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42 Wanshuiyin ARIS

by @brycewang-stanford · plugin · 38 skills

42 Wanshuiyin ARIS from brycewang-stanford/Auto-Empirical-Research-Skills.

Install the whole plugin (CLI)
npx skillmds add brycewang-stanford/arxiv npx skillmds add brycewang-stanford/dse-loop npx skillmds add brycewang-stanford/rebuttal npx skillmds add brycewang-stanford/vast-gpu npx skillmds add brycewang-stanford/pixel-art npx skillmds add brycewang-stanford/paper-plan npx skillmds add brycewang-stanford/paper-write npx skillmds add brycewang-stanford/idea-creator npx skillmds add brycewang-stanford/paper-figure npx skillmds add brycewang-stanford/paper-poster npx skillmds add brycewang-stanford/paper-slides npx skillmds add brycewang-stanford/proof-writer npx skillmds add brycewang-stanford/research-lit npx skillmds add brycewang-stanford/feishu-notify npx skillmds add brycewang-stanford/novelty-check npx skillmds add brycewang-stanford/paper-compile npx skillmds add brycewang-stanford/paper-writing npx skillmds add brycewang-stanford/grant-proposal npx skillmds add brycewang-stanford/idea-discovery npx skillmds add brycewang-stanford/run-experiment npx skillmds add brycewang-stanford/system-profile npx skillmds add brycewang-stanford/training-check npx skillmds add brycewang-stanford/analyze-results npx skillmds add brycewang-stanford/comm-lit-review-claude-single npx skillmds add brycewang-stanford/experiment-plan npx skillmds add brycewang-stanford/mermaid-diagram npx skillmds add brycewang-stanford/research-refine npx skillmds add brycewang-stanford/research-review npx skillmds add brycewang-stanford/result-to-claim npx skillmds add brycewang-stanford/ablation-planner npx skillmds add brycewang-stanford/auto-review-loop npx skillmds add brycewang-stanford/semantic-scholar npx skillmds add brycewang-stanford/experiment-bridge npx skillmds add brycewang-stanford/research-pipeline npx skillmds add brycewang-stanford/formula-derivation npx skillmds add brycewang-stanford/monitor-experiment npx skillmds add brycewang-stanford/paper-illustration npx skillmds add brycewang-stanford/auto-review-loop-llm
⬇ Download

