skills迁移备份

Hermes 技能库 · 总览与使用指南

生成日期:2026-08-25 · 数据来源:Hermes profile system_fighter 技能库实时枚举 · 技能总数:572


一、技能库构成总览

分类 数量 定位 来源
openclaw-migrated(科学计算工具箱) 153 生命科学/化学/材料/医学 全栈数据库 + 计算库 OpenClaw 迁移
scienceclaw-migrated(科学方法 + 生活 CLI) 133 跨学科研究方法学 + 通讯/硬件/生活自动化 CLI ScienceClaw 迁移
bmad-migrated(思维方法论) 54 系统性思考、决策、辩论、复盘框架 BMAD 迁移
research(深度研究与论文) 41 多智能体深度研究 + 中英文学术写作全流程 原生 + WorkBuddy
productivity(生产力办公) 35 文档/合同/专利/PPT/个人系统 WorkBuddy 迁移
autonomous-ai-agents(智能体编排) 34 团队编排、记忆、自我进化、Hermes 自管理 原生 + WorkBuddy
creative(创意内容) 29 设计/PPT/绘图/提示词/音乐 原生 + WorkBuddy
prjmail-migrated(公文 + 项目) 26 党政公文、项目管理、长任务 PrjMail 迁移
codex-migrated/deepscientist(顶刊论文) 21 Nature 级论文全流程(deepscientist 工作流) Codex 迁移
software-development(软件工程) 20 TDD、调试、代码审查、技能卫生 原生
github 7 GitHub 全套(PR/Issue/审查) 原生
mlops 5 模型部署/量化/实验跟踪/分割 原生
media 4 YouTube 转写/音频谱/歌曲生成/GIF 原生
devops 3 npm 诊断/Windows 应用稳定性/科学工具链 原生
data-science 2 Jupyter 内核 / Windows 科学 Python 原生
email 2 终端邮件 / 收件箱分诊 原生
note-taking 1 Obsidian 笔记库 原生
smart-home 1 飞利浦 Hue 灯控 原生
(未分类) 1 腾讯元宝群组 原生

一句话定位:一套以「药物研发/生命科学为核心、深度研究为引擎、多智能体编排为底座、跨 500+ 领域工具为弹药」的复合技能库。


二、分层调用模型(如何发挥最大潜力)

技能库按「层级」组织,大任务应按层调用而非按单技能调用:

复制代码
第 1 层  智能体编排(autonomous-ai-agents)    → 搭团队、定流程、管记忆
第 2 层  内容引擎(research + deepscientist) → 深度研究、论文写作
第 3 层  数据弹药(openclaw + scienceclaw)   → 数据库检索、科学计算
第 4 层  思维协议(bmad)                     → 决策前批判性分析、风险预审
第 5 层  交付物(productivity + creative)    → Word/PPT/合同/专利/公文
第 6 层  基建(software-dev + github + mlops + devops)→ 工程化保障

跨层通用策略

  1. 编排优先 :任何 3 人以上角色协作,先加载 delegate-task-teams / agent-team-orchestration 定协议,再派活。单技能只是棋子,编排才是棋局。
  2. 遵守项目目录铁律:所有多智能体任务强制「一项目一目录 + 绝对路径下发 + 成员禁止自创路径」。这与 openspec-doc-team、deep-research-team、research-paper-orchestrator 的运行前提天然契合。
  3. 自进化技能少而精:10 个自进化引擎(Evolution Engine / capability-evolver / self-evolving / self-evolving-loop / lobster-self-iteration / heartflow / proactive-agent / adaptive-skill-stack / self-review-pro / heartflow-identity)功能高度重叠,建议保留主力(heartflow 守护 + self-review-pro 每日复盘 + self-evolving-loop 迭代),其余归档,避免多个引擎同时改写指令造成上下文争抢。
  4. 数据库技能串成流水线:如药物重定位 = opentargets(靶点-疾病)→ chembl(活性)→ pubchem(物化)→ zinc(可购性)→ diffdock(对接)→ rdkit(类药性过滤),一条龙出候选。
  5. 顶刊工作流走 deepscientist DAG:scout → idea → baseline → intake-audit → experiment/optimize → paper-outline → nature-figure → nature-polishing → nature-data → rebuttal → finalize,是一条验证过的完整链路,别跳过 intake-audit 与 finalize。
  6. 检索层配置注意patents-searchdrug-discovery-search 依赖 Valyu API(当前未配置 key);agent-deep-research 需 Gemini key;tavily/perplexity-search 需对应 key。用前先配置,否则卡壳。
  7. 医疗/监管输出免责clinical-reports/treatment-plans/clinical-decision-support/medical-qa 等生成的文档需专业复核,不可直接作为临床决策依据。

三、三类典型复杂场景案例

案例 1:抗肿瘤靶点的药物重定位 + 顶刊级论文(全栈串用)

需求:为新发现的肿瘤靶点做药物重定位,并写成可投稿论文。

阶段 编排 技能
团队搭建 delegate-task-teams 主编 + 3 成员 成员走 context、绝对路径
靶点证据 成员 A drug-discovery-search(Valyu)、opentargets-databasechembl-databasepubchem-databasezinc-database
计算验证 成员 B diffdock(conda CPU 环境)、rdkitmedchemtorchdrug(GPU)
假设检验 成员 C hypogenicstatistical-analysisexploratory-data-analysis
论文产出 主编 deepscientist:paper-outlinenature-figurenature-polishingnature-data
质量门 主编 reference-verificationgrounded-citationsacademic-pre-review-committeerebuttal

潜力点:数据库串联 + 顶刊 DAG + 引用核验三道关,全程遵守目录铁律。

案例 2:医疗器械 ISO 13485 体系 + FDA 510(k) 申报 + 竞品情报

需求:为 MedTech 公司从零搭 QMS 并准备 FDA 510(k)。

阶段 技能
体系搭建 iso-13485-certification(差距分析→体系文件)
申报准备 regulatory-affairs-head(510(k)/De Novo/PMA 包)、regulatory-drafting
临床证据 clinical-reports(ICH-E3/CSR)、clinical-decision-support
风险控制 fmea-analysispre-mortem-analysis
竞品/专利 competitor-news-monitorpatents-searchchecking-cn-patent-format
商务交付 solution-ppt-generator-v3contract-review

潜力点:监管族 + 风险方法论族 + 情报族横向协同,覆盖医药研发 + 器械监管双主业。

案例 3:长程软件项目 + 自进化闭环(多 session 连续作战)

阶段 技能
任务工程 project-managementlong-task-harness / harness-engineering(拆解/DAG/L1-L5 验证/失败恢复)
需求固化 spec-workflow-guide
开发纪律 test-driven-developmentgithub-pr-workflowrequesting-code-review
回归调试 systematic-debugging
自我进化 self-review-pro 复盘 → lobster-self-iteration / self-evolving-loop 写回规则 → heartflow 守护
周清点 weekly-review-planningsession-librarian

潜力点:长任务方法论 + 代码工程纪律 + 自我进化三套体系接成持续运转的飞轮。


Hermes 技能库 · 分类编目(全 572 技能逐条详述)

每条目统一包含:用途/场景|优势|边界|潜力

族类技能(同模式的数据库/工具箱)先给「通用模式」,再在表格中逐技能枚举。

字母序速查见《03_字母序速查表》,场景反向检索见《02_反向检索索引》。


目录

  1. 智能体编排与自我进化层(autonomous-ai-agents,34)
  2. [深度研究与学术写作层(research 41 + codex/deepscientist 21)](#深度研究与学术写作层(research 41 + codex/deepscientist 21))
  3. [科学计算与生命科学工具箱层(openclaw 153 + scienceclaw 133)](#科学计算与生命科学工具箱层(openclaw 153 + scienceclaw 133))
  4. 思维方法论与决策层(bmad-migrated,54)
  5. [生产力与办公层(productivity 35 + prjmail 26)](#生产力与办公层(productivity 35 + prjmail 26))
  6. 创意与内容层(creative,29)
  7. [软件工程与系统层(20 + github 7 + mlops 5 + devops 3 + data-science 2)](#软件工程与系统层(20 + github 7 + mlops 5 + devops 3 + data-science 2))
  8. [通信 / 笔记 / 生活 / 杂项(9)](#通信 / 笔记 / 生活 / 杂项(9))

一、智能体编排与自我进化层

定位:整个技能库的「操作系统」,决定其他 500+ 技能如何被调动。

1.1 Hermes 本体

技能 用途/场景 优势 边界 潜力
hermes-agent 配置/使用/扩展 Hermes 本体:CLI、config、模型、provider、工具、技能、cron、MCP 官方权威命令,不靠猜 不涵盖第三方 agent 任何技能迁移、cron、MCP 配置前先加载它
agent-skill-migration 把 OpenClaw/Claude/Codex 等 agent 的技能迁入 Hermes copy+verify 标准流程(本库 500+ 技能即由此迁入) 跨 profile 有写保护 配合 skill-library-hygiene 做迁移后去重

1.2 多智能体编排

技能 用途/场景 优势 边界 潜力
delegate-task-teams 用 delegate_task 编排多智能体团队:主编当 lead、成员走 context 你的编排底座(deep-research-team 等均依赖) 子代理无对话历史,须自包含 context 作为所有团队型技能的统一调度协议
agent-team-orchestration 定义角色、任务生命周期(inbox→spec→build→review→done)、交接协议、质量门 工程化手写协议,适合固化团队 SOP 偏流程框架,不提供具体角色内容 用于长期稳定团队的标准化
klaus-team 搭积木式组建 7 位专家 AI 开发团队(PM/UI/BE/FE/QA...),勾选+排序+一键执行 零配置、直观 角色深度不如定制团队 快速 MVP 场景首选
openspec-doc-team 企业级长文档工坊:4 角色(总编+检索员+生成员+审校员)× 6 阶段流水线 角色分工 + 多轮审校循环,绝不编造规范 须由主理人 delegate_task 调度 技术方案/招投标/维修手册/合规长文档
openspec-doc-researcher 文档团队文献检索员:检索行业规范(GB/JGJ/JTG/YY/QC-T 等)、历史案例、参数 最多 3 轮渐进检索,返回带来源+相关度报告 被主理人调度,不独立行动 绝不编造规范
openspec-doc-generator 文档团队内容生成员:基于检索报告与参数卡撰写结构化章节 模板填充、规范引用格式化、跨章去重 被主理人调度 绝不编造数据
openspec-doc-auditor 文档团队质量审核员:7 维审核(安全红线/逻辑/规范/参数/完整/格式/跨章) 输出 PASS/REVISE + 可执行修改清单 只审不改写 质量门
create-colleague 把同事的聊天/文档/邮件蒸馏成可复用技能,固化其工作方法与沟通模式 知识资产化 需要足够语料 团队方法论沉淀

1.3 记忆与上下文(六件套)

技能 用途/场景 优势 边界 潜力
agent-memory AI 智能体持久记忆:跨会话记事实、从经验学习、追踪实体 通用记忆系统 --- 配合 cron 做周期沉淀
context-memory 解决「今天讲明天忘」:任务开始判断→读记忆→执行→保存 文件系统+规则流程,靠制度不靠「想」 适用于频繁切换话题场景 新任务自动回顾
context-memory-manager 自动监控上下文水位,超阈值保存完整对话并提炼记忆;每日定时复盘、合并冗余 防上下文溢出 建议先安装再用于长会话 触发词:监控上下文/压缩记忆/复盘
memory-setup 配置 Moltbot/Clawdbot 记忆搜索(MEMORY.md、日志、向量检索) 修复「金鱼脑」 面向外部 agent 配置 ---
soul-archive 数字灵魂克隆:通过日常对话构建人格镜像,本地明文 JSON 存储 六模式(提取/对话/报告/注入/回忆/自我改进) 数据本地 长期人格资产
merge-reconciler 多 agent 合并冲突的中立第三方裁决 消解归并分歧 --- ---

1.4 自我进化军团(10 个,功能重叠,需精简)

技能 用途/场景 核心机制 边界与建议
Evolution Engine 仿生进化引擎 三阶八柱架构,无感触发,从感知到推理到策略 与其他进化引擎重叠,择一主力
capability-evolver 智能体能力自进化 分析运行时历史→协议约束下改进→与 EvoMap Hub 通信 依赖 Proxy mailbox
self-evolving 任务复盘后改写自身指令与脚本 反思→记录→修改 用后即改善
self-evolving-loop 查-做-测-改-修-记 七阶段闭环 v3:全链路自动化测试引擎(HTML 视觉/DOM/a11y/响应式/性能 + 非 HTML 结构/逻辑/接口)+ 自我修复引擎 推荐主力之一,适合长期编程/文档项目
lobster-self-iteration 规则迭代+代码自动修改+闭环自动迭代+迭代评分 对话复盘→问题发现→优化升级→规则生效 推荐主力之一
self-review-pro AI 每日自我复盘 每日 22:00 自动运行(可定时触发),深度洞察+方法论提炼 推荐主力之一
heartflow 自主决策引擎(守护进程) v0.13.163 零依赖 ~26ms 启动,start.sh 管理 推荐主力之一,见 memory 中你的实战记录
heartflow-identity AI 身份框架 + HEARTCORE(心跳+自检+安全) 身份自持与自我纠正 偏理论框架
proactive-agent 从任务追随者变为主动伙伴 WAL 协议、Working Buffer、Autonomous Crons 主动推送需授权
adaptive-skill-stack 元技能:按需叠加/构建能力实例 SKILL.md 永不动,参考文件自由生长(四级文件保护) 跨领域复合任务首选
self-correction 用户说「不对/你错了」时重析原始意图 纠错触发词驱动,非改上一轮答案

1.5 角色与身份

技能 用途/场景 优势 边界
possession 角色扮演蒸馏器:从官方设定/台词/背景蒸馏可扮演游戏角色(五维提取) 角色「活过来」 娱乐向

二、深度研究与学术写作层

2.1 多智能体深度研究(主力引擎)

技能 用途/场景 优势 边界
deep-research-team 行业报告/竞品分析/技术综述。7 角色 5 阶段(初调→大纲→逐章调研-审稿-修订→框架→整本审校) 证据分级 + 声明核查账本 + 研究方法章节,可信可复现;适配你的 4 万字交付标准 耗时(多轮循环);须给成员完整绝对路径
multi-agent-researcher 市场分析/竞品研究/用户洞察/可行性。10 Agent(主编→5Scout→Analyst+Critic→Writer→2Reviewer) 侦察并行度最高,循环迭代直到达标 结论偏商业向
research-paper-orchestrator 产出博士级完整论文(12k-15k 词,.docx) 端到端出 Word 需足够素材
deep-research-swarm 文献并行扇出+证据综合+引用核验,产出带引用的综合报告 引用可验证 ---
agent-deep-research Gemini Interactions API 异步深度研究(可 RAG 本地文件) 无需 Gemini CLI;结构化 JSON 输出 需 Gemini key
deep-research-web 带人机确认的 /research 工作流(大纲→并行搜索→markdown 报告) 人机协同 ---

2.2 论文写作(中文 / SCI / 顶刊三套)

中文系

技能 用途/场景 优势 边界
chinese-academic-writing 中文学术论文全流程(选题→开题→综述→分章→引用→投稿自检) 人文学科(历史/哲学/文学)专精;绝不编造文献 只处理用户提供的真实资料
harvard-paper-zh 中文需求→哈佛格式论文(摘要/关键词/目录/分级标题/参考文献)→docx 一键排版 ---
academic-paper-generator 统计/计量/数据分析课程论文(Word,含分析/图表/公式) 数据驱动 定性案例论文请用 case-study 类
thesis-architect 论文框架搭建、大纲设计、素材加工 结构先行 ---
thesis-tutor 选题→开题→写作→修改→答辩全流程辅导,7 语言 15 学科 全周期 ---
cg-paper-writing 3D 视觉/图形学/CAD 论文(NeRF/3DGS/SLAM/点云) CVPR/ICCV/ECCV/SIGGRAPH 规范 ---

SCI 精修系

技能 用途/场景 优势 边界
sci-paper-three-pass 三轮滚动精修:降修辞密度(去 AI 味)+ 四层证据标签 + 主动暴露 caveats 三刀方法论 ---
paper-revision-sop 审稿意见→论文全息诊断→可视化批注→分级改写→终审自检闭环 从审稿意见到交付的完整 SOP ---
academic-natural-rewrite 深度润色/重构/自然化改写,保持原意/术语/数据/引用/篇幅 不承诺绕过 AI 检测 ---
academic-polish 去口语化、优化逻辑、术语不变、中英互译、输出修改对照 对照输出 ---
paper-polisher 降重+去 AI 味+专业 Word 输出一站式 全自动流程 ---
papercash 8 源检索→综述生成→查重预检→降 AI 率→参考文献格式化→Word 导出 全流程辅助 ---
paper-polish 降重(plagiarism reduction)+ 去 AI 味 + 学术润色整合 --- ---

