AI & ML

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Advanced Qdrant vector database operations for AI agents. Semantic search, contextual document ingestion with chunking, collection management, snapshots, and migration tools. Production-ready scripts for the complete Qdrant lifecycle. Use when: (1) Implementing semantic search across collections, (2) Ingesting documents with intelligent chunking, (3) Managing collections programmatically, (4) Creating backups and migrations.

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Free basic version of ecommerce ad copy generator. Generates 3 ad copies from product info, and reserves premium upgrade hooks for 10-copy batch generation and A/B variants.

knownasnaffy Bundle

Task continuity, session snapshots, and gateway restart recovery. Use when starting long-running tasks (register them), after gateway restart (check for interrupted tasks), or when user asks about task status/recovery. Trigger on "resume", "任务恢复", "重启后", "未完成任务", or before/after any multi-step operation.

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

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Reads Chrome bookmarks and extracts URLs by a user-provided folder name, then generates batch webpage summaries. Use when the user mentions Chrome bookmarks/favorites, bookmark folders, link summarization, or asks to summarize sites under a bookmark folder.

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Crypto trading signal, price prediction, market analysis for any Binance pair (BTC, ETH, SOL, USDT...). Trigger on: crypto, signal, buy, sell, "should I buy", trade, CPI, Fed, macro news.

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Deep multi-source research agent. Use when: (1) user asks to research a topic, question, or claim, (2) user needs a literature review, competitive analysis, or fact-check, (3) user says 'look into', 'investigate', 'find out about', 'what do we know about', (4) user needs a briefing doc or report with citations. NOT for: simple factual lookups (use web_search directly), code-related questions (use coding-agent), fetching a single known URL (use web_fetch).

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Search Singapore property rental and sale listings with flexible filters. Use when asked to search Singapore properties, find rental or sale listings, check property prices near MRT stations, or compare commute times. Supports filtering by listing type (rent/sale), property type (HDB/Condo/Landed), bedrooms, bathrooms, price range, size, TOP year, MRT station codes, distance to MRT, room type, availability, and commute time to a destination. Outputs JSON to stdout.

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依托东方财富数据库，面向沪深京港美五大市场的上市公司/股票，生成业绩点评类输出（含财报分析、业绩解读）。 当用户明确提出业绩点评、财报分析、业绩解读需求，或出现「业绩点评」「财报点评」「业绩分析」「季报/半年报/年报点评」「财务分析」「盈利分析」「业绩解读」等表述时，应触发本 Skill。 用户点名具体公司/股票并希望获得业绩与盈利维度的分析评价时，应触发本 Skill。 即使用户未明说「业绩点评」，只要意图是对该公司财报或业绩作分析解读，也应触发。

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A-share quantitative trading backtesting using AKQuant (Rust engine) and AKShare data. Use when user asks to "backtest a stock strategy", "test trading algorithm on Chinese stocks", "analyze stock performance", "run double MA strategy", or "optimize trading parameters". Supports double MA, RSI, and custom strategies for A-shares.

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AC branch pi-model power flow equations (P/Q and |S|) with transformer tap ratio and phase shift, matching `acopf-math-model.md` and MATPOWER branch fields. Use when computing branch flows in either direction, aggregating bus injections for nodal balance, checking MVA (rateA) limits, computing branch loading %, or debugging sign/units issues in AC power flow.

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BibiGPT CLI for summarizing videos, audio, and podcasts directly in the terminal. Use when the user wants to summarize a URL (YouTube, Bilibili, podcast, etc.) or check their BibiGPT authentication status. Requires the BibiGPT desktop app installed with an active login session, or a BIBI_API_TOKEN environment variable set.

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AI-powered betting advisory for gaming platforms. Provides intelligent bet recommendations, risk analysis, bankroll management, and strategy optimization for crash games, dice, and casino games. Use when building automated betting bots or need AI gambling strategy guidance.

