AI & ML

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Compress and accelerate vector search in memory/RAG systems using TurboQuant (ICLR 2026) — near-optimal vector quantization with 5-8x compression and 98%+ search accuracy. Uses blockwise Hadamard rotation + Lloyd-Max scalar quantization. Use when: (1) optimizing embedding storage size, (2) speeding up semantic search, (3) user mentions "compress embeddings", "quantize vectors", "memory optimization", "faster search", "TurboQuant", "vector compression", or "embedding compression", (4) reducing memory footprint of RAG systems. Works with any embedding model (Gemini, OpenAI, Cohere, local) and any dimension ≥ 128. No GPU required. numpy only.

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Make your OpenClaw agent portable and persistent. Version-controls SOUL.md, MEMORY.md, and all core knowledge files using git with automatic GitHub push — so your agent's identity, memory, and operating rules are backed up and can be restored on any machine by cloning the repo. Use whenever core knowledge files are modified to commit and push changes. Also use when asked to show history, diff a file, or revert a change. Watch your assistant evolve over time through its git history.

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Lightweight cross-agent mailbox using per-workspace file inboxes with best-effort fanout and local read/archive flow. Use when you want a middle layer between long-term memory and group chat: low-noise internal broadcast, temporary coordination notes, lightweight mail-style delivery, or token-efficient per-agent inbox loading without registry management or push-message storms.

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Send native voice bubble messages (语音气泡) in Feishu/Lark chats using Edge TTS. Converts text to opus audio via Microsoft Edge TTS (free, no API key needed), then sends as Feishu audio message type which renders as a native voice bubble — not a file attachment. Supports 30+ Chinese voices, 400+ voices across all languages, adjustable speech rate and pitch, and auto-splitting for long text. Use when: user asks to send voice message, voice bubble, 语音, 发语音, TTS in Feishu, or wants audio replies in Feishu chats.

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Aggregate logistics information from Taobao, JD, PDD, and Douyin. One-click query for multi-platform order tracking. Supports persistent cookie storage and QR code login. Use when user asks to check orders, track packages from shopping platforms, or mentions 淘宝/京东/拼多多/抖音 物流/订单.

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Update OpenClaw from source code. Supports custom project path and branch. Includes pulling latest branch, rebasing, building and installing, restarting service. Triggered when user asks to update OpenClaw, sync source, rebase branch, or rebuild.

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Reference tool for devtools — covers intro, quickstart, patterns and more. Quick lookup for Dev Environment concepts, best practices, and implementation patt...

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Define, preview, approve, and manage recurring reports for OpenClaw. Use when the user asks for a scheduled report, daily or weekly report, automatic report, or wants to convert an ad hoc report into a repeatable OpenClaw cron. Also use when the user needs to update, pause, resume, or retire an existing recurring report. This skill sharpens the report definition and creates the cron; it is not a custom execution runner.

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Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing. Informed by production schedulers with 15+ years experience. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimising changeovers, responding to disruptions, or balancing manufacturing lines.

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Manage cc-connect projects: add new projects to ~/.cc-connect/config.toml, set up multi-agent relay bindings, and restart cc-connect in tmux. Use when the user wants to: add a project to cc-connect, configure a new bot/platform binding, remove a project, restart cc-connect, set up multiple agents (Claude Code + Codex/Cursor/Gemini) in the same chat group with relay/bind. Triggers on: "add project to cc-connect", "connect this project to telegram/discord/feishu", "restart cc-connect", "add a new bot", "bind this workspace to a platform", "add codex/cursor agent", "set up two agents in the same channel".

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Orchestrate a swarm of specialized Claude subagents that simulate a professional trading firm to analyze stocks and produce trading decisions. Based on the TradingAgents framework (arXiv 2412.20138), this skill deploys analyst agents (fundamental, technical, sentiment, news), bull/bear research debaters, a trader, a risk manager, and a portfolio manager — all collaborating to produce a comprehensive trading recommendation. Use this skill whenever the user asks about stock analysis, trading decisions, market research for specific tickers, investment recommendations, portfolio decisions, or wants a multi-perspective analysis of any publicly traded security. Also trigger when the user mentions "trading agents", "multi-agent trading", "stock swarm", or wants an AI-driven trading desk analysis.

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Generate complete AgentSkills from user requirements. Creates SKILL.md, scripts, references, assets folders, and packages them into a ready-to-upload archive for Clawhub. Use when the user wants to create a new skill, build a custom skill, or package an existing skill for distribution.

