📝 敲黑板知识点汇总 (共 5 篇)
🧠 Claude Code 之父访谈："全员编程"时代，企业的真正护城河是组织流程的速度
2026-05-07Anthropic Claude Code 创造者 Boris Cherny 在 Sequoia AI Ascent 2026 大会上抛出一系列震撼观点：编程问题已被"解决"，2026 年他亲手写了零行代码；"Loop"将成为 AI Agent 的核心工作模式；企业真正的竞争优势不在于拥有更强的模型，而在于组织流程的 AI 化改造速度。这篇文章提炼出七大核心洞见，帮助你理解 AI 时代软件开发的范式转移。
查看全文 →🤖 Hermes Agent：开发者的下一代自主进化 AI 代理
2026-04-13Hermes Agent 是一款面向开发者的自主式 AI 代理框架，它不只是回答问题的聊天机器人，而是一个能够理解目标、规划步骤、执行任务、自我修正的智能体。本文深度解析其三层架构（感知层、推理层、执行层），并提供 macOS 独立环境一键部署脚本，帮助开发者快速拥有属于自己的自主进化 AI 助手。
查看全文 →🚀 Serverless 无服务器 + 飞书多维表格：业界最标准的现代化建站方案
2026-04-01在传统的网站开发中，往往需要购买云服务器（VPS）、配置 Nginx、安装数据库，成本高昂且运维繁琐。“Serverless (Vercel) + 飞书多维表格 (Feishu Bitable)” 的组合彻底颠覆了传统的开发模式，实现了“零服务器、零运维、秒级部署”。本文带您解析这套具备极致弹性和高可用架构的实现原理及优势。
查看全文 →🛡️ 系统执行白名单 (Exec Allowlist) 机制深度解析
2026-04-01执行白名单（Exec Allowlist）是保障 Mac mini 系统安全的“最后一道防线”。本文详细解析了该沙箱隔离机制的必要性、精确匹配与内联代码拦截的原理，以及如何通过“化动态为静态”的脚本沙箱模式安全有效地进行绕过与自动化配置。
查看全文 →✨ 多层四D记忆系统架构全景
2026-03-31作为一个不断进化的 Proactive Agent，旺财Jarvis 的大脑已经从最初的“扁平化文件堆叠”演进为“全息立体知识库”。它不仅能执行指令，更能通过一套具备时空感知、关系推理、自动代谢的立体记忆检索架构，在您提问的瞬间零延迟穿梭于四个维度，拼凑出最立体的上下文全貌。
查看全文 →📦 已安装技能库大本营 (共 73 项)
⚙️ 系统核心引擎 (System Core)
read / write / edit ⚙️
文件读写核心。精准创建、修改或解析本地文件内容，防止大文件溢出内存。
exec / process ⚙️
终端交互能力。安全执行受限白名单系统命令，管理长期后台进程与PTY会话。
message ⚙️
多渠道通信枢纽。在Slack、Telegram、飞书等多渠道进行图文并茂、跨频道的通讯。
canvas ⚙️
浏览器渲染引擎呈现。快照、渲染和呈现Web视图给用户端。
🤖 智能编排与代理 (Orchestration)
sessions_spawn ⚙️
子代理繁殖引擎。实时拉起专用子Agent来并行处理长时或复杂分层任务。
subagents / sessions_list ⚙️
代理监控与生命周期。监控子代理的执行状态，提供接管或强制终止的能力。
sessions_send ⚙️
跨会话通信系统。实现在不同的平行会话与代理之间发送定向通讯。
🧠 无损记忆与上下文 (Lossless Memory)
lcm_grep ⚙️
记忆模糊搜寻。快速使用正则表达式或全文从被折叠压缩的历史记忆中检索蛛丝马迹。
lcm_expand_query ⚙️
深层记忆唤醒。将记忆节点的摘要完整回溯到其子树，找回被压缩的精确上下文细节。
👁️ 视觉与感知系统 (Perception)
image ⚙️
原生视觉理解模型分析。传入图片进行分析与逻辑推演，看懂图表和界面设计。
image_generate ⚙️
图像创造引擎。调用文生图或图生图模型，将灵感具现为高分辨率画作。
tts ⚙️
原生文本转语音合成。提供自然人声朗读长文本的能力。
pdf ⚙️
文档结构拆解。分析并摄取PDF文档，保留文字排版与插图语境进行解读。
📱 飞书全家桶集成 (Feishu Integration)
feishu_doc / feishu_wiki ⚙️
飞书云文档/知识库操控。实现对飞书文档的逐段读写和知识库结构的完整重组。
feishu_bitable ⚙️
飞书多维表格引擎。创建新表格应用、插入字段、增删改查上千条数据记录。
feishu_drive ⚙️
飞书云盘挂载。全面管理飞书个人云盘的文件结构与生命周期。
🌟 第三方扩展应用技能 (Extension Skills)
12306 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
Competitor Research 🌟
Deep competitor audits with market positioning, gap analysis, and actionable insights for winning strategies.