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Long-form novel workflow for creating, continuing, resuming, and repairing serialized fiction with externalized project state, role-to-model mapping, worldbuilding, character sheets, full outlines, 10-chapter batch outlines, style sampling, chapter drafting, consistency review, memory tracking, and spawned multi-session collaboration. Use when the user asks to start a novel project, continue or resume a draft, recover from truncation, assign models to roles, generate canon or chapters, review for consistency, or maintain a long-running fiction project across many chapters. Supports single-agent or multi-agent execution, with multi-agent as the default; when multi-agent is selected, first surface the available model inventory and the novel-writing role list, then ask the user for an explicit role→model mapping before any canon work. Once the user has provided the mapping, persist it in project state and drive stage work with `sessions_spawn` using the mapped roles rather than treating the mapping as passive me

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Local text-to-speech using Piper voices via sherpa-onnx. 100% offline, no API keys required. Use when user asks for a voice reply, audio response, spoken answer, or wants to hear something read aloud. Supports multiple languages including German (thorsten) and English (ryan) voices. Outputs Telegram-compatible voice notes with [[audio_as_voice]] tag.

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Comprehensive knowledge base on stablecoins, AI agent economics, and the NBW (New Bretton Woods) protocol, based on the book "稳定币：AI智能体经济的未来探索" by Han Feng (韩锋), Bao Song (鲍松), and Hu Xuanfeng (胡烜峰). Use when: discussing stablecoin history (USDT, DAI, UST, USDC), stablecoin business models, DeFi protocols, algorithmic stablecoins, cross-border payments with stablecoins, RWA (Real World Assets) tokenization, the NBW/New Bretton Woods protocol, quantum algorithmic thinking, AI agent economy/finance, bitcoin as "quantum gold", global debt crisis solutions, or the intersection of AI and cryptocurrency. Also use when asked about: 韩锋, 稳定币, 新布雷顿森林, NBW, AI智能体经济, 量子算法思维, 量子黄金. Book link (微信读书): https://weread.qq.com/book-detail?type=1&senderVid=294507526&v=404329c0813abb209g017102 Publisher: 机械工业出版社 (2026年2月) | ISBN: 9787111801009

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Resume multi-session projects with full context retention. Use when returning to previous work, needing conversation history, recalling past decisions, or bridging context across days/weeks. Solves agent memory loss between sessions.

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乒乓球教学方案生成。当用户说"帮我出一份乒乓球教学方案"、"生成乒乓球学习计划"、"帮我出一份乒乓球培训方案"，或询问乒乓球教学内容、训练计划、阶段安排时触发。输入学员性别、年龄、学乒乓球几年后，输出完整的分阶段教学方案，包括各阶段时长、技术要点、当前阶段判断和剩余学习时间估算。

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Search and get details for POI (points of interest) using Baidu Maps API. Use for searching places, restaurants, hotels, attractions, and retrieving detailed POI information by UID.

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企业级性能测试工具包，支持HTTP接口压测、负载测试、性能基准测试和报告生成。 Enterprise-grade performance testing toolkit supporting HTTP load testing, stress testing, benchmark testing and report generation.

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SKU对比分析工具。支持SKU的时间维度、横向、导购等多维度对比分析。 核心能力： 1. 时间维度对比（本期vs上期、活动前后、月度环比） 2. 横向对比（多个SKU排名、标杆学习） 3. 导购维度对比（不同导购对同一SKU的销售差异） 4. 销售表现对比（销售额、销量、转化率） 5. AIoT数据对比（试用次数、成交转化） 触发条件： - 用户对比SKU（如"心遥2和舒珀哪个卖得好"） - 用户分析SKU变化（如"这个款比上月怎么样"） - 用户需要SKU排名（如"Top10 SKU是哪些"）

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Generate changelogs from git commits. Supports markdown, plain text, and JSON output with date ranges and tag-based filtering.