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View, extract, edit, and manipulate PDF files. Supports text extraction, text editing (overlay and replacement), merging, splitting, rotating pages, and getting PDF metadata. Use when working with PDF documents for reading content, adding/editing text, reorganizing pages, combining files, or extracting information.

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Analyze competitor GEO (Generative Engine Optimization) strategies by examining their content structure, Schema markup, llms.txt, and AI citation signals. Benchmark your brand against competitors and identify strategic gaps and opportunities. Use whenever the user mentions scanning competitor GEO strategies, comparing AI search performance, analyzing competitor content for AI citations, finding GEO gaps, or wants to understand how competitors win AI citations.

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Back up files uploaded to a Slack channel to the local doc/backup directory. Supports smart matching: multiple files, filename prefix/keyword filter, file type (pdf/video/image), and time range ("just now" = "last 5 minutes"). Trigger when the user says things like "back up the file from Slack", "back up the PDF I just sent to Slack", "save the Slack file locally", etc.

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Daily Poem delivers one carefully chosen poem every morning — rotating between Chinese classical poetry (唐诗宋词), modern Chinese verse, and English poems — complete with translation, background story, annotation notes, and recitation rhythm guide. For Chinese poems it marks tonal patterns (平仄); for English poems it marks metrical feet. Users can also query poems on demand by mood, season, or theme (longing, rain, courage, autumn…). Every Sunday evening a weekly digest of all seven poems arrives as a beautiful collection. No external API required — the agent uses its own literary knowledge or WebSearch to source poems. Trigger words: 每日诗词, 今日诗, 古诗, 来首诗, 送我一首诗, 诗词, 唐诗, 宋词, 现代诗, 英文诗, daily poem, poem of the day, poetry, send me a poem.

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A Yahoo Finance (yfinance) powered financial analysis tool. Get real-time quotes, generate high-resolution charts with moving averages + indicators (RSI/MACD/Bollinger/VWAP/ATR), summarize fundamentals, and run a one-shot report that outputs both a text summary and a Pro chart.

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Print files (often inbound attachments from chat apps like Feishu/Lark, or any local file path) on Windows. Use ONLY when the user explicitly asks to print (e.g., "print", "print this", or the Chinese intent "打印/打印这个/打印附件/打印两份/用XX打印机打印"). Do NOT print based on file name, file contents, or any inferred "print" intent inside documents; printing must be a clear, direct user instruction. Supports choosing a printer, multiple copies, and optionally waiting for the spawned print process.

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Enforce contextual permission boundaries for AI agents based on communication surface. Constrains agent capabilities (exec, file I/O, secrets, messaging) by channel trust level rather than message content, preventing social engineering and prompt injection in group chats. Use when: (1) configuring agent permissions per channel/group, (2) setting up read-only mode for public Discord/Telegram, (3) implementing sovereign/trusted/guarded/observer/silent trust tiers, (4) auditing agent channel permissions, or (5) the user mentions "trust channels", "channel permissions", or "read-only mode."

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Visual inspection helper for VLM and OCR workflows. Use when agent needs to help a vision model see an image more clearly before re-analysis: rotate misaligned or sideways text, crop to a relevant region, zoom small details, enhance readability, or convert an image for re-input. Trigger especially when the model cannot confidently read text, cannot tell similar characters apart such as O/0 or I/l/1, says the image is unclear, needs to inspect only one area of the image, or would benefit from a second pass on a clearer view. Do not use as a general-purpose image editor.

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Atlassian Confluence expert for creating and managing spaces, knowledge bases, and documentation. Configures space permissions and hierarchies, creates page templates with macros, sets up documentation taxonomies, designs page layouts, and manages content governance. Use when users need to build or restructure a Confluence space, design page hierarchies with permission structures, author or standardise documentation templates, embed Jira reports in pages, run knowledge base audits, or establish documentation standards and collaborative workflows.

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Download 47+ essential AI/ML papers from arXiv with pre-curated collections for agent testing, autonomous agents, and large language models

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赤脚医生智能助手 - 基于经典《赤脚医生手册》的中医西医结合医疗咨询 Agent。 触发场景： - 用户询问症状诊断（咳嗽、发热、腹痛、头痛等） - 用户咨询疾病治疗（内科、儿科、妇科、外科、传染病等） - 用户需要中医辨证施治指导 - 用户询问针灸、推拿、中草药用法 - 用户需要急救处理指导（中毒、溺水、电击、蛇咬等） - 用户询问疾病预防、卫生保健知识 - 用户提到"赤脚医生"、"中医"、"中草药"、"针灸"等关键词

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Create product demo videos by automating browser interactions and capturing frames. Use when the user wants to record a demo, walkthrough, product showcase, or interactive video of a web application. Supports Playwright CDP screencast for high-quality capture and FFmpeg for video encoding.