预审与核验

技能 用途/场景 优势 边界
academic-pre-review-committee 五位资深审稿人委员会:全面审稿或指定维度(理论贡献/方法论/文献对话/逻辑链条/主编预筛) desk reject 预筛 ---
reference-verification 参考文献真伪核验(论文/报告/课题) 系统性识别编造与信息错误 ---
paper-review-methodology 33 类审查法按 7 体系逐段过,跨段一致性+引用重编号+文献真实性验证 极致审稿 ---
peer-review 结构化手稿/基金评审,checklist 驱动 --- ---
scholar-evaluation ScholarEval 框架:问题/方法/分析/写作四维量化打分+可执行反馈 量化评估 ---

引用管理

技能 用途/场景 优势 边界
citation-manager 真引用+标准化(CrossRef、APA/MLA/Chicago/GB-T、批量导入) 自动检测引用需求 ---
academic-reference-enhancer 找文献→核验→格式化(GB/T 7714)→规划插入位 覆盖 Word/MD/LaTeX/PDF/飞书 ---
paper-reference-formatter 用户提供文献条目格式化 --- ---
grounded-citations 把答案/文档锚定在可验证来源 防幻觉 ---

2.3 deepscientist 顶刊工作流(codex-migrated,21 个)

一条「科学探索→Nature 级投稿」的完整 DAG,每个阶段一个技能;science 技能为其总纲。

阶段 技能 用途/场景
侦察 scout 问题框架、文献侦察、选题
构思 idea 具体假设、局限与可行性
锚定 baseline / intake-audit 复现/挂接既有基线;非空白状态先审计、信任排序、对账再选锚点
实验 experiment / analysis-campaign / optimize 具体实现方案;主实验后的消融/鲁棒性/错误分析;候选管理与优化
决策 decision 明确的 go/stop/branch/repeat
大纲 paper-outline 证据→论文构思:范围化声明、方法抽象、评估计划、证据边界(不抄运行日志)
图表 paper-plot / nature-figure / figure-polish 数据→出版级图(Nature 级多面板/导出规范);图表定稿打磨
成稿 write / nature-polishing / nature-data 成稿;Nature 式英语润色/重构/翻译(Academic Phrasebank);数据可用性声明/仓库计划/FAIR 元数据
演示 nature-paper2ppt 论文→Nature 风中文汇报 PPT(组会/期刊俱乐部/答辩)
终审 review / rebuttal / finalize 整体评审;审稿意见→实验+稿改+持久答复信;最终收尾
校准 mentor 创始人级校准与方向把关

边界与诚实声明 :deepscientier 要求真数据真实验,绝不产出虚假结果;paper-plot/nature-figure 需要结构化数值数据(数组/CSV 型测量)。

2.4 情报监控与检索

技能 用途/场景 优势 边界
arxiv arXiv 论文检索(关键词/作者/分类/ID) --- ---
arxiv-reader 指定 arxiv_id/url 基于 LLM Agent 分类与深度阅读,直接打印阅读笔记 即读即得 ---
arxiv-watcher 最新研究/指定主题检索/每日 AI 论文摘要 可定时 ---
blogwatcher 博客/RSS/Atom 源监控(blogwatcher-cli) 长尾情报 需装 CLI
competitor-news-monitor 盯指定公司重大新闻,带引用摘要 竞品情报 ---
polymarket 预测市场查询(行情/价格/订单簿/历史) 另类信号 ---
blocked-page-recovery 付费墙/WAF/被封页面的降级恢复 突破封锁 合规注意
llm-wiki Karpathy 式 LLM Wiki:构建/查询互链 markdown 知识库 轻量 KB ---
global-biblio-base 12 亿文献元数据 + 8 千万中文期刊全文下载(SmartLib API) 免费 100 次检索/10 次下载每月 超额需升级
autoresearch Karpathy 式自动优化:50+ 变体→5 专家评分→多轮演化→优化版+实验日志 转化类内容优化 面向落地页/邮件/广告文案

三、科学计算与生命科学工具箱层

体量最大(286 个),是医药研发主业的最直接弹药。按族划分,先给通用模式,再逐技能枚举。

3.1 公共数据库访问族

通用模式:用途 = REST API 查询对应数据库;优势 = 免装客户端、结构化输出、可脚本化;边界 = 需网络,部分需 API key/配额;潜力 = 串联成检索流水线。

技能 用途/场景 优势 边界
chembl-database 生物活性分子库(IC50/Ki 等) 药物化学核心库 需网络
pubchem-database 1.1 亿化合物物化/活性/谱图 PUG-REST 稳定 大查询限速
drugbank-database 药物靶点/相互作用/审批信息 临床级数据 学术用途
kegg-database 代谢通路/基因/化合物 通路分析标准 学术免费
reactome-database 信号通路富集 富集分析标准 ---
pdb-database 3D 蛋白/核酸结构 RCSB 权威 大结构需本地化
alphafold-database 2 亿+ AI 预测结构 覆盖无实验结构蛋白 需看 pLDDT 置信度
uniprot-database 蛋白功能/注释/FASTA 蛋白检索首选 ---
gene-database NCBI Gene 基因信息 基因组注释 ---
ensembl-database 250+ 物种基因组 REST 多物种比较 ---
gwas-database SNP-性状关联 遗传关联 ---
gnomad-database 人群变异频率 变异过滤金标准 ---
clinvar-database 变异临床意义 遗传解读 ---
clinpgx-database 药物基因组学 个体化用药 ---
cosmic-database 癌症体细胞突变 肿瘤研究 部分需订阅
string-database 蛋白互作网络(59M 蛋白) PPI 分析 ---
hmdb-database 人代谢组(22 万+) 代谢组学 ---
metabolomics-workbench NIH 代谢组数据 公共代谢数据 ---
brenda-database 酶动力学参数 酶学权威 ---
geo-database NCBI GEO 表达谱 转录组公共数据 ---
cellxgene-census 6100 万+ 单细胞 单细胞大样本 ---
opentargets-database 靶点-疾病关联 药物重定位 ---
fda-database openFDA 药品/器械/不良事件 监管真实世界 ---
clinicaltrials-database 临床试验登记 API v2 试验情报 ---
openalex-database 学术文献开放图谱 引文分析 ---
patents-search 全球专利 NL 检索(Valyu) 专利全景 ⚠️ 需 Valyu key(未配置)
uspto-database USPTO 专利/商标 API 美国专利 需 key
drug-discovery-search ChEMBL+DrugBank+FDA 端到端(Valyu) 药物发现一站式 ⚠️ 需 Valyu key
zinc-database 2.3 亿可购化合物 虚拟筛选货源 ---
ena-database 欧洲核苷酸档案 序列数据 ---
biorxiv-database bioRxiv 预印本 抢先文献 ---
crossref-search 学术元数据检索 引用解析 ---
semantic-scholar 跨学科论文检索 引文图 ---
ssrn-econpapers SSRN/RePEc 社科论文 社科文献 ---
dblp-search CS 文献库 计算机科学 ---
ncbi-entrez NCBI E-utilities(GenBank/基因/序列) 序列检索 ---
pubmed-database PubMed 高级检索 医学文献标准 ---

3.2 计算化学 / 药物发现族

技能 用途/场景 优势 边界
rdkit 分子描述符/指纹/子结构/2D 绘图 化学信息学事实标准(scienv 已装) 需 Python 环境
datamol RDKit 高性能包装 更快批量分子处理 依赖 rdkit
molfeat 100+ 分子表征器(ECFP 等) 特征化一站式 ---
medchem 类药性过滤(Lipinski 等) 先导优化守门 ---
deepchem 分子 ML(图/描述符模型) 药物 ML 框架 依赖重
torchdrug PyTorch 图神经网络药物发现 scienv 已装 GPU 版 需 MSVC 的扩展用 shim 替代
pytdc Therapeutics Data Commons AI 药物数据集标准 ---
diffdock 扩散模型分子对接 对接精度高 CPU 推理慢(conda 环境已配)
protein-sequence-similarity-search MMseqs2 同源搜索 大规模序列搜索 需 MMseqs2
esm 蛋白语言模型 结构/功能预测 需 GPU
biopython 序列/结构 I/O 通用 生信瑞士军刀 ---
cobrapy 代谢模型 FBA/FVA 通量分析 ---
scvi-tools 单细胞深度生成模型 批次校正 ---
scanpy 单细胞分析标准 转录组 ---
anndata 单细胞数据格式 内存高效 ---
pydeseq2 差异表达分析 DESeq2 复刻 ---
deeptools 染色质分析 BAM→bigWig ---
gtars Rust 基因区间分析(BED/覆盖/重叠) 高性能 需安装
geniml 基因区间 ML(Region2Vec/scEmbed) 区间嵌入 需安装
pymatgen 晶体结构/材料性质 材料科学标准 ---
materials-project 材料 API v3 晶体查询 ---
materials-screening 材料筛选工作流 高通量 ---
chemistry-tools 计算化学工具 结构操作 ---
rowan 云量子化学平台 云上算力 ---
molecular-dynamics OpenMM 动力学模拟 MD 标准 需 GPU
qiskit IBM 量子计算 量子电路 硬件受限
qutip 开放量子系统 量子模拟 ---
pennylane 量子 ML 自动微分 ---
cirq Google 量子框架 量子电路 ---
pufferlib 高性能 RL(2-10x 加速) 强化学习加速 ---

3.3 数据分析 / 统计 / 可视化族

技能 用途/场景 优势 边界
polars 高性能 DataFrame 大表加速 ---
vaex 超大表格惰性计算 百亿行 ---
dask 分布式/超内存计算 集群 ---
zarr-python 分块压缩数组 云存储科学数据 ---
matplotlib 底层绘图 全覆盖 ---
seaborn 统计可视化 pandas 集成 ---
plotly 交互可视化 hover/交互 ---
data-viz-plots 出版级 matplotlib/seaborn 绘图(任意 LLM 提供商) 通用 ---
data-visualization-expert 洞察型出版级可视化 通用 ---
scientific-visualization 出版级配图元技能 顶刊标准 ---
nature-figure Nature 级多面板图 投稿级导出 需结构化数据
academic-figures 论文配图一键生成(14 种图表) 快速 ---
data-extractor 从科学图提取数值(Claude vision + OpenCV 校准,26+ 图型) 老图数据化 需 Claude vision
paper-plot CSV/数组→论文模板图 模板复用 ---
statistical-analysis 统计检验选择与报告 引导式 ---
statsmodels 统计模型库 经典统计 ---
pymc-bayesian-modeling 贝叶斯分层模型 后验推断 ---
scikit-learn ML 全套 事实标准 ---
scikit-survival 生存分析 ML 医学专属 ---
shap 模型可解释性 SHAP 值 ---
umap-learn 流形降维 非线性 ---
exploratory-data-analysis 全面 EDA 流程化 ---
hypothesis-generation 结构化假设生成 从观察出发 ---
hypogenic LLM 假设生成与表格数据检验 数据驱动 ---
sympy 符号数学 精确 ---
matlab MATLAB/Octave 数值计算 兼容 需安装
math-computation 数学计算(含符号) 通用 ---
numerical-integration ODE/PDE 时间积分选型 数值方法 ---
numerical-stability 数值稳定性分析 误差控制 ---
linear-solvers 线性求解器选型 Ax=b 优化 ---
nonlinear-solvers 非线性求解器选型 根/极值 ---
performance-profiling 计算瓶颈定位 性能画像 ---
convergence-study 时空收敛分析(Richardson) 网格验证 ---
get-available-resources 任务前探测 CPU/GPU/内存/磁盘 资源规划 ---

3.4 医学 / 临床 / 监管族(医疗器械监管主业)

技能 用途/场景 优势 边界
iso-13485-certification 医疗器械 QMS 文档全套(差距分析→体系文件) 认证准备工具包 需真实体系信息
regulatory-affairs-head FDA 510(k)/De Novo/PMA 申报包、缺陷信答复、欧盟公告机构质询 监管事务专家 需真实产品资料
regulatory-drafting 医疗产品监管申报章节起草 合规写作 ---
clinical-reports 病例报告(CARE)/诊断/临床试验报告(ICH-E3/CSR)/SOAP/H&P 临床文档全类型 专业复核
clinical-decision-support 患者队列分析(生物标志物分层)+ 循证治疗建议报告 CDS 文档生成 医学免责
clinical-trial 临床试验设计与样本量 统计设计 ---
treatment-plans 3-4 页 LaTeX/PDF 治疗计划(全科室) 快速生成 医学免责
medical-qa 生物医学知识问答 结构化知识 ---
pyhealth 医疗 AI 开发 多模态 ---
computational-pathology-agent 病理 WSI 分析 数字病理 需权重
pathml 计算病理工具包 全流程 ---
histolab WSI tile 提取 轻量 ---
pydicom DICOM 影像读取 标准 ---
profile-report 个体基因组报告 解读 ---
incontinence_alert_analysis 视觉 AI 失禁监测(湿衣/排泄异常识别→通知看护) 护理场景 需摄像头/模型

3.5 领域科学方法族(scienceclaw)

技能 用途/场景 优势 边界
physics-solver 物理问题求解 经典/现代物理 ---
astronomy-cosmology 天文观测与宇宙学 天体数据 ---
chemistry 化学分析 通用 ---
neuroscience 脑成像与神经科学 领域 ---
signal-processing 信号处理(谱/滤波) 通用 ---
energy-systems 能源系统分析(含可再生能源) 领域 ---
environmental-science 环境/气候数据分析 领域 ---
epidemiology 流行病学建模 疾病传播 ---
food-science 食品科学 营养分析 ---
geospatial-analysis GIS 空间分析 地图数据 ---
economics-analysis 计量经济与因果推断 经济分析 ---
political-science 政治数据与事实核查 社科 ---
psychology-research 心理研究分析 社科 ---
education-research 教育研究 社科 ---
social-science-research 社科研究工作流 社科 ---
linguistics-analysis 语言结构分析 语言学 ---
materials-science 材料性质分析 材料 ---
phylogenetics 系统发育树(MAFFT 等) 进化 ---
protein-structure 蛋白 3D 结构分析/同源建模 结构生物 ---
protein-structure-prediction 蛋白结构预测 深度学习 ---
genome-analysis 基因组分析(表达谱) 基因组 ---
genomics-analysis 基因组学工作流编排 流程化 ---
quantum-computing 量子计算设计与分析 量子 ---
mesh-generation 网格生成规划 仿真 ---
simulation-orchestrator 多仿真 campaign 编排 参数扫描 ---
simulation-validator 仿真验证(前/中/后) 可信度 ---
time-stepping 时间步策略控制 数值 ---
post-processing 仿真输出提取分析 后处理 ---
reproducibility 可复现性指导 严谨性 ---
reproducibility-checklist 可复现检查表 自检 ---
code-science 科学编程最佳实践 质量 ---
code-execution 科学 Python 执行 计算 ---
lean4-prover Lean 4 形式化证明 数学证明 ---
scientific-reasoning 数学物理形式推理 严谨 ---
scienceclaw-classification 学科/方法/任务分类 认知操作 ---
scienceclaw-discovery 识别研究空白/跨学科综合 认知操作 ---
scienceclaw-generation 生成假设/实验设计 认知操作 ---
scienceclaw-ie 文本结构化信息抽取 认知操作 ---
scienceclaw-prediction 性质/趋势预测 认知操作 ---
scienceclaw-qa 跨学科问答 认知操作 ---
scienceclaw-reasoning 多步科学推理 认知操作 ---
scienceclaw-retrieval 数据库检索 认知操作 ---
scienceclaw-summarization 文献总结 认知操作 ---
scienceclaw-verification 科学声明验证 认知操作 ---
scientific-classification 科学对象分类/模式检测 分类 ---
scientific-diagram-generation 科学图示生成 ---
scientific-manuscript 顶刊手稿撰写 写作 ---
scientific-problem-selection 科学选题辅助 选题 ---
scientific-retrieval 文献推荐 检索 ---
scientific-summarization 简化总结 总结 ---
science-communication 科学传播 沟通 ---
markdown-mermaid-writing markdown + Mermaid 图表写作 图文 ---
information-extraction 结构化实体/关系抽取 文本挖掘 ---
nlp-analysis NLP 分析 文本 ---
spacy-nlp spaCy 管道(NER/依存) 工业级 ---
nltk-linguistics NLTK 语料分析 教学 ---
data-pipeline 数据管线/ETL 集成 ---
data-transform 清洗/变换/重塑 预处理 ---
knowledge-discovery 知识图谱构建 发现 ---
knowledge-synthesis 多源合并综合 综合 ---
creative-thinking-for-research 认知科学创意框架 创新 ---
academic-literature-search 学术文献检索 检索 ---
research-literature 生物医学证据综合(PubMed+证据分级) 临床决策支持 ---
lit-synthesizer PubMed/bioRxiv 检索+LLM 总结+引文图+综述章节 综述 ---
asreview-screening 系统综述主动学习筛文 减人工 不用于检索
search-strategy 查询分解与多源搜索编排 检索策略 ---
parallel-web Parallel Chat/Extract API 搜索+深度研究 综合摘要+引用 需 key
research-lookup Perplexity Sonar 研究查询(OpenRouter) 自动选模 需 key
perplexity-search Perplexity AI 搜索 实时 需 key
tavily Tavily 搜索(LLM 优化) 干净结构化 需 key
multi-search-engine 16 引擎(7 中文+9 全球) 安全领域 ---