Games 🌟
Build a personal gaming system for video games, board games, party games, and family activities.
Office 🌟
Master Excel, Word, PowerPoint, and Google Workspace with formulas, formatting, and automation.
Self-Improving Agent (With Self-Reflection) 🌟
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use before starting work and after responding to the user.
agent-browser 🌟
Headless browser automation CLI for AI agents. Use when interacting with websites — navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, scraping, testing web apps, downloading files, or automating any browser task. Triggers on requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data", "test this web app", "login to a site", "monitor a page", or any task requiring programmatic web interaction.
ai-data-analyst-cn 🌟
AI数据分析助手 - 智能图表生成、预测分析、异常检测、一键生成报告
bilibili-monitor 🌟
生成B站热门视频日报并发送邮件。触发词：B站热门、bilibili日报、视频日报、热门视频
clawsec 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
competitor-analysis 🌟
This skill should be used when the user asks to "analyze competitors", "competitor SEO", "who ranks for", "competitive analysis", "what are my competitors doing", "what are they doing differently", "why do they rank higher", or "spy on competitor SEO". Analyzes competitor SEO and GEO strategies including their ranking keywords, content approaches, backlink profiles, and AI citation patterns. Reveals opportunities to outperform competition. For content-focused gap analysis, see content-gap-analysis. For link profile specifics, see backlink-analyzer.
content-brainstorm 🌟
Social media content ideation engine. Generates a 7-day topic plan with titles, angles, SEO keywords, and trend scores for any niche and platform.
content-writer 🌟
Multi-platform content generator for Chinese social media. Produces publish-ready posts for 小红书, 知乎, 公众号, and 抖音 with platform-native formatting, hooks, and CTAs.
daily-report 🌟
|
debug-checklist 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
distil 🌟
Fetch web pages as clean Markdown and search the web via the distil.net proxy
duckduckgo-search 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
email-manager 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
evolink-music 🌟
AI music generation with Suno v4, v4.5, v5. Text-to-music, custom lyrics, instrumental, vocal control. 5 models, one API key.
evolink-video 🌟
AI video generation — Sora, Kling, Veo 3, Seedance, Hailuo, WAN, Grok. Text-to-video, image-to-video, video editing. 37 models, one API key.
feishu-bitable 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
feishu-calendar 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
find-skills 🌟
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
github 🌟
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
gog 🌟
Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.
healthcheck 🌟
Track water and sleep with JSON file storage
knowledge-pipline 🌟
多模态知识管道技能 — 摄入文档(PDF/图片/视频/Office)到持久化知识维基，支持知识融合、跨源矛盾检测、多源聚合查询、知识图谱构建。当用户提到摄入文档、构建知识库、查询维基、检查一致性、构建知识图谱、文档分析、多模态理解、数据管道等需求时触发此技能。即使用户没有明确说 pipeline 或 knowledge-pipline，只要涉及将文档转化为结构化知识、跨文档分析对比、或知识图谱可视化，都应触发此技能。
local-whisper 🌟
Local speech-to-text using OpenAI Whisper. Runs fully offline after model download. High quality transcription with multiple model sizes.
market-analysis-cn 🌟
市场分析服务 | Market Analysis Service. 企业市场趋势分析 | Enterprise market trend analysis. 竞品分析 | Competitor analysis. 用户行为洞察 | User behavior insights. 触发词：市场分析、竞品分析、market analysis、趋势.
mayguard 🌟
A security auditor for agent skills. Scans skill directories for malicious patterns (credential theft, suspicious network calls, destructive commands) and provides a safety score. Use before installing unknown skills.
md-to-pdf-cjk 🌟
Convert Markdown files to professional PDF documents with full CJK (Chinese/Japanese/Korean) support. Uses reportlab for reliable rendering without external dependencies like wkhtmltopdf or LaTeX.
