research area for publishable directions.
Idea Discovery
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \\\"找idea全流程\\\", \\\"idea discovery pipeline\\\", \\\"从零开始找方向\\\", or wants the complete idea exploration workflow.
Novelty Check
Verify research idea novelty against recent literature. Use when user says \"查新\", \"novelty check\", \"有没有人做过\", \"check novelty\", or wants to verify a research idea is
Paper Illustration
Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Codex-supervised iterative refinement loop. Use when user says \"生成图表\", \"画架构图\", \"AI绘图\", \"paper illustration\", \"generate diagram\", or needs visual figures for papers.
Pl Ml Project Template
Scaffold a PyTorch Lightning project for classification, regression, or timeseries research. Triggers on "新建项目", "initialize project", "scaffold", "create PL project". Not for LLM/PEFT/RAG/agent stacks.
Research Lit
Search and analyze research papers, find related work, summarize key ideas. Use when user says \"find papers\", \"related work\", \"literature review\", \"what does this
Research Refine
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 review. Use when the user says
Research Review
Get a deep critical review of research from Claude via claude-review MCP. Use when user says \"review my research\", \"help me review\", \"get external review\", or wants
Result to Claim
Use when experiments complete to judge what claims the results support, what they do not, and what evidence is still missing. A secondary Codex agent evaluates results ag
Run Experiment
Deploy and run ML experiments on local or remote GPU servers. Use when user says \"run experiment\", \"deploy to server\", \"跑实验\", or needs to launch trai
Paper Audit
Audit paper drafts for logical consistency, compliance, and academic integrity (Triangulation Matrix).
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Analyze Results skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: MIT. The author’s terms apply.