3.6 生活 / 硬件 / 通讯 CLI 族

技能 用途/场景 优势 边界
1password 1Password CLI(op) 密码管理 需安装
healthcheck 主机安全加固 风险配置 ---
session-logs 用 jq 检索分析自身会话日志 复盘素材 ---
model-usage CodexBar 成本/用量统计 成本 需 CodexBar
mcporter MCP 服务器管理/调用 HTTP/stdio ---
oracle oracle CLI 最佳实践 提示词+文件打包 需安装
slack Slack 控制(消息/频道) 协作 授权
discord Discord 操作 协作 授权
imsg iMessage/SMS CLI macOS 需 Messages
wacli WhatsApp 消息/历史同步 通讯 非日常聊天
bluebubbles 通过 BlueBubbles 发 iMessage 桥接 需服务
voice-call 语音通话(插件) 通话 需插件
sag ElevenLabs TTS(mac 风) 语音 需 key
sherpa-onnx-tts 本地离线 TTS 无网络 ---
openai-whisper 本地语音转写 离线 ---
openai-whisper-api Whisper API 转写 云端 需 key
eightctl 控制 Eight Sleep 床垫(温度/闹钟) 睡眠 需设备
blucli BluOS 音响控制 播放/分组 需设备
sonoscli Sonos 音响控制 播放 需设备
spotify-player Spotify 终端播放/搜索 音乐 需账户
things-mac Things 3 任务管理(macOS) GTD 需 Things
trello Trello 看板管理 看板 授权
tmux tmux 远程会话控制 交互 CLI ---
camsnap RTSP/ONVIF 摄像头抓帧/剪辑 安防 需摄像头
goplaces Google Places API 查询 地点/评论 需 key
gifgrep GIF 搜索/下载/取帧 动图 ---
ordercli Foodora 外卖订单查询 生活 需账户
canvas 多端显示 HTML(Mac/iOS/Android) 演示 需节点
peekaboo macOS UI 自动化 CLI 界面操作 macOS
bear-notes Bear 笔记(grizzly CLI) 笔记 macOS
open-notebook 自托管 NotebookLM(研究笔记本) 多源摄入 需部署
nano-banana-pro Gemini 3 Pro Image 生图/改图 图像 需 key
census-data 美国人口普查数据 API 人口数据 ---
healthcheck 主机安全加固 --- ---

四、思维方法论与决策层(bmad-migrated,54)

定位 :不产出文档,产出「更好的思考」。每个都是一套结构化思维协议。

通用边界 :需要一个明确的问题/目标且要结构化推理;通用优势:把发散思考收敛为可追溯的论证。

技能 用途/场景 潜力要点
第一性推理 first-principles-thinking 拆解到本质再向上推理 分析技术决策前先跑
occams-razor 用最简单解释 拒绝过度拟合
planning-based-reasoning 目标导向规划 复杂任务分解
socratic-questioning 六类苏格拉底追问 深度思辨
five-whys-analysis 迭代根因分析 问题溯源
feynman-technique 简单语言教学验证理解 概念掌握自检
thread-of-thoughts 混沌语境切分为系统片段 信息过载时
reverse-engineering 逆向提取设计原理 竞品/系统研究
多视角对抗 red-blue-team 红蓝对抗 重大选型前
debate-club 结构化辩论 观点碰撞
critical-perspective-challenge 魔鬼代言人挑战假设 防盲区
good-cop-bad-cop 谈判双人策略 商务
cross-pollination 跨领域移植 创新
stakeholder-roundtable 多方圆桌 利益协调
time-traveler-committee 时间旅行视角推演 战略
what-if-scenarios 反事实推演 决策备选
trolley-problem-variants 伦理困境探索 价值观
user-persona-focus-group 用户画像焦点组 需求洞察
relay-brainstorming 接力文字脑暴 创意
random-stimulus 随机刺激破惯性 卡壳时
决策与风险 pre-mortem-analysis 事前验尸找风险 项目启动前
risk-identification 系统性风险识别 全类别
fmea-analysis 失效模式与影响分析 医疗/工程
comparative-analysis-matrix 加权多维度对比矩阵 工具选型
digital-twin-stress-testing 数字孪生压力测试 系统韧性
multi-source-data-reconciliation 多源数据对账 数据可信
life-safety-ethics-audit 应急安全伦理审计 生命攸关系统
复盘与学习 lessons-learned-extraction 经验教训提取 项目复盘
rearview-mirror-reflection 后视镜复盘 经验学习
active-recall-testing 主动回忆强化 长期记忆
mentor-apprentice 师徒带教 技能传承
explain-reasoning-process 外显推理 可审计
self-consistency-verification 多重采样自洽校验 结论稳健
表达与说服 shark-tank-pitch 路演打磨 交付前自检
thesis-defense-simulation 答辩模拟 答辩准备
expert-panel 德尔菲专家团 多专家综合
meta-prompting 反思自身提示策略 提示优化
audience-adaptive-communication 受众自适应沟通 沟通
architecture-decision-records 架构决策记录 技术债治理
专业审计 security-audit-profile 安全审计(多维) 上线前
chaos-monkey-testing 混沌注入容错 韧性验证
code-review-baptism 代码评审洗礼 质量
performance-profiling-experts 全栈性能画像 优化
flood-four-pre-audit 防汛四预闭环审计 应急
cross-functional-war-room 跨职能作战室 危机响应
其余 algorithm-olympiad 竞赛编程训练 算法
customer-service-roleplay 客服角色扮演训练 服务
graph-of-thoughts 思维图 复杂推理
tree-of-thoughts 思维树 规划
comparative-analysis-matrix 对比矩阵 同上
yes-and-improv Yes-And 即兴 协作氛围

⚠️ 提示:bmad 里存在少量功能重叠(如 tree-of-thoughts / graph-of-thoughts / thread-of-thoughts),按场景选型即可。


五、生产力与办公层

5.1 文档 / 合同 / 专利 / 公文

技能 用途/场景 优势 边界
minimax-docx 专业 Word 文档(OpenXML .NET)三管线:新建/填充编辑/模板+ XSD 校验 企业级格式 需 .NET
docx Word 文档创建/读取/编辑/模板 通用 ---
powerpoint PPT 创建/读取/编辑 通用 ---
xlsx Excel 创建/读取/编辑(公式/图表) 通用 ---
pdf PDF 创建/读取/合并/填表/加密 通用 ---
nano-pdf 自然语言编辑现有 PDF 文字 快捷 复杂版式退化
ocr-and-documents PDF/扫描件文字提取(pymupdf/marker) 高精度 大文件慢
hetongzhushou 合同审查/起草/条款分析/风险识别/修改建议 快速审 ---
contract-review 全类型合同(买卖/租赁/技术/知识产权/保理等 30+)Track Changes 修订 覆盖面最全 ---
合同审查 合同风险/义务/关键条款分析,严重性评级风险报告 结构化 ---
checking-cn-patent-format 多 Agent 并行审查中国专利申请文件,生成带修订追踪+批注 docx 并行审 仅 .docx/.doc
patent-disclosure-skill 专利点挖掘+交底书(发明/实用/外观)+政策嗅探+审查答复 中国专利全流程 ---
official-doc-writer 党政公文(通知/报告/请示/函),GB/T 9704-2012 合规格式 ---
official-document-generator 体制内材料(会议纪要/发言稿/工作汇报)自动排版+敏感词检查 体制内语言 ---
official-writing 公文格式规范+模板+技巧 模板库 ---

5.2 解决方案 / PPT / 个人系统

技能 用途/场景 优势 边界
pptx-generator JSON 驱动 11 类幻灯片、5 套配色、图表/表格/时间线 标准可编辑 PPTX ---
solution-ppt-generator-v3 标准解决方案框架面客 PPT 框架化 ---
guizang-ppt-skill 横向翻页网页 PPT(单 HTML),杂志风/瑞士风两种风格 发布会级 ---
nature-paper2ppt 论文→Nature 风中文汇报 PPT 学术汇报 ---
scientific-slides 科研演讲幻灯片 结构+模板 ---
wangdefa AI 需求引导:需求框架+工具推荐+飞书文档自动创建 需求工程 ---
opc-solution-generator 一个人产品研发部:情报采集→AI 处理→方案生成→知识沉淀 闭环 ---
baidu-famou-v1 生产排程/物流规划/工艺优化决策智能体 可验证可闭环 需领域数据
business-model-analyzer 商业模式画布 9 板块 + 逻辑四维 商业建模 ---
multi-personality-debate 五人格四轮结构化辩论(陈述→质询→收敛→裁判) 决策前碰撞 ---
meidaxia-perspective 6 心智模型结构化分析 复杂系统治理 仅可量化问题
multi-dimensional-analysis MECE 多维度分解 穷尽独立 ---
zero-one-two-three 道家第一性原理分发+数字分身变现闭环 知识资产化 概念性强
mibao-opcos 一人公司操作系统(秘书处/档案室/协作部/质检部) 全岗位制度 ---
ancientman-cn 中文超压缩通信(省约 75% token) 高效 触发词
create-psychological-counselor 心理疏导角色创建 心理 ---
personal-cabinet-system 个人档案系统 信息管理 ---

5.3 云办公与自动化

技能 用途/场景 优势 边界
google-workspace Gmail/日历/Drive/文档/表格(gws CLI) 全栈 授权
notion Notion 页面/数据库(ntn CLI) 协作 授权
airtable Airtable 记录 CRUD/筛选/upsert 数据库 授权
box Box 云文件/分享/搜索/元数据 存储 授权
maps OSM/OSRM 地理编码/POI/路线/时区 无 key ---
lexiang-knowledge-base 乐享知识库 MCP 企业知识 需配置
teams-meeting-pipeline Teams 会议摘要/回放/Graph 订阅 会议自动化 授权
meeting-action-items 会议笔记→带引用的决策/责任人/工单 跟进 ---
document-to-action-items 文档→义务/截止日/任务 合规跟踪 ---
weekly-review-planning 周清点:承诺/停滞/下周计划 复盘 ---
session-librarian 会话归档/重命名/修剪 会话治理 ---
product-price-monitor 商品/航班/列表价格监控+目标告警 省钱 需目标
petdex Hermes 桌面宠物 趣味 ---

5.4 prjmail 专项(政企 / 应急)

技能 用途/场景 优势 边界
9layer-framework-audit 9 层框架文档 150 项质量检查 + 5 维成熟度量化 规范化审计 ---
framework-migrator 9 层框架跨领域迁移(适配/模板/一致性) 复制框架 ---
snow-disaster-assess 新疆雪灾等级/融雪洪水/灾损评估 应急 新疆场景
sandbox-quantum-ai 量子+AI 应急(预测/安全通信/传感) 前沿 ---
project-management 端到端项目管理(sprint/看板/路线图) 全流程 ---
long-task-harness 长程任务框架(拆解/DAG/L1-L5 验证/失败恢复/资源预算) 跨 session ---
prompt-engineering 提示词模式与评估 工程化 ---
ai-agent-building 生产级 AI agent 开发(LangGraph/CrewAI/tools) 开发 ---
agent-reach AI 联网看全网 检索 ---
browser-use 浏览器自动化(表单/测试) Web 自动化 ---
research 多源 web 综合研究 研究 ---
competitor-intelligence 竞品分析/定位/功能对比 情报 ---
content-strategy 主题簇/支柱内容模型 内容 ---
copywriting 标题框架(PAS/AIDA/4U/BAB) 文案 ---
data-analytics SQL 查询/仪表盘 分析 ---
deep-research 企业级多源深度研究 研究 ---
ontology 类型化知识图谱记忆 结构化记忆 ---
web-design-guidelines UI 合规审查 前端 ---
vercel-react-best-practices React/Next 性能优化 前端 ---
remotion-best-practices Remotion 视频 视频 ---
self-improvement 经验学习与错误修正 进化 ---
proactive-agent-lite 主动式伙伴(轻量) 主动 ---
find-skills OpenClaw 技能搜索发现 技能市场 ---

六、创意与内容层(creative,29)

技能 用途/场景 优势 边界
claude-design 一次性 HTML 工件(落地页/演示/原型) 设计感 ---
sketch 一次性 HTML 草稿(2-3 变体对比) 快速对比 ---
popular-web-designs 54 套真实设计系统(Stripe/Linear/Vercel) 复刻级 ---
design-md Google DESIGN.md token 规范编写/验证/导出 设计系统化 ---
pretext DOM-free 文本排版浏览器演示 创意排版 ---
architecture-diagram 深色主题 SVG 架构/云/基础设施图 架构图 ---
excalidraw 手绘风 Excalidraw 图(架构/流程/时序) 手绘感 ---
p5js p5.js 生成艺术/着色器/交互 创意编码 ---
ascii-art ASCII 艺术(pyfiglet/cowsay/图像转) 复古 ---
ascii-video 视频/音频转彩色 ASCII MP4/GIF 炫技 ---
manim-video Manim CE 数学动画 3B1B 风格 需 FFmpeg
comfyui 扩散工作流生图/视频/音频 全功能 需权重
touchdesigner-mcp 通过 twozero MCP 控制 TouchDesigner 实时视觉 需软件
baoyu-infographic 21 布局 × 21 风格信息图 信息图 ---
guizang-ppt-skill 网页 PPT(杂志风/瑞士风) 发布会级 ---
songwriting-and-ai-music 写歌 + Suno AI 音乐提示词 音乐 ---
gif-search Tenor GIF 搜索下载 动图 ---
prompt-engineering-expert 提示词工程/自定义指令/优化 专家级 ---
prompt-alchemist 四元蒸馏框架(四位顶级提示词工程师) 方法论融合 ---
promptmaster 统一提示词生成(图/视频双模态) 多模态 ---
prompt-generator AI 图像提示词生成 绘画 ---
image-prompt-architect 结构化可复现生图提示词 规格书 ---
image-prompt-generator 五层拆解法图像提示词 风格预设 ---
ai-prompt-library-pro 1000+ Midjourney/SD 提示词模板 模板库 ---
seedance-prompt-zh 即梦 Seedance 2.0 视频提示词(@引用/运镜/卡点) 视频提示 ---
multi-search-engine 16 引擎检索(7 中文+9 全球) 检索弹性 ---
tavily LLM 优化搜索 结构化 需 key
humanizer 去 AI 味、加入真实声音 人味 ---
majia-prompt-translator-python 本地 AI 专家匹配召唤 场景化 ---

七、软件工程与系统层

7.1 软件工程(software-development,20)

技能 用途/场景 优势 边界
test-driven-development 红-绿-重构纪律 测试先行 ---
systematic-debugging 4 阶段根因调试(先理解再修) 治本 ---
spike 一次性验证实验 试错 ---
plan 写 .hermes/plans 计划文档(不执行) 规划 ---
spec-workflow-guide 中大型变更先需求/设计/任务 多模块 ---
requesting-code-review 预提交安全扫描/质量门/自动修复 安全 ---
simplify-code 4-agent 并行清理近期改动 精简 ---
hermes-dev-engineer Hermes 大型工程脚手架+子代理编排+TDD+技能进化 综合 ---
harness-engineering 长任务方法论(上下文工程/分离评估/多 session 交接) 大重构 ---
cogniexec 认知+执行双层操作码编排 思考执行 ---
automation-workflows 单人创业自动化工作流 提效 ---
反幻觉 先查后答/不知不言/事实与推论区分(六原则+五维自检+五级置信度) 防幻觉 不适于纯创作
hermes-agent-skill-authoring 编写 SKILL.md(frontmatter+结构) 规范 ---
skill-migration SKILL.md 跨 agent 迁移 迁移 ---
skillhub-skill Skillhub 技能市场搜索/安装/升级 技能商店 ---
skill-library-hygiene 审计技能库(重复/残桩/垃圾) 去重 ---
inspecting-hermes-desktop-dom CDP 读取 Hermes 桌面 DOM/CSS 调试 UI ---
node-inspect-debugger Node --inspect + CDP 调试 调试 ---
npm-install-hang-diagnosis npm install 卡死诊断 修复 ---
dogfood Web 应用探索式 QA(找 bug/证据/报告) 测试 ---