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Build, review, and debug OpenClaw plugins with the official plugin SDK. Use when creating or modifying `extensions/<id>` plugins, `openclaw.plugin.json`, plugin-shipped skills, tools, hooks, slash commands, manifests, or tests, and when diagnosing why a plugin, hook, skill, command, or tool is loaded but unavailable at runtime.

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Interact with slashbot.net — a Hacker News-style community for AI agents. Register, authenticate, post stories, comment, vote, and engage with other bots. Use when the user asks about slashbot, wants to post or read from slashbot.net, check discussions, engage with the community, or set up a heartbeat engagement loop. Requires curl, jq, openssl, and a local RSA or ed25519 private key for authentication.

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AI-native hospital and multi-department healthcare ERP. 98 actions across 7 domains -- patients, appointments, clinical, billing, inventory, lab, referrals. Built on ERPClaw foundation with HIPAA-friendly architecture, ICD-10/CPT coding, insurance claims, prior authorization, and full clinical documentation.

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Trades Polymarket Bitcoin 5-minute sprint markets using real-time BTC price momentum from Binance. Buys YES when BTC momentum is bullish, NO when bearish.

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Automate punching time in/out on WPS Time / NetTime (wpstime.com NetTime). Use for phrases like setup punchclock/configure punchclock/set up time clock, clock in/clock out, start break/end break, start lunch/end lunch, check status/status. Runs a Playwright flow, captures a screenshot, and replies with a brief confirmation.

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专业的银行理财产品分析报告生成工具。使用 mcporter 调用恒生聚源服务获取理财产品数据，按照标准化模板撰写包含产品概览、业绩表现、风险特征、资产配置、市场舆情、投资建议的完整分析报告。当用户需要分析银行理财产品、生成理财报告、评估产品投资价值、查询理财产品业绩、对比多个理财产品时触发。Professional bank wealth product analysis report generator. Uses mcporter to call Hengsheng Juyuan services to obtain wealth management product data, and writes a complete analysis report according to a standardized template, including product overview, performance analysis, risk characteristics, asset allocation, market sentiment, and investment recommendations. Trigger when users need to analyze bank wealth management products, generate financial reports, evaluate product investment value, query product performance, or compare multiple wealth management products.

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Booking.com国际酒店预订助手，支持全球酒店搜索、房型查询、价格对比、预订管理。Invoke when user wants to search international hotels, book hotels on Booking.com, or manage Booking.com reservations.

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Agent Services Marketplace - Find AI agents for research, coding, trading, and more

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Get transcripts from any YouTube video — for summarization, research, translation, quoting, or content analysis. Use when the user shares a video link or asks "what did they say", "get the transcript", "transcribe this video", "summarize this video", or wants to analyze spoken content.

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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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EduClaw State Reporting — State reporting, Ed-Fi integration, data validation, and submission tracking for K-12 LEAs. Transforms operational EduClaw data into compliant state/federal reporting submissions (Ed-Fi ODS/API, EDFacts, CRDC, IDEA 618).

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Ledger-informed persona lifecycle management. Replaces low-performing personas with successor personas derived from mistake patterns in board decision history, preserving adaptive governance over long-running automation. Reputation updates are computed by consensus-persona-engine.

knownasnaffy Bundle

Clean up OpenClaw session storage across all agents. Removes tombstone files (.reset, .deleted, .bak), old cron session .jsonl files, orphan files, and stale sessions.json entries. Use when session folders are bloated, disk space is low, or as part of daily/nightly maintenance. Triggers on "clean sessions", "session cleanup", "session bloat", "free disk space", "maintenance", "clean up agents".

knownasnaffy Bundle

Create, inspect, and restore versioned OpenClaw state backups with rollback safety. Use when backing up or migrating OpenClaw memory, workspace state, gateway config, cron/session state, or when restoring a previously captured snapshot after breakage, config mistakes, host migration, or context-loss concerns.