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值得安装的 Agent Skills。
汇总公开仓库中已验证的 Skills。安装前先看清它能做什么、包内包含什么、热度如何，以及来源是否可靠。
- 目录范围
- 已验证
- Skills
- 5,771
- 仓库
- 824
- 最近同步
- 2026年9月8日
wanshuiyinablation-planner
Use when main results pass result-to-claim (claimsupported=yes or partial) and ablation studies are needed for paper submission.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinalphaxiv
Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or provides a bare arXiv ID for quick understanding - not for broad literature search.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinanalyze-results
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinarxiv
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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinauto-paper-improvement-loop
Autonomously improve a generated paper via GPT-6-Astra xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinauto-review-loop-llm
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".
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyincitation-audit
Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports — catching hallucinated authors, wrong years, fabricated venues, version mismatches, and wrong-context citations. Use when user says \"审查引用\", \"check citations\", \"citation audit\", \"verify references\", \"引用核对\", or before submission to ensure bibliography integrity.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyincomm-lit-review
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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyindse-loop
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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinexa-search
AI-powered web search via Exa with content extraction. Use when user says "exa search", "web search with content", "find similar pages", or needs broad web results beyond academic databases (arXiv, Semantic Scholar).
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinexperiment-bridge
Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENTPLAN.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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinexperiment-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 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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinfeishu-notify
Send notifications to Feishu/Lark. Internal utility used by other skills, or manually via /feishu-notify. Use when user says \"发飞书\", \"notify feishu\", or other skills need to send status updates.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinformula-derivation
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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyingemini-search
Search research papers via Gemini for broad literature discovery. Use when user says "gemini search", "gemini papers", "search with gemini", or wants AI-powered literature discovery beyond arXiv/Semantic Scholar indexes.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyingrant-proposal
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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinidea-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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinidea-discovery
Workflow 1: Full idea discovery pipeline 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.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinintegrity-forensics
Run the Anti-Autoresearch integrity-forensics sweep (span-anchored evidence ledger → GPT auditors propose findings → a rules-only reporter that lists every proposal with what the auditor said about it) against a paper via a SHA-pinned thin launcher — then convert the verdict into a typed policy gate (BLOCK/WARN/NONEWBLOCKER) and an append-only obligations ledger. Use when user says \"integrity forensics\", \"forensic audit this paper\", \"投稿前自查诚信\", \"审这篇论文的诚信\", or says \"anti-autoresearch\" when the upstream repo's own skills are not installed. Also invoked by /paper-writing (submission self-forensics, default ON), /peer-review (forensic appendix), /resubmit-pipeline.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyininterview-cheatsheet
Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab). Use when the user says '写面试 cheat sheet', '写一份 X 教程', '帮我准备 Y 面试题', '出一份 X 速查', or wants a 600-1000 line Chinese tutorial on a specific ML topic.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyininvention-structuring
Structure a raw invention idea into a formal invention disclosure. Use when user says \"构建发明\", \"structure invention\", \"发明构建\", \"invention disclosure\", or wants to formalize a rough idea into a patent-ready structure.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinjurisdiction-format
Compile patent application into jurisdiction-specific filing format. Use when user says \"格式转换\", \"jurisdiction format\", \"国家格式\", \"compile patent\", or wants formatted patent documents for CN/US/EP filing.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinmermaid-diagram
Generate Mermaid diagrams from user requirements. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日
wanshuiyinmeta-apply
Privileged applier that LANDS meta-optimize / corpus-audit patches the user approved — the ONLY skill permitted to mutate the skill corpus from a self-modification proposal, with cross-model jury and human approval at landing. Use when the user says \"meta apply\", \"/meta-apply\", \"land the staged patches\", \"应用优化\", after a /meta-optimize run.
- 安装量
- 1
- GitHub Stars
- 1.6万
- 最近更新
- 9月6日