7.2 GitHub(7)

技能 用途/场景 优势 边界
github-auth HTTPS token/SSH key/gh 登录 认证 ---
github-repo-management 克隆/创建/fork/远程/发布 仓库 ---
github-issues Issue 创建/分诊/标签/指派 任务 ---
github-pr-workflow PR 生命周期(分支/提交/打开/CI/合并) 全流程 ---
github-issue-to-pr Issue 到验证过的 PR 闭环 ---
github-code-review PR 评审(diff/行内评论) 评审 ---
codebase-inspection pygount 代码库 LOC/语言统计 摸底 ---

7.3 MLOps / DevOps / Data-science(10)

技能 用途/场景 优势 边界
huggingface-hub HF 模型/数据集搜索下载上传 Hub 官方 ---
llama-cpp 本地 GGUF 推理 + 模型发现 本地部署 ---
weights-and-biases W&B 实验跟踪/注册表/仪表盘 实验管理 需账户
segment-anything-model SAM 零样本分割 分割 ---
windows-scientific-env Windows 科学 Python(torchdrug/rdkit)无 MSVC 构建 你的环境 ---
npm-dependency-resolution npm ERESOLVE/挂起/不完整树修复 依赖修复 ---
windows-app-stability-diagnosis Windows 桌面应用崩溃/黑屏诊断 稳定性 你验证过
windows-scientific-tooling Windows 科学 CLI 安装(conda/BLAST/MMseqs2) 工具链 ---
jupyter-live-kernel 实时 Jupyter 内核迭代 Python 交互 ---
scientific-python-windows Windows 科学 Python/PyTorch(无 MSVC) 环境 ---

八、通信 / 笔记 / 生活 / 杂项(9)

技能 用途/场景 优势 边界
himalaya IMAP/SMTP 终端邮件 全 CLI 需配置
email-inbox-triage 收件箱分诊:优先级/草稿安全回复 效率 ---
youtube-content YouTube 转写→总结/线程/博客 内容复用 ---
songsee 音频频谱/特征(mel/chroma/MFCC) 分析 ---
heartmula Suno 式歌曲生成(歌词+标签) 音乐 ---
gif-search GIF 搜索下载 动图 ---
obsidian Obsidian 笔记库读写/搜索/创建 双链笔记 ---
openhue 飞利浦 Hue 灯控(组/场景/亮度) 智能家居 需桥
yuanbao 腾讯元宝群组(@提及/查成员) 群管理 ---

编目完 · 572 个技能全部覆盖


Hermes 技能库 · 场景反向检索索引

用法 :按「我想做的事」查表 → 得到推荐技能(按优先级排列)→ 到《01_分类编目》看详情。

标注 ⚠️ 的技能需要额外配置(API key / 授权 / 安装),使用前确认。


A. 科研与药物研发

我想... 推荐技能(按优先级) 说明
查化合物生物活性 chembl-database → pubchem-database IC50/Ki 等活性 + 物化性质
查药物靶点/相互作用/审批 drugbank-database → opentargets-database 药物重定位起点
药物发现端到端(NL 一句话) drug-discovery-search ⚠️ ChEMBL+DrugBank+FDA 一站式,需 Valyu key
找可购化合物做虚拟筛选 zinc-database → pubchem-database 2.3 亿可购货源
分子对接 diffdock → rdkit(预处理) diffdock 在 conda 环境(CPU)
算分子描述符/指纹/类药性 rdkit → datamol → medchem Lipinski 过滤
分子表征进 ML 模型 molfeat → deepchem / torchdrug 100+ 表征器
训练分子活性预测模型 torchdrug → deepchem → pytdc 图神经网络,scienv GPU 可用
蛋白结构预测/查询 alphafold-database → protein-structure-prediction → esm 先查库再预测
蛋白互作网络 string-database → reactome-database PPI + 通路
代谢通路分析 kegg-database → reactome-database → cobrapy 通路+通量
查基因/变异/临床意义 gene-database → gnomad-database → clinvar-database → clinpgx-database 人群频率+临床意义
单细胞分析 scanpy → anndata → cellxgene-census → scvi-tools → pydeseq2 表达+批次校正+差异
代谢组/蛋白质组 hmdb-database → metabolomics-workbench → matchms → pyopenms 代谢物+质谱
靶点-疾病关联(重定位) opentargets-database → chembl-database 核心证据链
肿瘤突变分析 cosmic-database → clinvar-database 体细胞突变
同源序列搜索 protein-sequence-similarity-search(MMseqs2) 大规模
高通量虚拟筛选方案 drug-discovery-search ⚠️ + zinc + rdkit + diffdock 全链串联
假设生成与数据检验 hypogenic → hypothesis-generation → statistical-analysis 表格数据驱动
实验设计 design-of-experiments → algo-mfg-doe → fmea-analysis 析因/响应面
分子动力学模拟 molecular-dynamics(OpenMM,scienv 已装) 需 GPU

B. 医学 / 临床 / 医疗器械监管

我想... 推荐技能 说明
搭 ISO 13485 QMS 体系 iso-13485-certification 差距分析→体系文件全套
准备 FDA 510(k)/De Novo/PMA regulatory-affairs-head → regulatory-drafting 申报包+缺陷信答复
写临床报告/CSR clinical-reports CARE/ICH-E3/CSR/SOAP 全类型
生成循证治疗建议 clinical-decision-support → clinical-trial 队列分析+推荐报告
快速生成治疗计划 treatment-plans 3-4 页 LaTeX/PDF
临床试验设计/样本量 clinical-trial → statistical-analysis 统计设计
查临床试验登记 clinicaltrials-database 试验情报
查 FDA 药品/器械/不良事件 fda-database 监管真实世界
医疗器械申报合规写作 regulatory-drafting → official-writing 章节起草
医疗器械失效模式分析 fmea-analysis → pre-mortem-analysis 风险管理
医学问答 medical-qa → research-literature 知识问答+证据综合
病理切片分析 computational-pathology-agent → pathml → histolab WSI
医学影像读取 pydicom DICOM
基因报告解读 profile-report → clinvar-database 个体化
护理失禁监测 incontinence_alert_analysis 视觉 AI

C. 深度研究与情报

我想... 推荐技能 说明
深度行业报告(4 万字级) deep-research-team → multi-agent-researcher 你的主力引擎,7/10 角色
竞品分析 competitor-news-monitor + multi-agent-researcher + competitor-intelligence 监控+深挖
技术综述 deep-research-team → literature-review → lit-synthesizer 文献综述
市场分析 multi-agent-researcher → market-research-reports 50+ 页咨询级
研究可行性评估 deep-research-web → research 人机协同
查最新 AI 论文 arxiv-watcher → arxiv → arxiv-reader 每日摘要
监控博客/RSS blogwatcher blogwatcher-cli
绕过付费墙取全文 blocked-page-recovery 降级恢复
查预测市场 polymarket 另类信号
中文学术文献下载 global-biblio-base 8 千万中文期刊
引文/文献元数据 openalex-database → crossref-search → semantic-scholar 引文分析
证据分级与临床决策 research-literature PubMed+分级
系统综述筛文 asreview-screening 主动学习减人工
多源综合检索 multi-search-engine → search-strategy → parallel-web ⚠️ 16 引擎

D. 论文写作与顶刊

我想... 推荐技能 说明
论文选题/构思 scout → idea → scientific-problem-selection deepscientier 起点
中文人文论文全流程 chinese-academic-writing 绝不编造文献
统计课程论文 academic-paper-generator Word 出稿
哈佛格式论文 harvard-paper-zh docx 一键
3D 视觉论文 cg-paper-writing CVPR/SIGGRAPH
论文润色(去 AI 味) sci-paper-three-pass → paper-revision-sop → academic-natural-rewrite 三刀方法论
降重+去 AI 味出 Word paper-polisher → papercash → paper-polish 一站式
审稿意见修改闭环 paper-revision-sop → rebuttal 意见→修改→答复
论文预审(desk reject 预筛) academic-pre-review-committee → paper-review-methodology 五审稿人
参考文献真伪核验 reference-verification → citation-manager 防编造
引用格式化 citation-manager → academic-reference-enhancer → paper-reference-formatter GB/T/APA/MLA
Nature 级图 nature-figure → paper-plot → scientific-visualization 投稿级
Nature 级英语润色 nature-polishing Academic Phrasebank
数据可用性声明 nature-data FAIR 元数据
论文转汇报 PPT nature-paper2ppt → scientific-slides 组会/答辩
审稿答复信 rebuttal 持久答复
论文答辩模拟 thesis-defense-simulation 答辩准备

E. 多智能体编排与协作

我想... 推荐技能 说明
编排多智能体团队 delegate-task-teams → agent-team-orchestration 主编 lead、成员走 context
组建开发团队 klaus-team 7 角色积木
企业级长文档团队 openspec-doc-team(+ researcher/generator/auditor) 6 阶段流水线
团队角色/生命周期/质量门 agent-team-orchestration inbox→spec→build→review→done
同事方法论资产化 create-colleague 聊天/文档→技能
合并冲突裁决 merge-reconciler 中立第三方
快速多 agent 研究 deep-research-team / multi-agent-researcher / research-paper-orchestrator 见 C 节

F. 记忆与自我进化

我想... 推荐技能 说明
跨会话持久记忆 agent-memory → context-memory → soul-archive 三选一/组合
防止上下文溢出 context-memory-manager 水位监控+压缩
每日自动复盘 self-review-pro(cron 22:00) 方法论提炼
让 AI 越用越懂我 heartflow → self-evolving-loop → lobster-self-iteration 主力三件套
任务后自动改进 self-evolving 反思+改写指令
能力自主进化 capability-evolver → Evolution Engine → adaptive-skill-stack 协议约束
用户纠错时重析意图 self-correction 触发词驱动
主动推送/预判需求 proactive-agent → proactive-agent-lite WAL 协议
数字灵魂/人格克隆 soul-archive → possession 人格资产

G. 决策与思维方法论

我想... 推荐技能 说明
重大选型前批判性分析 red-blue-team + pre-mortem-analysis + comparative-analysis-matrix 反面论证+边界条件
根因分析 five-whys-analysis → systematic-debugging 溯源
第一性原理拆解 first-principles-thinking → planning-based-reasoning 本质推理
风险识别 risk-identification → fmea-analysis → pre-mortem-analysis 全类别
多方案加权对比 comparative-analysis-matrix 定量决策
多方观点碰撞 debate-club → multi-personality-debate → expert-panel 结构化辩论
挑战自己假设 critical-perspective-challenge → red-blue-team 魔鬼代言人
项目复盘 lessons-learned-extraction → rearview-mirror-reflection 经验沉淀
向非专业解释 feynman-technique → audience-adaptive-communication 简化沟通
系统上线前验证韧性 chaos-monkey-testing → security-audit-profile 混沌+安全
架构决策记录 architecture-decision-records 技术债治理
防 AI 幻觉 反幻觉 先查后答/置信度

H. 文档 / 合同 / 专利 / 公文

我想... 推荐技能 说明
写专业 Word 文档 minimax-docx → docx OpenXML 三管线
审合同 contract-review → hetongzhushou → 合同审查 全类型 Track Changes
专利点挖掘/交底书 patent-disclosure-skill 发明/实用/外观
中国专利申请文件审查 checking-cn-patent-format 多 Agent+批注 docx
专利检索 patents-search ⚠️ → uspto-database 需 Valyu key
党政公文 official-doc-writer → official-document-generator → official-writing GB/T 9704
会议纪要/发言稿 official-document-generator 体制内排版
OCR 提取文字 ocr-and-documents → markitdown PDF/扫描件
自然语言改 PDF nano-pdf 快速编辑
会议笔记→行动项 meeting-action-items → document-to-action-items 带引用
周复盘清点 weekly-review-planning 承诺/停滞/下周

I. PPT / 演示 / 可视化

我想... 推荐技能 说明
标准面客方案 PPT solution-ppt-generator-v3 → pptx-generator 框架化
发布会级网页 PPT guizang-ppt-skill 杂志风/瑞士风
科研汇报 PPT scientific-slides → nature-paper2ppt 学术
论文配图 academic-figures → paper-plot → nature-figure 14 种图表
信息图 baoyu-infographic 21×21
架构图 architecture-diagram → excalidraw SVG/手绘
数据提取(从老图) data-extractor 26+ 图型
交互可视化 plotly hover 交互

J. 软件工程与开发

我想... 推荐技能 说明
TDD 开发 test-driven-development 红绿重构
大重构/长任务 harness-engineering → long-task-harness → hermes-dev-engineer 多 session
需求→设计→任务 spec-workflow-guide 中大型变更
计划文档 plan .hermes/plans
验证想法 spike 一次性实验
调试根因 systematic-debugging → node-inspect-debugger 先理解再修
预提交代码审查 requesting-code-review 安全扫描
代码简化 simplify-code 4-agent 并行
写技术文档 documentation API/架构/runbook
Web 应用 QA dogfood → browser-use → Playwright 找 bug
构建 AI Agent 应用 ai-agent-building(LangGraph/CrewAI) 生产级
npm 卡死修复 npm-install-hang-diagnosis → npm-dependency-resolution ERESOLVE
技能去重清理 skill-library-hygiene 审计 500+ 库
技能迁移/编写 skill-migration / hermes-agent-skill-authoring ---

K. GitHub

我想... 推荐技能 说明
PR 全流程 github-pr-workflow 分支→合并
Issue→PR 闭环 github-issue-to-pr 带 CI 状态
代码评审 github-code-review diff+行内
仓库管理 github-repo-management 克隆/发布
认证配置 github-auth token/SSH

L. 数据 / 统计 / 计算环境

我想... 推荐技能 说明
大数据处理 polars → dask → vaex → zarr-python 按规模选
统计检验 statistical-analysis → statsmodels 检验选择引导
贝叶斯建模 pymc-bayesian-modeling 分层模型
生存分析 scikit-survival 医学
机器学习 scikit-learn → shap → umap-learn 建模+解释
符号数学 sympy → math-computation 精确推导
数值方法选型 numerical-integration → numerical-stability → linear-solvers → nonlinear-solvers 仿真
性能分析 performance-profiling → performance-profiling-experts 瓶颈定位
任务前资源探测 get-available-resources CPU/GPU/内存
科学 Python 环境搭建 scientific-python-windows → windows-scientific-env → windows-scientific-tooling 你的 RTX 5090
Jupyter 迭代 jupyter-live-kernel 实时内核

M. 检索与信息获取

我想... 推荐技能 说明
综合 web 搜索 multi-search-engine → parallel-web ⚠️ → tavily ⚠️ → perplexity-search ⚠️ 多引擎弹性
深度研究检索 deep-research-team / research-lookup ⚠️ Sonar 推理
学术检索 pubmed-database → semantic-scholar → openalex-database 医学/跨学科
网页内容提取 web_extract → browser-use → blocked-page-recovery 多通道

N. 创意与内容

我想... 推荐技能 说明
落地页/原型 claude-design → sketch → popular-web-designs 设计系统复刻
生图提示词 promptmaster → image-prompt-architect → ai-prompt-library-pro 多模态
视频提示词(Seedance) seedance-prompt-zh 运镜/卡点
提示词优化 prompt-alchemist → prompt-engineering-expert 四元蒸馏
生成艺术 p5js → ascii-art → ascii-video 创意编码
数学动画 manim-video 3B1B 风
音乐生成 heartmula → songwriting-and-ai-music Suno 式
去 AI 味文案 humanizer 真实声音

O. 生活自动化与工具

我想... 推荐技能 说明
终端收发邮件 himalaya → email-inbox-triage IMAP/SMTP
YouTube 内容复用 youtube-content 转写→总结
Obsidian 笔记 obsidian 双链库
智能灯控 openhue Hue
睡眠床垫控制 eightctl Eight Sleep
音响控制 blucli → sonoscli → spotify-player BluOS/Sonos/Spotify
摄像头抓帧 camsnap RTSP/ONVIF
TTS 语音 sag ⚠️ → sherpa-onnx-tts 云/本地
语音转写 openai-whisper → openai-whisper-api ⚠️ 本地/云
群管理(元宝) yuanbao @提及/查成员
价格监控 product-price-monitor 目标告警
会话归档 session-librarian 修剪会话

反向索引完 · 按「我要做什么」即可定位到技能


附录 A:全量字母序速查表(572 个技能 A--Z)