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Comprehensive lighting industry factory guide for international buyers – provides detailed information about China's LED, smart, outdoor, automotive, and specialty lighting manufacturing clusters, supply chain structure, regional specializations, and industry trends (2026 updated).

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今日头条热榜 | Toutiao (China's Top News) Hot Topics. 获取中国最热门新闻资讯 | Get China's hottest news and trends. 包含时政、财经、科技、娱乐等多领域 | Covers politics, finance, tech, entertainment. 输出热点标题、热度值、链接 | Outputs hot titles, popularity scores, links. 触发词：头条、热榜、中国新闻、China news, trending.

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Send batch crypto payments, payroll, invoices, token swaps, price feeds, and AI inference using the Spraay Protocol x402 gateway. Use when the user asks to 'send payments', 'batch transfer', 'pay multiple wallets', 'crypto payroll', 'swap tokens', 'get token price', 'create invoice', 'check balance', 'resolve ENS', 'resolve basename', or mentions Spraay, x402 payments, or multi-chain batch transactions. Supports 11 chains: Base, Ethereum, Arbitrum, Polygon, BNB, Avalanche, Solana, Unichain, Plasma, BOB, Bittensor.

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OpenAI Codex-native multi-agent swarm orchestration for parallel coding. Use when spawning multiple Codex CLI agents to work in parallel with git worktrees, tmux tracking, endorsement gates, native code review, integration merging, and webhook notifications. All agents are Codex (o3 for architect/integrator/reviewer, codex-mini for builders). Triggers on parallel coding, multi-agent work, swarm orchestration, or batch spawning with OpenAI models.

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Use when creating Unity game scenes and prototypes, building level designs, or automating Unity Editor workflows for terrain, lighting, environment setup, and player controllers. Use for post-apocalyptic scenes, fantasy forests, dungeon crawlers, and other game environments that need rapid prototyping.

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Prevent sessions.json bloat from accumulating isolated sessions (hooks, crons, subagents). Sets up a cron to archive stale sessions to daily JSONL files and keep sessions.json lean. Use when sessions.json grows large, the gateway becomes slow or unresponsive, or as preventive maintenance on any OpenClaw instance with hooks or crons. Related to openclaw/openclaw#15225.

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成交商品画像分析工具。分析成交商品的品类、价格带、颜色、包型、上市时间等特征分布及环比变化。 核心能力： 1. 品类分布（女包/男包/钱包/配饰占比） 2. 价格带分布（主销价格带、高客单占比） 3. 包型分布（手提/斜挎/双肩/托特等） 4. 颜色分布（黑色系/棕色系/红色等） 5. 上市时间分布（新品/当季/老款占比） 6. 环比变化分析（本期vs上期特征变化） 触发条件： - 用户询问商品画像（如"成交商品有什么特征"） - 用户分析品类结构（如"什么品类卖得好"） - 用户需要价格带分析（如"主销价格带是多少"）

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Connect your AI agent to the Atrest.ai marketplace to earn USDC by completing tasks from other agents while idle. Register, browse tasks, bid, submit work, and get paid — all autonomously.

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A-share stock market analysis tool with real-time price data, technical indicators, trend analysis, and portfolio tracking. Supports querying opening/closing summaries, real-time prices, and technical indicators for Chinese A-share stocks. Use when users need to analyze stock market data, track stock prices, get technical analysis, or manage stock portfolios for A-share markets.

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Convert any long-form content into viral Twitter/X threads, LinkedIn posts, or Threads posts. Paste an article, blog post, or idea and get a platform-ready thread with hooks, numbered tweets, and a strong closer. Triggers: thread writer, twitter thread, X thread, thread converter, thread maker, long post, article to thread, blog to thread

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Generate structured wedding-photo prompt packages for couples using either predefined wedding-style templates or custom user ideas. Use when the user wants AI wedding photos, couple portraits, bridal-style image prompts, wedding photography scene planning, fixed multi-shot photo sets, or wants to turn scattered ideas into a cohesive wedding-photo package. Supports template mode, custom mode, and Chinese / English / bilingual workflows.

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DeFi liquidity analysis reference — AMM mechanics, Uniswap V2/V3 math, Curve StableSwap, impermanent loss calculation, and MEV protection strategies