AGENT SKILLS · 任务装备

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
23,248
仓库
3589
最近同步
2026年11月4日
23,248 Skills
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社区

skill-lookup

Search, retrieve, and install Agent Skills from the prompts.chat registry using MCP tools. Use when the user asks to find skills, browse skill catalogs, install a skill for Claude, or extend Claude's capabilities with reusable AI agent components.

1小时安装量
1
GitHub Stars
17万
最近更新
9月6日
wanshuiyin
社区

ablation-planner

Use when main results pass result-to-claim (claimsupported=yes or partial) and ablation studies are needed for paper submission.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

alphaxiv

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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

analyze-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

arxiv

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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

auto-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

auto-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".

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

citation-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

comm-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

dse-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

exa-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).

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

experiment-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

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 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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

feishu-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

formula-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

gemini-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

grant-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

idea-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

integrity-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\" wh

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

interview-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

invention-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

jurisdiction-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.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日
wanshuiyin
社区

mermaid-diagram

Generate Mermaid diagrams from user requirements. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.

1小时安装量
1
GitHub Stars
1.6万
最近更新
9月6日