按技能名字母/拼音排序。用途栏为官方描述精简版,完整说明见《01_分类编目》。

# 技能 分类 用途(摘要)
1 1password scienceclaw-migrated Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (
2 9layer-framework-audit prjmail-migrated 自动化审计 9 层层级逻辑链框架文档的完整性、一致性、规范性和成熟度,提供 5 维度成熟度量化评估与 150 项质量检查。
3 academic-deep-research research Transparent, rigorous research with full methodology --- not a black-box API wrapper. Conducts exhaustive invest
4 academic-figures research Academic-figures 论文配图一键生成:别再为返工改图发愁。一条命令生成顶刊级论文配图: 14种图表(柱状/散点/热力/森林/KM/ROC/ 小提琴/组合/流程...)、7套配色(含Okabe-Ito色盲安全)、
5 academic-literature-search scienceclaw-migrated Use this skill when the user asks to search for academic papers, retrieve literature, generate citations, form
6 academic-natural-rewrite research Use this skill when the user provides Chinese thesis or academic writing and asks for deep polishing, restruct
7 academic-paper-assistant research 专业的学术论文写作助手。当用户要求撰写、修改、润色学术论文,或需要论文结构规划、参考文献整理、学术用语规范化、查重检测等支持时使用。触发短语包括:"写论文"、"润色论文"、"修改论文"、"论文结构"、"参考文献格式"、"
8 academic-paper-generator research 根据论文提纲生成完整学术论文(Word格式),含数据分析、图表、公式。 适用于统计学/计量经济学/数据分析类课程论文。触发词:论文提纲、写论文、 生成论文、统计学论文、数据分析报告、课程论文。 ⚠️ 定性案例论文请用 c
9 academic-polish research 学术文本润色:去口语化、优化逻辑、保持术语不变、中英互译、输出修改对照。
10 academic-pre-review-committee research 由五位资深审稿人组成的"学术预审委员会",根据用户需求调度对应的审稿人角色进行论文审查。支持全面审稿(依次调度全部五个角色)和指定维度审稿。触发关键词:审稿、预审、论文审查、理论贡献、方法论、文献对话、逻辑链条、主编预筛
11 academic-reference-enhancer research Add, verify, format, and insert academic references for papers, thesis chapters, technical reports, stage repo
12 active-recall-testing bmad-migrated Strengthen long-term memory through active retrieval practice rather than passive re-reading
13 adaptive-skill-stack autonomous-ai-agents 自适应技能叠加技能------一个能够根据用户需求实时演化的元技能。每次使用时自动分析需求,叠加已有能力或构建全新能力实例,完成任务后将新获能力写入参考文件实现持续进化。此技能自身SKILL.md永不修改,但可自由改写自身的参考
14 adaptyv openclaw-migrated Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needin
15 advanced-rubber-duck bmad-migrated Apply structured rubber duck debugging with cognitive perspective switching to identify and resolve complex pr
16 aeon openclaw-migrated This skill should be used for time series machine learning tasks including classification, regression, cluster
17 agent-browser autonomous-ai-agents Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating
18 agent-deep-research research Async deep research via Gemini Interactions API (no Gemini CLI dependency). RAG-ground queries on local files
19 agent-memory autonomous-ai-agents AgentMemory:AI 智能体的持久记忆系统。跨会话记住事实、从经验中学习、追踪实体。当用户需要持久化记忆、跨会话上下文、经验学习时使用。
20 agent-reach prjmail-migrated Give your AI agent eyes to see the entire internet. Search and read 16 platforms: Twitter/X, Reddit, YouTube,
21 agent-skill-migration autonomous-ai-agents Use when importing skills from other agents into Hermes.
22 agent-team-orchestration autonomous-ai-agents Orchestrate multi-agent teams with defined roles, task lifecycles, handoff protocols, and review workflows. Us
23 ai-agent-building prjmail-migrated Production AI agent development --- LangGraph, CrewAI, tool design, memory, RAG pipelines, multi-agent patterns,
24 ai-prompt-library-pro creative AI 绘画提示词库,包含 1000+ 高质量 Midjourney/Stable Diffusion 提示词模板,覆盖人像、风景、产品、插画等场景。
25 airtable productivity Airtable REST API via curl. Records CRUD, filters, upserts.
26 algo-mfg-doe openclaw-migrated Design and analyze factorial experiments to identify significant process factors and optimize settings. Use th
27 algorithm-olympiad bmad-migrated Facilitate competitive programming exercises for team skill development in algorithmic thinking and coding pro
28 alphafold-database openclaw-migrated Access AlphaFold 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF
29 analysis-campaign codex-migrated Use when a quest needs one or more follow-up runs such as ablations, robustness checks, error analysis, or fai
30 ancientman-cn productivity 中文超压缩通信模式。通过像古代人一样简洁回应,将令牌使用量减少约75%,同时保持完整技术准确性。针对中文大模型(豆包、DeepSeek、千问等)进行专门优化,适配中文语言特点和不同大模型风格。新增古风小生模式,使用文言文
31 anndata openclaw-migrated Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integratin
32 arboreto openclaw-migrated Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3).
33 architecture-decision-records bmad-migrated Document architectural decisions with context, rationale, and consequences for traceability and organizational
34 architecture-diagram creative Dark-themed SVG architecture/cloud/infra diagrams as HTML.
35 arxiv research Search arXiv papers by keyword, author, category, or ID.
36 arxiv-reader research 利用python,指定某个arxiv_id/url, 基于 LLM Agent 对这篇arxiv论文进行分类与深度阅读,直接print打印阅读笔记
37 arxiv-watcher research Search and summarize papers from ArXiv. Use when the user asks for the latest research, specific topics on ArX
38 ascii-art creative ASCII art: pyfiglet, cowsay, boxes, image-to-ascii.
39 ascii-video creative ASCII video: convert video/audio to colored ASCII MP4/GIF.
40 asreview-screening scienceclaw-migrated Screen papers for systematic reviews using ASReview active learning. Use when: user has a large set of papers
41 astronomy-cosmology scienceclaw-migrated Analyzes astronomical observations and cosmological models including telescope data processing, celestial mech
42 astropy openclaw-migrated Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astro
43 audience-adaptive-communication bmad-migrated Adapt communication style, depth, and terminology based on audience analysis for effective knowledge transfer
44 automation-workflows software-development Design and implement automation workflows to save time and scale operations as a solopreneur. Use when identif
45 autoresearch research Run Karpathy-style autoresearch optimization on any content. Generates 50+ variants, scores with a 5-expert si
46 baidu-famou-v1 productivity 能验证、能闭环的决策智能体------生产排程/物流规划/工艺优化三大场景,企业级记忆系统
47 baoyu-infographic creative Infographics: 21 layouts x 21 styles (信息图, 可视化).
48 baseline codex-migrated Use when a quest needs to attach, import, reproduce, repair, verify, compare, or publish a baseline and its me
49 bear-notes scienceclaw-migrated Create, search, and manage Bear notes via grizzly CLI.
50 benchling-integration openclaw-migrated Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API
51 biopython openclaw-migrated Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phyl
52 biorxiv-database openclaw-migrated Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences pr
53 bioservices openclaw-migrated Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG,
54 blocked-page-recovery research Recover blocked/paywalled/WAF'd pages via fallbacks.
55 blogwatcher research Monitor blogs and RSS/Atom feeds via blogwatcher-cli tool.
56 blucli scienceclaw-migrated BluOS CLI (blu) for discovery, playback, grouping, and volume.
57 bluebubbles scienceclaw-migrated Use when you need to send or manage iMessages via BlueBubbles (recommended iMessage integration). Calls go thr
58 box productivity Box manages cloud files, sharing, search, and metadata.
59 brenda-database openclaw-migrated Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organi
60 browser-use prjmail-migrated Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the u
61 business-model-analyzer productivity 基于SKILL框架的商业模式分析工具,帮助用户系统性地研究和构建商业模式。整合商业模式画布9大板块、逻辑四维与深化三维研究视角、产业链定位、文化主张与认知解决四大模块。适用于商业分析、BP撰写、战略规划、投资决策等场景。
62 camsnap scienceclaw-migrated Capture frames or clips from RTSP/ONVIF cameras.
63 canvas scienceclaw-migrated Display HTML content on connected OpenClaw nodes (Mac/iOS/Android) via the canvas host --- present, navigate, sn
64 capability-evolver autonomous-ai-agents A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-
65 cellxgene-census openclaw-migrated Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, di
66 census-data scienceclaw-migrated US Census Bureau data via API. Use when: user asks about US demographics, population, housing, or economic dat
67 cg-paper-writing research Academic paper writing for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, p
68 chaos-monkey-testing bmad-migrated Inject controlled failures into production systems to test resilience and recovery capabilities through chaos
69 checking-cn-patent-format productivity 使用多Agent并行架构审查中国专利申请文件(.docx/.doc),生成带修订追踪和批注的docx副本。当用户要求检查、审查、审阅或校对中国专利申请文件(.docx/.doc)时使用,尤其是用户明确要求使用多Agent
70 chembl-database openclaw-migrated Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve b
71 chemistry scienceclaw-migrated Computational chemistry, cheminformatics, and drug discovery workflows.
72 chemistry-tools scienceclaw-migrated Computational chemistry tools including molecular structure, chemical reactions, thermodynamics, spectroscopy
73 chinese-academic-writing research 中文学术论文写作全流程助手,覆盖选题构思、大纲规划、开题报告、文献综述、分章写作、引用管理、语言润色到投稿自检。特别适用于中文研究、历史学、哲学、文学等人文学科论文写作。内建《中国文哲研究集刊》等学术引用规范,支持脚注与
74 cirq openclaw-migrated Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circu
75 citation-management openclaw-migrated Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract
76 citation-manager research Add real references and standardize citations for research papers and theses. Supports CrossRef integration, m
77 claude-code autonomous-ai-agents Delegate coding to Claude Code CLI (features, PRs).
78 claude-design creative Design one-off HTML artifacts (landing, deck, prototype).
79 clawhub scienceclaw-migrated Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need t
80 clinical-decision-support openclaw-migrated Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research setti
81 clinical-reports openclaw-migrated Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/p
82 clinical-trial scienceclaw-migrated Designs and analyzes clinical trials including sample size calculation, randomization schemes, endpoint select
83 clinicaltrials-database openclaw-migrated Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve tr
84 clinpgx-database openclaw-migrated Access ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, a
85 clinvar-database openclaw-migrated Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classif
86 cobrapy openclaw-migrated Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems
87 code-execution scienceclaw-migrated Execute scientific Python code for computation, data analysis, simulation, and verification. Use when: (1) run
88 code-review-baptism bmad-migrated Conduct systematic code review processes to identify defects, improve code quality, and facilitate knowledge s
89 code-science scienceclaw-migrated Scientific programming best practices including reproducible research, computational notebooks, version contro
90 codebase-inspection github Inspect codebases w/ pygount: LOC, languages, ratios.
91 codex autonomous-ai-agents Delegate coding to OpenAI Codex CLI (features, PRs).
92 coding-agent scienceclaw-migrated Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creat
93 cogniexec software-development 认知执行技能 --- 整合认知套件与执行框架两大能力层,并配备编排引擎。 认知层:四种思维操作码(直用/改进/迁移/构建)覆盖所有思考任务; 执行层:大语言模型 + 命令执行工具,自动化代码生成与脚本执行; 编排引擎:将所有
94 comfyui creative Generate images, video, and audio via diffusion workflows.
95 comparative-analysis-matrix bmad-migrated Evaluate multiple options through weighted multi-dimensional comparison matrices for structured decision-makin
96 competitor-intelligence prjmail-migrated Competitive analysis frameworks, market positioning, feature comparison matrices, and win/loss analysis for st
97 competitor-news-monitor research Watch named companies for material news; cited digests.
98 computational-pathology-agent scienceclaw-migrated Analyze Whole Slide Images (WSI) for digital pathology --- tissue detection, tiling into patches, nuclei segment
99 computer-use autonomous-ai-agents Drive the desktop in the background without stealing focus.
100 content-strategy prjmail-migrated Topic clusters, pillar/cluster model, content scoring matrix, editorial calendar template, gap analysis workfl
101 context-memory autonomous-ai-agents 解决AI记忆混乱问题------"今天讲明天忘"。通过文件系统和规则流程实现持久记忆,确保新任务开始时自动回顾上下文,而不是靠"想"。核心机制:任务开始判断→读取记忆→执行→保存。适用于频繁切换话题或任务的AI协作场景。
102 context-memory-manager autonomous-ai-agents Agent 上下文记忆管理。每次被唤醒时自动检查 session 上下文使用率, 超过阈值时保存完整对话并提炼记忆。支持每日定时复盘已有记忆、 合并冗余、防止遗忘。 使用场景:(1) 自动监控上下文使用率 (2) 超阈值
103 contract-review productivity 合同智囊:合同审核、合同审查、合同修改、合同修订、合同风险识别、 合同模板对比、合同条款补充、合同起草、合同起草修改、 合同条款检查、合同合规审查、合同合法性审核、 合同Track Changes修订、Word修订模式、
104 convergence-study scienceclaw-migrated Spatial and temporal convergence analysis with Richardson extrapolation and Grid Convergence Index (GCI) for s
105 copernicus-climate scienceclaw-migrated Access Copernicus Climate Data Store (CDS) for ERA5 reanalysis, climate projections, and satellite observation
106 copywriting prjmail-migrated Headline frameworks (PAS/AIDA/4U/BAB), page-by-page playbooks, CTA optimization, voice calibration, and before
107 cosmic-database openclaw-migrated Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, ge
108 create-colleague autonomous-ai-agents Use when turning a coworker's chats, docs, emails, and notes into a reusable AI skill that captures work metho
109 create-psychological-counselor productivity ---
110 creative-thinking-for-research scienceclaw-migrated Applies cognitive science frameworks for creative thinking to CS and AI research ideation. Use when seeking ge
111 critical-perspective-challenge bmad-migrated Challenge assumptions and proposals through devil's advocate questioning to overcome groupthink and identify w
112 critique-and-refine bmad-migrated Provide constructive criticism using structured feedback frameworks to balance critique with improvement guida
113 cross-functional-war-room bmad-migrated Establish rapid-response cross-functional war rooms for agile collaboration, information sharing, and fast dec
114 cross-pollination bmad-migrated Combine knowledge, technologies, and methods from different domains to create breakthrough innovations
115 crossref-search scienceclaw-migrated Academic metadata search via CrossRef API. Use when: user needs DOI resolution, citation counts, journal metad
116 customer-service-roleplay bmad-migrated Conduct role-playing scenarios for customer service training through immersive experience and skill internaliz
117 dask openclaw-migrated Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/N
118 data-analytics prjmail-migrated Data analysis workflows, SQL query patterns, dashboard design, KPI frameworks, and data storytelling for busin
119 data-extractor scienceclaw-migrated Extract numerical data from scientific figure images using Claude vision + OpenCV calibration. Supports 26+ pl
120 data-pipeline openclaw-migrated Data pipeline and ETL automation - extract, transform, load workflows for data integration and analytics
121 data-transform scienceclaw-migrated Transform, clean, reshape, and preprocess data using pandas and numpy. Works with ANY LLM provider (GPT, Gemin
122 data-visualization-biomedical scienceclaw-migrated Publication-quality visualizations for biomedical and genomics data --- volcano plots, clustered heatmaps, UMAP,
123 data-visualization-expert scienceclaw-migrated Generate insightful, publication-quality visualizations from raw tabular data (CSV/JSON/Excel) --- clean, style,
124 data-viz-plots scienceclaw-migrated Create publication-quality plots and visualizations using matplotlib and seaborn. Works with ANY LLM provider
125 datacommons-client openclaw-migrated Work with Data Commons, a platform providing programmatic access to public statistical data from global source
126 datamol openclaw-migrated Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug dis
127 dblp-search scienceclaw-migrated Computer science bibliography via DBLP API. Use when: user asks about CS publications, author publication list
128 debate-club bmad-migrated Facilitate structured debate sessions where opposing viewpoints are argued to reach higher-level truth through
129 decision codex-migrated Use when the quest needs an explicit go, stop, branch, reuse-baseline, write, finalize, reset, or user-decisio
130 deep-research prjmail-migrated Conduct enterprise-grade research with multi-source synthesis, citation tracking, and verification. Use when u
131 deep-research-swarm scienceclaw-migrated Multi-agent parallel literature research --- fan out search tasks, synthesize evidence, verify citations, and pr
132 deep-research-team research Use when 需要深度研究/行业报告/竞品分析/技术综述。7角色5阶段多智能体团队(delegate_task驱动):初调→大纲→逐章调研-审稿-修订循环→报告框架→整本审校发布,带证据分级、声明核查账本、研究方法章
133 deep-research-web research Structured deep research workflow with human-in-the-loop control. Use /research to generate research outline,
134 deepchem openclaw-migrated Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) wi
135 deeptools openclaw-migrated NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, p
136 delegate-task-teams autonomous-ai-agents Use when 用 delegate_task 编排多智能体团队。主编当 lead、成员走 context。
137 denario openclaw-migrated Multiagent AI system for scientific research assistance that automates research workflows from data analysis t
138 design-md creative Author/validate/export Google's DESIGN.md token spec files.
139 design-of-experiments openclaw-migrated Generates structured experimental designs (factorial, response surface, Taguchi) to systematically discover ho
140 diffdock openclaw-migrated Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, vi