memory-lancedb-hybrid 🌟
LanceDB long-term memory plugin with BM25 + vector hybrid search (RRF or linear reranking).
multi-search-engine 🌟
Multi search engine integration with 17 engines (8 CN + 9 Global). Supports advanced search operators, time filters, site search, privacy engines, and WolframAlpha knowledge queries. No API keys required.
n8n-workflow-automation 🌟
Designs and outputs n8n workflow JSON with robust triggers, idempotency, error handling, logging, retries, and human-in-the-loop review queues. Use when you need an auditable automation that won’t silently fail.
nano-banana-2 🌟
Generate images with Google Gemini 3.1 Flash Image Preview (Nano Banana 2) via inference.sh CLI. Capabilities: text-to-image, image editing, multi-image input (up to 14 images), Google Search grounding. Triggers: nano banana 2, nanobanana 2, gemini 3.1 flash image, gemini 3 1 flash image preview, google image generation
nano-banana-pro 🌟
Generate/edit images with Nano Banana Pro (Gemini 3 Pro Image). Use for image create/modify requests incl. edits. Supports text-to-image + image-to-image; 1K/2K/4K; use --input-image.
obsidian-ontology-sync 🌟
Bidirectional sync between Obsidian PKM (human-friendly notes) and structured ontology (machine-queryable graph). Automatically extracts entities and relationships from markdown, maintains ontology graph, and provides feedback to improve note structure. Run sync every few hours via cron.
office-xyz 🌟
|
proactive-agent 🌟
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞
reminder 🌟
Natural-language reminder secretary: capture events into git-synced workspace (data/logic separated), schedule Telegram reminders via OpenClaw cron, and answer "what's coming up" queries. Use when user mentions meetings, birthdays, deadlines, or asks for schedule/plans.
schedule-feishu 🌟
飞书日程管理技能，自动创建飞书文档日程表，支持日程新增、状态更新、自动提醒，适配个人飞书账号使用
scrapling-skill 🌟
基于Scrapling的网页抓取，支持动态渲染和Cloudflare绕过。触发词：抓取、爬取、绕过Cloudflare、动态页面、JS渲染页面
security-auditor 🌟
Use when reviewing code for security vulnerabilities, implementing authentication flows, auditing OWASP Top 10, configuring CORS/CSP headers, handling secrets, input validation, SQL injection prevention, XSS protection, or any security-related code review.
security-hardener 🌟
Audit and harden OpenClaw configuration for security. Scans openclaw.json for vulnerabilities, exposed credentials, insecure gateway settings, overly permissive exec rules, and missing security best practices. Use when asked to audit security, harden configuration, check for vulnerabilities, or secure an OpenClaw deployment.
self-improvement 🌟
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.
serpapi 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
skill-vetter 🌟
Security-first skill vetting for AI agents. Use before installing any skill from ClawdHub, GitHub, or other sources. Checks for red flags, permission scope, and suspicious patterns.
stock-analysis 🌟
Analyze stocks and cryptocurrencies using Yahoo Finance data. Supports portfolio management, watchlists with alerts, dividend analysis, 8-dimension stock scoring, viral trend detection (Hot Scanner), and rumor/early signal detection. Use for stock analysis, portfolio tracking, earnings reactions, crypto monitoring, trending stocks, or finding rumors before they hit mainstream.
stock-industry-analyzer 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
stock-monitor 🌟
股票价格实时监控。支持多只股票监控，使用 Yahoo Finance API 获取实时股价，自定义涨跌阈值提醒。当股价波动超过设定阈值时自动发送提醒，支持首次预警和续警机制。用于：(1) 监控持仓股票价格波动 (2) 设置价格提醒 (3) 定期检查股价变化
stock-monitor-hkus 🌟
港股/美股/加密货币实时监控。使用 Yahoo Finance (yfinance) 获取实时价格、技术指标监控。支持自定义股票池、涨跌提醒、均线/RSI/MACD信号。
summarize 🌟
Summarize URLs or files with the summarize CLI (web, PDFs, images, audio, YouTube).
tavily-search 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
tophot-chinese 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
ui-ux-pro-max-skill 🌟
第三方扩展功能包，提供专项场景下的处理与自动化能力。
video-summary 🌟
Video summarization for Bilibili, Xiaohongshu, Douyin, and YouTube. Extract insights from video content through transcription and summarization.
weather 🌟
Get current weather and forecasts (no API key required).
weekly-report 🌟
周报生成器，自动汇总本周工作