Skills in this plugin

  1. arxiv · brycewang-stanford
    Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.
    1k
    repo stars
  2. dse-loop · brycewang-stanford
    Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user says "DSE", "design space exploration", "sweep parameters", "optimize", "find best config", or wants iterative parameter tuning.
    1k
    repo stars
  3. rebuttal · brycewang-stanford
    Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.
    1k
    repo stars
  4. vast-gpu · brycewang-stanford
    Rent, manage, and destroy GPU instances on vast.ai. Use when user says "rent gpu", "vast.ai", "rent a server", "cloud gpu", or needs on-demand GPU without owning hardware.
    1k
    repo stars
  5. pixel-art · brycewang-stanford
    Generate pixel art SVG illustrations for READMEs, docs, or slides. Use when user says "画像素图", "pixel art", "make an SVG illustration", "README hero image", or wants a cute visual.
    1k
    repo stars
  6. paper-plan · brycewang-stanford
    Generate a structured paper outline from review conclusions and experiment results. Use when user says "写大纲", "paper outline", "plan the paper", "论文规划", or wants to create a paper plan before writing.
    1k
    repo stars
  7. paper-write · brycewang-stanford bundle
    Draft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.
    1k
    repo stars
  8. idea-creator · brycewang-stanford
    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.
    1k
    repo stars
  9. paper-figure · brycewang-stanford
    Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.
    1k
    repo stars
  10. paper-poster · brycewang-stanford
    Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says "做海报", "制作海报", "conference poster", "make poster", "生成poster", "poster session", or wants to create a poster for a conference presentation.
    1k
    repo stars
  11. paper-slides · brycewang-stanford
    Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation slides", "生成slides", "写演讲稿", or wants beamer slides for a conference talk.
    1k
    repo stars
  12. proof-writer · brycewang-stanford
    Writes rigorous mathematical proofs for ML/AI theory. Use when asked to prove a theorem, lemma, proposition, or corollary, fill in missing proof steps, formalize a proof sketch, 补全证明, 写证明, 证明某个命题, or determine whether a claimed proof can actually be completed under the stated assumptions.
    1k
    repo stars
  13. research-lit · brycewang-stanford
    Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.
    1k
    repo stars
  14. feishu-notify · brycewang-stanford
    Send notifications to Feishu/Lark. Internal utility used by other skills, or manually via /feishu-notify. Supports push-only (webhook) and interactive (bidirectional) modes. Use when user says "发飞书", "notify feishu", or other skills need to send status updates.
    1k
    repo stars
  15. novelty-check · brycewang-stanford
    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 novel before implementing.
    1k
    repo stars
  16. paper-compile · brycewang-stanford
    Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says "编译论文", "compile paper", "build PDF", "生成PDF", or wants to compile LaTeX into a submission-ready PDF.
    1k
    repo stars
  17. paper-writing · brycewang-stanford
    Workflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished, submission-ready PDF. Use when user says "写论文全流程", "write paper pipeline", "从报告到PDF", "paper writing", or wants the complete paper generation workflow.
    1k
    repo stars
  18. grant-proposal · brycewang-stanford
    Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use when user says "write grant", "grant proposal", "申請書", "write KAKENHI", "科研費", "基金申请", "写基金", "NSF proposal", or wants to turn research ideas into a funding application.
    1k
    repo stars
  19. idea-discovery · brycewang-stanford
    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.
    1k
    repo stars
  20. run-experiment · brycewang-stanford
    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 training jobs.
    1k
    repo stars
  21. system-profile · brycewang-stanford
    Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", or wants performance analysis.
    1k
    repo stars
  22. training-check · brycewang-stanford
    Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. Use when training is running and you want automated health checks.
    1k
    repo stars
  23. analyze-results · brycewang-stanford
    Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
    1k
    repo stars
  24. comm-lit-review-claude-single · brycewang-stanford
    Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, scheduling, MAC/PHY, rate adaptation, channel estimation, beamforming, or communication-system research and the user wants papers, related work, a survey, or a landscape summary. Search Zotero, Obsidian, and local paper folders first when available, then search IEEE Xplore, ScienceDirect, ACM Digital Library, and broader web in that order.
    1k
    repo stars
  25. experiment-plan · brycewang-stanford
    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 experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.
    1k
    repo stars
  26. mermaid-diagram · brycewang-stanford
    Generate Mermaid diagrams from user requirements. Saves .mmd and .md files to figures/ directory with syntax verification. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.
    1k
    repo stars
  27. research-refine · brycewang-stanford
    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 "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.
    1k
    repo stars
  28. research-review · brycewang-stanford
    Get a deep critical review of research from GPT via Codex MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.
    1k
    repo stars
  29. result-to-claim · brycewang-stanford
    Use when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. Codex MCP evaluates results against intended claims and routes to next action (pivot, supplement, or confirm). Use after experiments finish — before writing the paper or running ablations.
    1k
    repo stars
  30. ablation-planner · brycewang-stanford
    Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Codex designs ablations from a reviewer's perspective, CC reviews feasibility and implements.
    1k
    repo stars
  31. auto-review-loop · brycewang-stanford
    Autonomous multi-round research review loop. Repeatedly reviews via Codex 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.
    1k
    repo stars
  32. semantic-scholar · brycewang-stanford
    Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and TLDR. Use when user says "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", or wants published literature beyond arXiv preprints.
    1k
    repo stars
  33. experiment-bridge · brycewang-stanford
    Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge", "从计划到跑实验", "deploy the plan", or has an experiment plan ready to execute.
    1k
    repo stars
  34. research-pipeline · brycewang-stanford
    Full research pipeline: Workflow 1 (idea discovery) → implementation → Workflow 2 (auto review loop). Goes from a broad research direction all the way to a submission-ready paper. Use when user says "全流程", "full pipeline", "从找idea到投稿", "end-to-end research", or wants the complete autonomous research lifecycle.
    1k
    repo stars
  35. formula-derivation · brycewang-stanford
    Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a paper-ready formula document. Use when the derivation target is not yet fully fixed, the main object still needs to be chosen, or the user needs a coherent derivation package rather than a finished theorem proof.
    1k
    repo stars
  36. monitor-experiment · brycewang-stanford
    Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.
    1k
    repo stars
  37. paper-illustration · brycewang-stanford
    Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-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.
    1k
    repo stars
  38. auto-review-loop-llm · brycewang-stanford
    Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".
    1k
    repo stars