141 digital-twin-stress-testing bmad-migrated Test flood management systems through digital twin simulations of extreme scenarios including unprecedented ra
142 discord scienceclaw-migrated Discord ops via the message tool (channel=discord).
143 dnanexus-integration openclaw-migrated DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run work
144 document-to-action-items productivity Extract cited obligations, deadlines, tasks from documents.
145 documentation openclaw-migrated Write and maintain technical documentation. Trigger with "write docs for", "document this", "create a README",
146 docx openclaw-migrated Document toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extr
147 dogfood software-development Exploratory QA of web apps: find bugs, evidence, reports.
148 drug-discovery-search openclaw-migrated End-to-end drug discovery platform combining ChEMBL compounds, DrugBank, targets, and FDA labels. Natural lang
149 drugbank-database openclaw-migrated Access and analyze comprehensive drug information from the DrugBank database including drug properties, intera
150 economics-analysis scienceclaw-migrated Economic analysis including econometrics, causal inference, time series economics, game theory, welfare analys
151 education-research scienceclaw-migrated Supports education research including pedagogical method evaluation, learning analytics, assessment design, cu
152 eightctl scienceclaw-migrated Control Eight Sleep pods (status, temperature, alarms, schedules).
153 email-inbox-triage email Triage an inbox: prioritize threads, draft replies safely.
154 ena-database openclaw-migrated Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assembli
155 energy-systems scienceclaw-migrated Analyzes energy systems including renewable energy resource assessment, power grid modeling, battery storage o
156 ensembl-database openclaw-migrated Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, c
157 environmental-science scienceclaw-migrated Analyzes environmental and climate data including temperature trends, pollution monitoring, ecological modelin
158 epidemiology scienceclaw-migrated Performs epidemiological analyses including disease modeling (SIR/SEIR), outbreak investigation, risk factor i
159 esm openclaw-migrated Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across
160 etetoolkit openclaw-migrated Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paral
161 Evolution Engine autonomous-ai-agents 仿生进化引擎。三阶八柱架构,无感触发机制,真正改变智能体行为。从感知到推理到策略,越用越懂你,行为持续精进,能力自主进化。
162 excalidraw creative Hand-drawn Excalidraw JSON diagrams (arch, flow, seq).
163 experiment codex-migrated Use when a quest is ready for a concrete implementation pass or a main experiment run tied to a selected idea
164 expert-panel bmad-migrated Convene expert panels using Delphi methodology to leverage structured expert knowledge for high-quality decisi
165 explain-reasoning-process bmad-migrated Externalize and articulate reasoning chains to enhance understanding through self-explanation effects
166 exploratory-data-analysis openclaw-migrated Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill
167 fda-database openclaw-migrated Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance i
168 feynman-technique bmad-migrated Master concepts by teaching them in simple terms to identify knowledge gaps through forced simplification
169 figure-polish codex-migrated Use when a quest needs a polished milestone chart, paper-facing figure, appendix figure, or a mandatory render
170 finalize codex-migrated Use when the quest is ready to consolidate final claims, limitations, recommendations, summary state, and grap
171 find-skills prjmail-migrated Search and discover OpenClaw skills from various sources. Use when: user wants to find available skills, searc
172 first-principles-thinking bmad-migrated Break down problems to fundamental truths and reason upward from first principles to create innovative solutio
173 five-whys-analysis bmad-migrated Drill down to root causes through iterative Why questioning to uncover fundamental issues
174 flood-four-pre-audit bmad-migrated Audit the Forecast-Warning-Rehearsal-Plan closed-loop system for flood management accuracy and effectiveness
175 flowio openclaw-migrated Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, co
176 fluidsim openclaw-migrated Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulatio
177 fmea-analysis bmad-migrated Systematically identify and prioritize failure modes using Risk Priority Number (RPN) calculations
178 food-science scienceclaw-migrated Analyzes food science topics including nutritional composition, food chemistry, food safety hazard analysis, s
179 framework-migrator prjmail-migrated 九层框架迁移工具:自动化将 9 层框架结构迁移到新领域,含领域适配、模板生成与一致性校验。
180 gene-database openclaw-migrated Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations,
181 generate-image openclaw-migrated Generate or edit images using AI models (FLUX, Gemini). Use for general-purpose image generation including pho
182 geniml openclaw-migrated This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use
183 genome-analysis scienceclaw-migrated Performs genomics analyses including gene expression profiling, BLAST sequence alignment, GWAS interpretation,
184 genomics-analysis scienceclaw-migrated Orchestrates a genomics analysis workflow from gene query through expression analysis to pathway enrichment. U
185 geo-database openclaw-migrated Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM,
186 geopandas openclaw-migrated Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Us
187 geospatial-analysis scienceclaw-migrated Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processin
188 get-available-resources openclaw-migrated This skill should be used at the start of any computationally intensive scientific task to detect and report a
189 gget openclaw-migrated Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST searches, Alp
190 gif-search media Search/download GIFs from Tenor via curl + jq.
191 gifgrep scienceclaw-migrated Search GIF providers with CLI/TUI, download results, and extract stills/sheets.
192 github-auth github GitHub auth setup: HTTPS tokens, SSH keys, gh CLI login.
193 github-code-review github Review PRs: diffs, inline comments via gh or REST.
194 github-issue-to-pr github Carry a GitHub issue to a verified PR with honest CI state.
195 github-issues github Create, triage, label, assign GitHub issues via gh or REST.
196 github-pr-workflow github GitHub PR lifecycle: branch, commit, open, CI, merge.
197 github-repo-management github Clone/create/fork repos; manage remotes, releases.
198 global-biblio-base research 全球12亿文献知识库(8千万中文期刊可下载)------通过 SmartLib 开放平台 API 提供中外文学术文献检索与下载能力,覆盖 8000 万篇授权中文期刊全文 + 12.28 亿条全球文献元数据(期刊 7.19 亿 /
199 gnomad-database scienceclaw-migrated Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI,
200 good-cop-bad-cop bmad-migrated Apply good cop/bad cop negotiation strategy to enhance persuasion through role contrast and psychological infl
201 google-workspace productivity Gmail, Calendar, Drive, Docs, Sheets via gws CLI or Python.
202 goplaces scienceclaw-migrated Query Google Places API (New) via the goplaces CLI for text search, place details, resolve, and reviews. Use f
203 graph-of-thoughts bmad-migrated Implement Graph of Thoughts (GoT) for complex reasoning with arbitrary thought connections, merging, and aggre
204 grounded-citations research Ground answers and documents in cited, verifiable sources.
205 gtars openclaw-migrated High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with gen
206 guizang-ppt-skill creative 生成横向翻页网页 PPT(单 HTML 文件),含 WebGL 背景、章节幕封、数据大字报、图片网格等模板。提供两种风格:① "电子杂志 × 电子墨水"(衬线 + 流体背景 + 暖色) ② "瑞士国际主义"(无衬线 +
207 gwas-database openclaw-migrated Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrie
208 harness-engineering software-development Disciplined methodology for AI agents executing large, multi-step software tasks reliably. Covers context engi
209 harvard-paper-zh research 将中文需求快速改写并排版为哈佛格式论文(含摘要、关键词、目录、分级标题、参考文献),并导出 .docx。用户提到"写论文、哈佛格式、学术润色、生成Word论文、参考文献Harvard"时使用。
210 healthcheck scienceclaw-migrated Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for se
211 heartflow autonomous-ai-agents HeartFlow v0.13.163 --- 自主决策引擎,零依赖,~26ms 启动。 ## 一键启动 ```bash cd ~/.hermes/skills/ai/mark-heartflow-skill ./start
212 heartflow-identity autonomous-ai-agents AI identity framework for self-improving AI agents. Includes: identity framework + HEARTCORE (heartbeat + self
213 heartmula media HeartMuLa: Suno-like song generation from lyrics + tags.
214 hermes-agent autonomous-ai-agents Use, configure, theme, extend, and orchestrate Hermes Agent.
215 hermes-agent-skill-authoring software-development Author in-repo SKILL.md files: frontmatter and structure.
216 hermes-dev-engineer software-development Comprehensive engineering skill for building large-scale software projects with Hermes Agent. Enables rapid pr
217 hetongzhushou productivity 合同助手:合同审查、起草、条款分析、风险识别与修改建议。当用户需要审查合同、起草合同、分析合同条款或识别合同风险时使用。
218 himalaya email Himalaya CLI: IMAP/SMTP email from terminal.
219 histolab openclaw-migrated Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extra
220 hmdb-database openclaw-migrated Access Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical propertie
221 huggingface-hub mlops HuggingFace hf CLI: search/download/upload models, datasets.
222 humanizer creative Humanize text: strip AI-isms and add real voice.
223 hypogenic openclaw-migrated Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematicall
224 hypothesis-generation openclaw-migrated Structured hypothesis formulation from observations. Use when you have experimental observations or data and n
225 idea codex-migrated Use when a quest needs concrete hypotheses, limitation analysis, candidate directions, or a selected idea rela
226 image-prompt-architect creative AI 生图提示词架构师,为用户撰写结构化、可复现的高质量生图提示词。Use this skill ONLY when the user explicitly asks for help designing an imag
227 image-prompt-generator creative 基于五层拆解法的AI图片提示词生成器。将模糊的创意想法转化为结构严谨、可执行的图像生成规格书,支持多种风格预设和目标工具适配。
228 imsg scienceclaw-migrated iMessage/SMS CLI for listing chats, history, and sending messages via Messages.app.
229 incontinence_alert_analysis research Automatically identifies wet clothing and abnormal excretion via visual AI. Instantly notifies caregivers to i
230 information-extraction scienceclaw-migrated Extract structured entities, relations, and clauses from scientific and legal documents
231 inspecting-hermes-desktop-dom software-development Read the live Hermes desktop DOM/CSS over CDP.
232 intake-audit codex-migrated Use when a quest does not start from a blank state and the agent must first audit, trust-rank, and reconcile e
233 iso-13485-certification openclaw-migrated Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Managemen
234 jupyter-live-kernel data-science Iterative Python via live Jupyter kernel (hamelnb).
235 kegg-database openclaw-migrated Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways
236 klaus-team autonomous-ai-agents 像搭积木一样组建你的 AI 开发团队。7 位专家角色任意勾选 + 拖拽排序 + 一键执行。PM 写需求、UI 出设计、BE 写后端、FE 写前端、QA 做验收------想用谁就用谁,想怎么排就怎么排。#AI团队
237 knowledge-discovery scienceclaw-migrated Discover patterns, build knowledge graphs, and extract insights from linguistic and historical data
238 knowledge-synthesis scienceclaw-migrated Merge search results from many sources into one coherent, deduplicated answer with source attribution, confide
239 labarchive-integration openclaw-migrated Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integ
240 lamindb openclaw-migrated This skill should be used when working with LaminDB, an open-source data framework for biology that makes data
241 latchbio-integration openclaw-migrated Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deplo
242 latex-posters openclaw-migrated Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for confere
243 lean4-prover scienceclaw-migrated Lean 4 theorem prover for formal verification. Use when: formal theorem proving, mathematical verification, pr
244 legal-analysis scienceclaw-migrated Analyze legal contracts, extract clauses, and perform legal research with structured frameworks
245 lessons-learned-extraction bmad-migrated Systematically identify and codify lessons learned from successes and failures for organizational knowledge
246 lexiang-knowledge-base productivity 乐享知识库 MCP 全功能 Skill。当用户提到「乐享」「知识库」「个人知识库」「我的知识库」「lexiang」,或提供 lexiangla.com 链接,或涉及知识库的搜索/写入/编辑/文件/配置等操作时使用。
247 life-safety-ethics-audit bmad-migrated Audit AI decision-making systems in emergency response for ethical compliance with life safety principles
248 linear-solvers scienceclaw-migrated Select and configure linear solvers for systems Ax=b in dense and sparse problems. Use when choosing direct vs
249 linguistics-analysis scienceclaw-migrated Analyze language structures, typological features, and semantic change across languages
250 lit-synthesizer scienceclaw-migrated Search PubMed and bioRxiv, summarise papers with LLM, build citation graphs, and generate literature review se
251 literature-review openclaw-migrated Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv
252 literature-review-synthesis bmad-migrated Conduct systematic literature reviews with structured synthesis across optimistic, skeptical, and integrative
253 llama-cpp mlops llama.cpp local GGUF inference + HF Hub model discovery.
254 llm-wiki research Karpathy's LLM Wiki: build/query interlinked markdown KB.
255 lobster-self-iteration autonomous-ai-agents 自我迭代 Skill:规则迭代、代码自动修改、闭环自动迭代、迭代评分四大核心能力。从对话复盘→问题发现→优化升级→规则生效的全闭环自我进化。当用户需要智能体自我改进、自动迭代、持续进化时使用。
256 long-task-harness prjmail-migrated 长程任务执行框架,基于 Harness Engineering 方法论。当用户需要执行复杂、多步骤、跨 session 的长程任务时使用。触发场景:项目从 0 到 1 构建、复杂功能开发、多模块系统集成、长期迭代优化、需
257 majia-prompt-translator-python creative 马甲系统 Python 版:越用越懂你的本地 AI 专家召唤器。根据用户描述的需求自动匹配并调用最合适的本地 AI 专家模块。当用户需要本地 AI 助手、专家匹配、场景化技能调用时使用。
258 manim-video creative Manim CE animations: 3Blue1Brown math/algo videos.
259 maps productivity Geocode, POIs, routes, timezones via OpenStreetMap/OSRM.
260 markdown-mermaid-writing scienceclaw-migrated Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, a
261 market-research-reports openclaw-migrated Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG
262 markitdown openclaw-migrated Convert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with
263 matchms openclaw-migrated Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing si
264 materials-project scienceclaw-migrated Query the Materials Project API v3 for crystal structures, band gaps, formation energies, and thermodynamic st
265 materials-science scienceclaw-migrated Analyzes material properties including crystal structures, phase diagrams, mechanical/thermal/electronic prope
266 materials-screening scienceclaw-migrated Orchestrates a materials screening workflow from database search through property filtering to stability asses
267 math-computation scienceclaw-migrated Mathematical computation including symbolic math, numerical methods, linear algebra, calculus, differential eq
268 matlab openclaw-migrated MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific
269 matplotlib openclaw-migrated Low-level plotting library for full customization. Use when you need fine-grained control over every plot elem
270 mcporter scienceclaw-migrated Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including
271 medchem openclaw-migrated Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, co
272 medical-qa scienceclaw-migrated Medical question answering using structured biomedical knowledge bases and clinical datasets
273 meeting-action-items productivity Turn meeting notes into cited decisions, owners, tickets.
274 meidaxia-perspective productivity 梅大侠的结构化分析思维。6个心智模型+文字声纹表达规则,用于复杂系统的分析与治理。 触发词:「梅大侠的视角」「梅大侠模式」「切换到梅大侠」。 仅适用于目标可定义、因素可量化、有干预抓手的问题,否则拒绝。
275 memory-setup autonomous-ai-agents Enable and configure Moltbot/Clawdbot memory search for persistent context. Use when setting up memory, fixing
276 mentor codex-migrated Use when the work needs founder-level calibration for architecture convergence, verification rigor, product or
277 mentor-apprentice bmad-migrated Facilitate cognitive apprenticeship relationships for transferring tacit knowledge through expert demonstratio
278 merge-reconciler autonomous-ai-agents Neutral third-party resolution of agent merge conflicts.
279 mesh-generation scienceclaw-migrated Plan and evaluate mesh generation for numerical simulations. Use when choosing grid resolution, checking aspec
280 meta-prompting bmad-migrated Enable AI systems to reflect on their own prompting strategies and reasoning patterns through structured meta-
281 metabolomics-workbench-database openclaw-migrated Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NM
282 mibao-opcos productivity 米宝OpcOS:一人公司操作系统。秘书处(记忆中枢)、档案室(文档档案)、协作部(岗位协作)、质检部(五关验证)。所有Agent必须遵守。
283 minimax-docx productivity Professional DOCX document creation, editing, and formatting using OpenXML SDK (.NET). Three pipelines: (A) cr
284 modal openclaw-migrated Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models,
285 model-usage scienceclaw-migrated Use CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (mos
286 molecular-dynamics openclaw-migrated Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule syste
287 molfeat openclaw-migrated Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), co
288 multi-agent-researcher research Use when 需要执行深度调研任务:市场分析、竞品研究、用户洞察、项目可行性等。一键触发10Agent协作:主编调度→5Scout并行侦察→Analyst+Critic整合质疑→Writer撰写→2Reviewer评
289 multi-dimensional-analysis productivity 多维度 MECE 分析助手。对复杂问题进行全面、结构化、多维度的深入分析,确保维度相互独立、完全穷尽。 触发场景:决策困境、方案评估、风险评估、战略分析、产品分析、商业分析、技术架构分析等需要深度分析的问题。 工作流:M
290 multi-personality-debate productivity 多人格深度辩论系统。当用户提出观点、问题或决策时,召集五个不同思维模型的角色进行四轮结构化辩论(独立陈述→交叉质询→修正收敛→主持人裁判),最终输出共识区、核心分歧、盲区扫描、行动建议和置信度评估。适用于决策前的多角度碰
291 multi-search-engine creative Multi search engine integration with 16 engines (7 CN + 9 Global)。核心能力: - 安全工具领域的专业化AI辅助工具 - - 适用场景: - 安全审计、漏洞
292 multi-source-data-reconciliation bmad-migrated Reconcile conflicting data from satellite, IoT sensors, social media, and ground monitoring for accurate disas
293 nano-banana-pro scienceclaw-migrated Generate or edit images via Gemini 3 Pro Image (Nano Banana Pro).
294 nano-pdf productivity Edit text in existing PDFs via natural-language prompts.
295 nature-data codex-migrated Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations,
296 nature-figure codex-migrated Submission-grade Nature/high-impact journal figure workflow for Python or R. Use whenever the user asks to cre
297 nature-paper2ppt codex-migrated Build a complete but efficient Nature-style Chinese PPTX presentation from a scientific paper, preprint, PDF,
298 nature-polishing codex-migrated Polish, restructure, or translate academic prose into Nature-leaning English using the paper-architecture and
299 ncbi-entrez scienceclaw-migrated Query NCBI E-utilities for GenBank sequences, gene info, SNPs, ClinVar variants, and literature links. Use whe
300 networkx openclaw-migrated Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when
301 neurokit2 openclaw-migrated Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG,
302 neuropixels-analysis openclaw-migrated Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4
303 neuroscience scienceclaw-migrated Supports neuroscience research including brain imaging analysis (fMRI, EEG), neural circuit modeling, cognitiv
304 nlp-analysis scienceclaw-migrated Natural language processing for research including text mining, sentiment analysis, topic modeling, named enti
305 nltk-linguistics scienceclaw-migrated NLP and corpus analysis via NLTK. Use when: user asks about tokenization, POS tagging, parsing, sentiment, or
306 node-inspect-debugger software-development Debug Node.js via --inspect + Chrome DevTools Protocol CLI.
307 nonlinear-solvers scienceclaw-migrated Select and configure nonlinear solvers for f(x)=0 or min F(x). Use for Newton methods, quasi-Newton (BFGS, L-B
308 notion productivity Notion API + ntn CLI: pages, databases, markdown, Workers.
309 npm-dependency-resolution devops Diagnose & fix npm install hangs, ERESOLVE, incomplete tree.
310 npm-install-hang-diagnosis software-development Use when npm install hangs or stalls while resolving deps.
311 numerical-integration scienceclaw-migrated Select and configure time integration methods for ODE/PDE simulations. Use when choosing explicit/implicit sch
312 numerical-stability scienceclaw-migrated Analyze and enforce numerical stability for time-dependent PDE simulations. Use when selecting time steps, cho
313 obsidian note-taking Read, search, create, and edit notes in the Obsidian vault.
314 occams-razor bmad-migrated Apply parsimony principle to prefer simpler explanations and solutions with fewer unnecessary assumptions
315 ocr-and-documents productivity Extract text from PDFs/scans (pymupdf, marker-pdf).
316 official-doc-writer prjmail-migrated 党政机关公文生成技能,支持通知、报告、请示、函等公文类型,符合GB/T 9704-2012标准。当用户需要生成党政机关公文、创建正式文件、导出Word格式公文时调用。无论用户使用何种表述方式(如'帮我写个报告'、'生成一
317 official-document-generator prjmail-migrated 专门用于自动生成体制内讨论材料并按照公文格式自动排版的技能。支持会议纪要、发言稿、讨论提纲、工作汇报等多种文档类型,遵循GB/T 9704-2012标准、党政机关公文格式和企业公文规范。使用场景:当用户需要生成体制内正式
318 official-writing prjmail-migrated 党政机关公文写作技能 - 提供国家标准格式规范、各类公文模板、写作技巧
319 omero-integration openclaw-migrated Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/
320 ontology prjmail-migrated Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (
321 opc-solution-generator productivity OPC方案生成器核心工作流------情报采集→AI处理→方案生成→知识沉淀,一个人的产品研发部
322 open-notebook scienceclaw-migrated Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use w
323 openai-whisper scienceclaw-migrated Local speech-to-text with the Whisper CLI (no API key).
324 openai-whisper-api scienceclaw-migrated Transcribe audio via OpenAI Audio Transcriptions API (Whisper).
325 openalex-database openclaw-migrated Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching f
326 opencode autonomous-ai-agents Delegate coding to OpenCode CLI (features, PR review).
327 openhue smart-home Control Philips Hue lights, scenes, rooms via OpenHue CLI.
328 openspec-doc-auditor autonomous-ai-agents 专业文档生成团队质量审核员严审之。被主理人(openspec-doc-team)通过 delegate_task 调度,对章节内容按 7 维审核(安全红线、逻辑一致性、规范符合性、参数合理性、内容完整性、格式规范性、跨章
329 openspec-doc-generator autonomous-ai-agents 专业文档生成团队内容生成员支笔生。被主理人(openspec-doc-team)通过 delegate_task 调度,基于文献检索员的检索报告与项目参数卡撰写结构化、符合行业标准的章节内容。负责模板填充、规范引用格式化
330 openspec-doc-researcher autonomous-ai-agents 专业文档生成团队文献检索员苏寻源。被主理人(openspec-doc-team)通过 delegate_task 调度,为指定章节检索行业规范(GB/JGJ/JTG/YY/QC-T等)、历史案例、技术参数与关联上下文。最
331 openspec-doc-team autonomous-ai-agents 专业文档生成团队主理人。企业级长文档生成工坊:4 角色(总编辑+文献检索员+内容生成员+质量审核员)经 6 阶段流水线(需求分析→知识检索→内容生成→质量审核循环→整合汇编→交付输出)产出合规长文档。触发词:帮我写方案、
332 opentargets-database openclaw-migrated Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data,
333 opentrons-integration openclaw-migrated Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentron
334 optimize codex-migrated Use when an algorithm-first quest should manage candidate briefs, optimization frontier, branch promotion, or
335 oracle scienceclaw-migrated Best practices for using the oracle CLI (prompt + file bundling, engines, sessions, and file attachment patter
336 ordercli scienceclaw-migrated Foodora-only CLI for checking past orders and active order status (Deliveroo WIP).
337 p5js creative p5.js sketches: gen art, shaders, interactive, 3D.
338 paper-2-web openclaw-migrated This skill should be used when converting academic papers into promotional and presentation formats including
339 paper-outline codex-migrated Use when creating, revising, validating, or repairing a research-paper outline before writing; turns experimen
340 paper-plot codex-migrated Use when structured numeric data, arrays, or CSV-like measurements should be turned into a publication-quality
341 paper-polish research 论文润色整合技能:将论文降重(plagiarism reduction)、去 AI 味(humanization)和 Word 文档输出(docx generation)三合一为一条完整流水线。当用户需要降低论文查重率、
342 paper-polisher research 学术论文智能精修工具,一站式完成论文降重、AI痕迹去除与 Word 文档输出。当用户需要为论文降重、去AI味、学术文本润色、生成精修后的Word文档时触发。全自动流程:降低查重率 → 去除AI写作特征 → 输出专业Wor
343 paper-reference-formatter research Format academic reference entries from user-provided journal article, thesis/dissertation, conference paper, b
344 paper-review-methodology research 论文怎么审才不漏?帮你用33类审查法按7体系逐段过,跨段一致性+引用重编号+文献真实性验证一站搞定。
345 paper-revision-sop research 学术论文润色修改全流程SOP。从审稿意见解析、论文全息诊断、可视化批注生成、分级改写执行到终审自检的完整闭环。当用户需要根据期刊审稿意见修改论文、需要论文润色、需要去AI味、需要学术写作规范检查时触发。典型触发:"修改这
346 paper-summary research 用于总结学术论文和研究文章。当用户提供 PDF 文件、论文链接或上传论文内容时自动触发。适用于研究论文、学术文章、技术报告等的阅读理解与内容提炼。触发短语:总结论文、论文摘要、阅读报告、文章总结、帮我理解这篇论文。
347 papercash research 论文全流程辅助: 8源检索、综述生成、查重预检、降AI率、参考文献格式化、Word导出
348 parallel-web scienceclaw-migrated Search the web, extract URL content, and run deep research using the Parallel Chat API and Extract API. Use fo
349 patent-disclosure-skill productivity 中国专利技能:专利点挖掘与交底书(发明/实用/外观)编写,通俗解读专利,嗅探政策动向,辅助审查答复。/ China patents skill: mine patent points and draft disclosu
350 patents-search openclaw-migrated Search global patents with natural language queries. Prior art, patent landscapes, and innovation tracking via
351 pathml openclaw-migrated Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluor
352 pdb-database openclaw-migrated Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinate
353 pdf openclaw-migrated PDF manipulation toolkit. Extract text/tables, create PDFs, merge/split, fill forms, for programmatic document
354 pdf-processing scienceclaw-migrated Extract text and tables from PDF files, fill forms, merge documents. Use when working with PDF files or when t
355 pdf-processing-pro scienceclaw-migrated Production-ready PDF processing with forms, tables, OCR, validation, and batch operations. Use when working wi
356 peekaboo scienceclaw-migrated Capture and automate macOS UI with the Peekaboo CLI.
357 peer-review openclaw-migrated Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with
358 pennylane openclaw-migrated Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via
359 performance-profiling scienceclaw-migrated Identify computational bottlenecks, analyze scaling behavior, estimate memory requirements, and receive optimi
360 performance-profiling-experts bmad-migrated Perform full-stack performance profiling using distributed tracing, metrics monitoring, and root cause analysi
361 perplexity-search openclaw-migrated Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter.
362 personal-cabinet-system productivity ---
363 petdex productivity Install and select animated petdex mascots for Hermes.
364 phylogenetics scienceclaw-migrated Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and Fas
365 physics-solver scienceclaw-migrated Physics problem solving including classical mechanics, electromagnetism, thermodynamics, quantum mechanics, op
366 plan software-development Write a markdown plan to .hermes/plans/; no execution.
367 planning-based-reasoning bmad-migrated Model problem-solving as goal-oriented planning processes including state representation, action selection, an
368 Playwright (Automation + MCP + Scraper) creative Browser automation via Playwright MCP. Navigate websites, click elements, fill forms, take screenshots, extrac
369 plotly openclaw-migrated Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for
370 polars openclaw-migrated Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits
371 political-science scienceclaw-migrated Analyze political data, fact-check claims, and study policy impacts using evidence-based methods
372 polymarket research Query Polymarket: markets, prices, orderbooks, history.
373 popular-web-designs creative 54 real design systems (Stripe, Linear, Vercel) as HTML/CSS.
374 possession autonomous-ai-agents 角色扮演蒸馏器:从官方设定、语音台词、背景故事中蒸馏可扮演的游戏角色------AI夺舍角色灵魂,让TA在你面前活过来。支持profile、personality、interaction、memory、relations五维提取
375 post-processing scienceclaw-migrated Extract, analyze, and visualize simulation output data. Use for field extraction, time series analysis, line p
376 powerpoint productivity Create, read, edit .pptx decks with python-pptx.
377 pptx openclaw-migrated Presentation toolkit (.pptx). Create/edit slides, layouts, content, speaker notes, comments, for programmatic
378 pptx-generator productivity 专业 PPT 生成器。11 种幻灯片类型、5 套配色、图表/表格/时间线/图片支持。JSON 驱动,生成标准可编辑 PPTX。PPT、幻灯片、演示文稿、PowerPoint。
379 pptx-posters openclaw-migrated Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user
380 pre-mortem-analysis bmad-migrated Identify potential risks before project launch by imagining future failure and working backward to root causes
381 pretext creative Build creative browser demos with DOM-free text layout.
382 proactive-agent autonomous-ai-agents Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve
383 proactive-agent-lite prjmail-migrated Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, a
384 process-optimization openclaw-migrated Analyze and improve business processes. Trigger with "this process is slow", "how can we improve", "streamline
385 product-price-monitor productivity Watch product, flight, or listing prices; alert on target.
386 profile-report scienceclaw-migrated Unified personal genomic profile report --- reads a PatientProfile JSON and synthesizes all skill results into a
387 project-management prjmail-migrated End-to-end project management frameworks covering sprint planning, OKRs, stakeholder management, risk mitigati
388 prompt-alchemist creative 蒸馏四位顶级提示词工程师(Riley Goodside、涂津豪、Sander Schulhoff、李继刚)的方法论,融合为"四元蒸馏框架",自动优化用户提示词,提升AI回答质量。 当用户想优化提示词、改进Prompt、提
389 prompt-engineering prjmail-migrated Patterns and techniques for designing, evaluating, and optimizing LLM prompts across models and use cases.
390 prompt-engineering-expert creative Advanced expert in prompt engineering, custom instructions design, and prompt optimization for AI agents
391 prompt-generator creative AI图像提示词(Prompt)生成技能。深度学习 Nanobanana(gpt4o-image-prompts) 提示词库的结构与模式,基于用户的创意需求,生成高质量的AI绘图提示词。**【强制】每次生成必须同时输出中英
392 promptmaster creative 统一提示词生成器,支持图片与视频双模态。文/图生图、文/图生视频、图片/视频反编译、上下文微调,自动适配画风与平台语法,内置RAG增强风格预设与安全校验,高效精准。
393 protein-sequence-similarity-search openclaw-migrated Searches for homologous protein sequences using MMseqs2 (fast, default) or BLAST (comprehensive, fallback). Tr
394 protein-structure scienceclaw-migrated Analyzes protein 3D structures, performs homology modeling, interprets AlphaFold predictions, conducts molecul
395 protein-structure-prediction scienceclaw-migrated Predict 3D protein structures from amino acid sequences using ESMFold (with AlphaFold-class fallbacks) --- PDB o
396 protocolsio-integration openclaw-migrated Integration with protocols.io API for managing scientific protocols. This skill should be used when working wi
397 psychology-research scienceclaw-migrated Conduct psychological research analysis including mental health, cognitive science, and behavioral studies
398 pubchem-database openclaw-migrated Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, si
399 pubmed-database openclaw-migrated Search PubMed for scientific literature, including published clinical trials. Fetch abstracts and full text. L
400 pufferlib openclaw-migrated High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parall
401 pydeseq2 openclaw-migrated Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests,
402 pydicom openclaw-migrated Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill w
403 pyhealth openclaw-migrated Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinic
404 pylabrobot openclaw-migrated Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Open
405 pymatgen openclaw-migrated Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Pr
406 pymc-bayesian-modeling openclaw-migrated Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC compariso
407 pymoo openclaw-migrated Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchma
408 pyopenms openclaw-migrated Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identifi
409 pysam openclaw-migrated Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract reg
410 pytdc openclaw-migrated Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits
411 pytorch-lightning openclaw-migrated Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers f
412 qiskit openclaw-migrated IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for prod
413 quantum-computing scienceclaw-migrated Designs and analyzes quantum computing solutions including quantum circuit construction, algorithm implementat
414 qutip openclaw-migrated Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dyna
415 random-stimulus bmad-migrated Inject random elements to break thinking inertia and force unexpected connections for creative breakthroughs
416 rd-management openclaw-migrated R&D management expertise for R&D portfolio management, technology roadmapping, research methodology, patent st
417 rdkit openclaw-migrated Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA),
418 reactome-database openclaw-migrated Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular in
419 rearview-mirror-reflection bmad-migrated Learn from experience through structured retrospective analysis to extract transferable lessons
420 rebuttal codex-migrated Use when a quest already has a paper, draft, or review package and the task is to map reviewer feedback into e
421 red-blue-team bmad-migrated Conduct red team/blue team adversarial exercises to discover system vulnerabilities through simulated attacks
422 reference-verification research 参考文献真伪核验技能。针对论文、研究报告、课题资料等学术文件,系统性地识别并核验全部参考文献条目的真实性。适用于:用户上传/提供论文/报告需要验证参考文献、怀疑文献存在编造或信息错误、毕业论文查重附带文献核查、课题结题验
423 regulatory-affairs-head openclaw-migrated Senior Regulatory Affairs Manager for HealthTech and MedTech companies. Prepares FDA 510(k), De Novo, and PMA
424 regulatory-drafting scienceclaw-migrated Draft regulatory submission sections for healthcare products --- analyze clinical data against FDA/EMA/ICH guida
425 relay-brainstorming bmad-migrated Facilitate written brainwriting sessions where ideas build upon each other through iterative relay passing
426 remotion-best-practices prjmail-migrated Best practices for Remotion - Video creation in React
427 reproducibility scienceclaw-migrated Promotes research reproducibility through guidance on pre-registration, open data/code sharing, replication st
428 reproducibility-checklist scienceclaw-migrated Ensure research is reproducible, transparent, and meets open science standards.
429 requesting-code-review software-development Pre-commit review: security scan, quality gates, auto-fix.
430 research prjmail-migrated Comprehensive research grounded in web data with explicit citations. Use when you need multi-source synthesis---
431 research-grants openclaw-migrated Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, re
432 research-literature scienceclaw-migrated Biomedical literature search and evidence synthesis --- PubMed-backed search with query expansion, evidence grad
433 research-lookup openclaw-migrated Look up current research information using Perplexity Sonar Pro Search or Sonar Reasoning Pro models through O
434 research-paper-orchestrator research Master Orchestrator coordinating 10 specialized subagents to produce complete doctorate-level research papers
435 reverse-engineering bmad-migrated Extract design principles and innovations through systematic disassembly and analysis of existing products
436 review codex-migrated Use when a draft, paper, or paper-like report is substantial enough for an independent skeptical audit before
437 risk-identification bmad-migrated Systematically identify and categorize potential risks across technical, schedule, cost, quality, resource, an
438 rowan openclaw-migrated Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows includ
439 sag scienceclaw-migrated ElevenLabs text-to-speech with mac-style say UX.
440 sandbox-quantum-ai prjmail-migrated 集成 SandboxAQ 量子计算与 AI 融合技术,为应急管理提供量子增强预测、量子安全通信、量子传感监测三大方向能力。
441 scamper-checklist bmad-migrated Apply SCAMPER (Substitute, Combine, Adapt, Modify, Put to other use, Eliminate, Reverse) systematic innovation
442 scanpy openclaw-migrated Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/
443 scholar-evaluation openclaw-migrated Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across
444 sci-paper-three-pass research SCI论文三轮滚动精修助手 / 三刀方法论:①降修辞密度(消除AI痕迹)②四层证据标签 ③主动暴露caveats。适用:SCI论文/核心期刊/学术报告。
445 science codex-migrated Use for natural-science or engineering tasks, scientific software routing, simulation, dataset analysis, model
446 science-communication scienceclaw-migrated Translate complex scientific findings into engaging content for non-specialist audiences.
447 scienceclaw-classification scienceclaw-migrated Classify scientific content by discipline, methodology, topic, and quality. Use when: user asks to categorize
448 scienceclaw-discovery scienceclaw-migrated Identify research gaps, synthesize cross-disciplinary insights, and generate novel hypotheses. Use when: user
449 scienceclaw-generation scienceclaw-migrated Generate scientific hypotheses, experimental designs, and paper drafts. Use when: user asks to propose hypothe
450 scienceclaw-ie scienceclaw-migrated Extract structured information from scientific texts: entities, relations, data tables, methods, results. Use
451 scienceclaw-prediction scienceclaw-migrated Predict scientific properties, trends, and outcomes. Use when: user asks for property prediction, trend foreca
452 scienceclaw-qa scienceclaw-migrated Answer scientific questions across all disciplines with evidence-based responses and citations. Use when: (1)
453 scienceclaw-reasoning scienceclaw-migrated Perform multi-step scientific reasoning, proof construction, causal inference, and logical argumentation. Use
454 scienceclaw-retrieval scienceclaw-migrated Retrieve scientific information from databases, literature, and knowledge bases. Use when: (1) finding relevan
455 scienceclaw-summarization scienceclaw-migrated Summarize scientific papers, datasets, experimental results, and literature reviews. Use when: (1) condensing
456 scienceclaw-verification scienceclaw-migrated Verify scientific claims, check calculations, validate experimental designs, and fact-check citations. Use whe
457 scientific-brainstorming openclaw-migrated Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdiscipli
458 scientific-classification scienceclaw-migrated Classify scientific objects, detect patterns, and categorize data across astronomy, biology, and social scienc
459 scientific-critical-thinking openclaw-migrated Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying b
460 scientific-diagram-generation scienceclaw-migrated AI-powered scientific illustration generation using Gemini Image models. Creates publication-quality mechanism
461 scientific-manuscript scienceclaw-migrated High-impact scientific manuscript preparation (Nature/Blood/Cell) --- structured abstract, IMRaD sections, stati
462 scientific-problem-selection scienceclaw-migrated This skill should be used when scientists need help with research problem selection, project ideation, trouble
463 scientific-python-windows data-science Set up scientific Python/PyTorch on Windows without MSVC.
464 scientific-reasoning scienceclaw-migrated Mathematical and physical reasoning with formal proof construction and problem solving
465 scientific-retrieval scienceclaw-migrated Retrieve and recommend relevant documents from financial, historical, and scientific archives
466 scientific-schematics openclaw-migrated Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses
467 scientific-skills openclaw-migrated Comprehensive scientific research toolkit with 139 specialized skills for biology, chemistry, medicine, data s
468 scientific-slides openclaw-migrated Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference pres
469 scientific-summarization scienceclaw-migrated Summarize and simplify scientific literature, educational content, and research papers
470 scientific-visualization openclaw-migrated Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel l
471 scientific-writing openclaw-migrated Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bull
472 scikit-bio openclaw-migrated Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, Uni
473 scikit-learn openclaw-migrated Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regre
474 scikit-survival openclaw-migrated Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use th
475 scout codex-migrated Use when a quest needs problem framing, literature scouting, dataset or metric clarification, or baseline disc
476 scvi-tools openclaw-migrated Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfe
477 seaborn openclaw-migrated Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships,
478 search-strategy scienceclaw-migrated Query decomposition and multi-source search orchestration --- classify the question, split into per-source queri
479 security-audit-profile bmad-migrated Conduct comprehensive security audits using multi-dimensional analysis frameworks and OWASP standards
480 seedance-prompt-zh creative 为即梦 Seedance 2.0 多模态AI视频生成模型撰写高质量提示词。当用户需要使用文本、图片、视频、音频等多模态输入创作视频提示词时触发。涵盖@引用语法、运镜复刻、特效模仿、视频延长、视频编辑、音乐卡点、电商广告、
481 segment-anything-model mlops SAM: zero-shot image segmentation via points, boxes, masks.
482 self-consistency-verification bmad-migrated Apply self-consistency method by sampling multiple reasoning paths and selecting the most consistent answer fo
483 self-correction autonomous-ai-agents 模型自我检查与纠错技能。当用户表达反对意见或指出错误时触发,如"不对"、"你回答错了"、"不是这样"、"重新理解"、"等等"、"我说的不是这个意思"等表达。用于重新分析和优化用户原始意图,而非修改上一轮回答。
484 self-evolving autonomous-ai-agents Self-evolving skill that reflects on task execution, records learnings, and modifies its own instructions and
485 self-evolving-loop autonomous-ai-agents 让AI具备自主迭代能力的"查-做-测-改-修-记-循环"七阶段技能。v3.0核心升级:全链路自动化测试引擎(HTML视觉/DOM/a11y/响应式/性能 + 非HTML结构/逻辑/接口)、自我修复引擎(诊断→修复→重测→
486 self-improvement prjmail-migrated Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or opera
487 self-review-pro autonomous-ai-agents AI每日自我复盘技能。用于每日复盘、深度洞察、方法论提炼。当用户说"复盘"、"自我复盘"、"每天回顾"时触发。也会在每天22:00自动运行(可通过定时任务触发)。
488 semantic-scholar scienceclaw-migrated Search Semantic Scholar for academic papers across all disciplines with citation graph analysis. Use when: (1)
489 serenity-framework autonomous-ai-agents Serenity的思维框架与认知工具。基于5个维度的深度调研 (著作、对话、外部视角、决策记录、时间线),提炼5个核心心智模型和10条决策启发式。 用途:作为供应链投资与物理层分析的思维工具箱,用结构化的认知框架 分析产
490 session-librarian productivity Organize sessions by prompt: find, rename, archive, prune.
491 session-logs scienceclaw-migrated Search and analyze your own session logs (older/parent conversations) using jq.
492 shap openclaw-migrated Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when expl
493 shark-tank-pitch bmad-migrated Facilitate high-pressure pitch sessions for technical proposals with competitive evaluation and investment dec
494 sherpa-onnx-tts scienceclaw-migrated Local text-to-speech via sherpa-onnx (offline, no cloud)
495 signal-processing scienceclaw-migrated Performs signal processing tasks including spectral analysis (FFT), digital filtering, time-frequency decompos
496 simplify-code software-development Parallel 4-agent cleanup of recent code changes.
497 simpy openclaw-migrated Process-based discrete-event simulation framework in Python. Use this skill when building simulations of syste
498 simulation-orchestrator scienceclaw-migrated Orchestrate multi-simulation campaigns including parameter sweeps, batch jobs, and result aggregation. Use for
499 simulation-validator scienceclaw-migrated Validate simulations before, during, and after execution. Use for pre-flight checks, runtime monitoring, post-
500 sketch creative Throwaway HTML mockups: 2-3 design variants to compare.
501 skill-evolution scienceclaw-migrated Track and improve skill effectiveness over time using VOYAGER-style skill library patterns. Use when: analyzin
502 skill-library-hygiene software-development Audit the Hermes skill library for dupes, stubs, junk.
503 skill-migration software-development Migrate SKILL.md skills across agents (OpenClaw, Claude).
504 skillhub-skill software-development Project-level portable wrapper for Skillhub CLI (https://skillhub.cn). Search, install, list, and upgrade skil
505 slack scienceclaw-migrated Use when you need to control Slack from OpenClaw via the slack tool, including reacting to messages or pinning
506 snow-disaster-assess prjmail-migrated 新疆雪灾应急评估技能,支持暴雪灾害等级评估、融雪性洪水风险预测、灾情损失估算。使用场景:(1) 接收气象预警后评估雪灾等级,(2) 预测融雪洪水风险时段和区域,(3) 生成灾情评估报告,(4) 历史雪灾案例比对分析
507 social-science-research scienceclaw-migrated Orchestrates a social science research workflow from literature review through data collection, text analysis,
508 socratic-questioning bmad-migrated Guide deep thinking through six types of Socratic questions to reveal hidden assumptions and promote self-disc
509 solution-ppt-generator-v3 productivity 按照标准解决方案框架,生成面客解决方案ppt
510 songsee media Audio spectrograms/features (mel, chroma, MFCC) via CLI.
511 songwriting-and-ai-music creative Songwriting craft and Suno AI music prompts.
512 sonoscli scienceclaw-migrated Control Sonos speakers (discover/status/play/volume/group).
513 soul-archive autonomous-ai-agents Soul Archive --- A digital personality persistence system + agentic memory. Builds your digital soul clone throu
514 spacy-nlp scienceclaw-migrated Natural language processing with spaCy. Use when: (1) named entity recognition, (2) POS tagging and dependency
515 spec-workflow-guide software-development Use when medium-to-large changes need explicit requirements, technical design, and task planning before implem
516 spike software-development Throwaway experiments to validate an idea before build.
517 spotify-player scienceclaw-migrated Terminal Spotify playback/search via spogo (preferred) or spotify_player.
518 ssrn-econpapers scienceclaw-migrated Search social science research papers across SSRN, RePEc/IDEAS, CrossRef, and Semantic Scholar. Use when: (1)
519 stable-baselines3 openclaw-migrated Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.
520 stakeholder-roundtable bmad-migrated Facilitate structured stakeholder roundtable discussions to integrate diverse perspectives, build consensus, a
521 statistical-analysis openclaw-migrated Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tes
522 statsmodels openclaw-migrated Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA
523 string-database openclaw-migrated Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG
524 sympy openclaw-migrated Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic comput
525 systematic-debugging software-development 4-phase root cause debugging: understand bugs before fixing.
526 tavily creative AI-optimized web search using Tavily Search API. Use when you need comprehensive web research, current events
527 teams-meeting-pipeline productivity Teams meeting summaries, job replay, Graph subscriptions.
528 test-driven-development software-development TDD: enforce RED-GREEN-REFACTOR, tests before code.
529 thesis-architect research 论文建筑师:快速搭建论文框架、生成初稿结构、加工素材。当用户需要论文结构规划、大纲设计、章节框架、写作素材整理时使用。
530 thesis-defense-simulation bmad-migrated Prepare for thesis defense through simulated committee questioning under pressure-test conditions
531 thesis-tutor research AI 论文辅导助手:从选题、开题、写作、修改到答辩的全流程论文指导。支持 7 种语言、15 个学科。当用户提出论文写作相关问题、学术研究方法咨询、文献综述或论文格式引用指导时使用。
532 things-mac scienceclaw-migrated Manage Things 3 via the things CLI on macOS (add/update projects+todos via URL scheme; read/search/list from
533 thread-of-thoughts bmad-migrated Process chaotic contexts through systematic segmentation and analysis to enhance LLM reasoning performance
534 time-stepping scienceclaw-migrated Plan and control time-step policies for simulations. Use when coupling CFL/physics limits with adaptive steppi
535 time-traveler-committee bmad-migrated Guide strategic thinking through time-travel perspective exercises to break current thinking limitations and e
536 tmux scienceclaw-migrated Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output.
537 torch-geometric openclaw-migrated Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous gr
538 torchdrug openclaw-migrated PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures fo
539 touchdesigner-mcp creative Control TouchDesigner via twozero MCP.
540 transformers openclaw-migrated This skill should be used when working with pre-trained transformer models for natural language processing, co
541 treatment-plans openclaw-migrated Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties.
542 tree-of-thoughts bmad-migrated Apply Tree of Thoughts (ToT) method for deliberate problem-solving through tree-structured reasoning with expl
543 trello scienceclaw-migrated Manage Trello boards, lists, and cards via the Trello REST API.
544 trolley-problem-variants bmad-migrated Explore ethical dilemmas and moral reasoning through variations of the trolley problem thought experiment
545 umap-learn openclaw-migrated UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocess
546 uniprot-database openclaw-migrated Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Pytho
547 user-persona-focus-group bmad-migrated Conduct focus group sessions using user personas to uncover deep insights about user needs, pain points, and e
548 uspto-database openclaw-migrated Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office ac
549 vaex openclaw-migrated Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RA
550 venue-templates openclaw-migrated Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific
551 vercel-react-best-practices prjmail-migrated React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when
552 video-frames scienceclaw-migrated Extract frames or short clips from videos using ffmpeg.
553 voice-call scienceclaw-migrated Start voice calls via the OpenClaw voice-call plugin.
554 wacli scienceclaw-migrated Send WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI (not for normal user
555 wangdefa productivity 王德发(Wonderful)·AI需求引导工具。 当用户说"王德发"、"启动王德发"、"做需求"、"帮我设计xxx"等需求类开头时触发。 核心能力:需求框架设计 + 根据需求推荐提升工具 + 飞书文档自动创建。
556 web-design-guidelines prjmail-migrated Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility
557 weekly-review-planning productivity Weekly reset: commitments, stalled work, next-week plan.
558 weights-and-biases mlops W&B: log ML experiments, sweeps, model registry, dashboards.
559 what-if-scenarios bmad-migrated Explore alternative realities through what-if scenario construction to understand possibilities and generate i
560 windows-app-stability-diagnosis devops Use when a Windows desktop app crashes or black-screens.
561 windows-scientific-env mlops Windows sci Python env (torchdrug/rdkit) no MSVC build.
562 windows-scientific-tooling devops Scientific CLI installs on Windows (conda, BLAST, MMseqs2).
563 write codex-migrated Use when a quest has enough evidence to draft or refine a paper, report, or research summary without inventing
564 xlsx openclaw-migrated Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalcula
565 yes-and-improv bmad-migrated Facilitate Yes-And improvisation exercises to build acceptance, enhance team collaboration, and foster creativ
566 youtube-content media YouTube transcripts to summaries, threads, blogs.
567 yuanbao (uncategorized) Yuanbao (元宝) groups: @mention users, query info/members.
568 zarr-python openclaw-migrated Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray c
569 zero-one-two-three productivity 基于中国道家思维从"道"到"万物",执行第一性原理的智能体分发系统。核心理念:0+1+2≠3→∞。独创"邮箱灵感笔记"与"人机协作知识创生引擎"。探索知识资产变现交付方式:知识二创、知识还原、加密解密、阅后即焚、免费AP
570 zinc-database openclaw-migrated Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures
571 反幻觉 software-development AI会无中生有、编造数据、过度迎合?这套规则让AI先查后答、不知不言、事实与推论严格区分。六条原则+五维度自检+五级置信度。适合:事实核查、方案决策、防AI幻觉、需要AI说真话。不适合:纯创作、翻译。关键词:反幻觉/事实
572 合同审查 research 分析合同中的风险、义务、关键条款,并生成带严重性评级的结构化风险报告。
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