AI & ML

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Manage multi-provider model switching and fallback chains in OpenClaw. "OpenClaw Switch" helps users set up automatic model failover (e.g. 429 rate-limit → fallback), switch primary models, view current fallback chains, and configure heartbeat/subagent routing. Works with any provider (Gemini, OpenAI, Anthropic, NVIDIA, Ollama, etc.).

knownasnaffy Bundle

Deterministic long-term memory routing for OpenClaw. Route, write, reflect on, and refresh reusable memory for multi-step agent work. Use when the task depends on prior sessions, durable user preferences, reusable procedures, past failures, project summaries, or stale memories that need replacement. Trigger on explicit memory phrases like "from now on", "remember this", "always", "prefer", "avoid", "my rule is", "replace my previous rule", and "going forward", and whenever an agent step needs a compact working-memory packet instead of raw history or plain RAG.

knownasnaffy Bundle

WebSocket connection management with exponential backoff + jitter retry, heartbeat detection, and circuit breaker pattern. Use when you need reliable WebSocket connections that automatically recover from network failures.

knownasnaffy Bundle

Inspect, back up, search, export, and update OpenClaw long-term memory stored with MemoryOS. Use when Codex needs to manage MemoryOS memory files for an OpenClaw-style agent, including locating the data directory, reading user profiles, reviewing user or assistant knowledge, appending curated memories, replacing profiles, exporting summaries, or preparing MemoryOS-based long-term memory operations for another agent project.

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面向中文自然语言的量化金融数据研究技能。用于把"看看这只股票最近怎么样""帮我查财报趋势""最近哪个板块最强""北向资金在买什么""给我导出一份行情数据"这类请求，转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。同时集成了 AKQuant 量化投研引擎，支持策略回测和量化分析。

knownasnaffy Bundle

Manage and optimize OpenClaw context window usage via partitioning, pre-compression checkpointing, and information lifecycle management. Use when the session context is near its limit (>80%), when the agent experiences "memory loss" after compaction, or when aiming to reduce token costs and latency for long-running tasks.

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Bootstrap a new OpenClaw agent's memory system in one command. Sets up MEMORY.md, daily memory files, HEARTBEAT.md, and USER.md by asking 3 quick questions. Use when a user is setting up OpenClaw for the first time, when memory files are missing, or when asked to "set up my memory system", "initialize my agent", "bootstrap my agent", or "run the memory wizard". Solves the

knownasnaffy Bundle

Caption A/B variant writer for social media. Generate 5 caption variations for any post with different angles, tones, and CTAs — ready to split test across Instagram, LinkedIn, TikTok, and X. Triggers: caption writer, caption variants, A/B caption, social media caption, post caption, caption generator, write caption

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Read-only on-chain research tool for AIMS protocol vaults. Use when user asks about KNAB vaults, AIMS token prices, or vault pool reserves.

knownasnaffy Bundle

Make OpenClaw launch the Ashen Era CLI build, play a real run, and deliver a complete first-person play report. Use this when the user asks to "play the game", "run a full session and report back", or "write a full gameplay recap". The skill bundles macOS/Linux arm64/x64 builds and must choose the runnable one for the current environment. Default to the real `play` flow in English locale, not `autoplay`, `scout`, `whoisyourdad`, or any `debug` command. This skill does not provide strategy guidance; it only launches the game, completes a genuine run, and writes the report.

knownasnaffy Bundle

Maintain workspace documentation hygiene and discoverability. Use when organizing markdown sprawl, updating doc indexes, archiving stale progress/status snapshots, generating dry-run cleanup candidate lists, and keeping memory/task control files aligned without deleting files automatically.

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Comprehensive quantitative trading skill for OKX. Use when user asks to 'analyze market', 'calculate RSI', 'check EMA', 'compute bollinger bands', 'buy BTC', 'sell ETH', 'place order', 'long perp', 'short swap', 'set stop loss', 'set take profit', 'check positions', 'cancel order', 'set leverage', 'trailing stop', or any quantitative analysis + order execution task on OKX. Combines Python-based technical indicator computation (RSI, EMA 5/10/20, Bias, Bollinger Bands) with OKX CLI for actual order placement. Requires API credentials for trading operations. Do NOT use for grid/DCA bots (use okx-cex-bot).

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Generate advertising images automatically from a product URL + brand profile. ✅ USE WHEN: - User provides a product URL (e-commerce link) - Want automated product scraping + image generation - Have a brand profile to apply (70+ brands available) - Need funnel-stage targeting (awareness/consideration/conversion) - Want AI to auto-select model, scene, lighting based on brand ❌ DON'T USE WHEN: - User provides local product image file → use morpheus-fashion-design - Don't need a person in the image → use nano-banana-pro - Want manual control over model, scene, packs → use morpheus-fashion-design - Already have hero image, need variations → use multishot-ugc - Need video output → use veed-ugc after image generation INPUT: Product URL + brand name (optional) + funnel stage (optional) OUTPUT: PNG advertising image with product + model

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Alipay+ Voyager Travel Agent. Provides comprehensive travel solutions including flight search, hotel recommendations, and multi-day itinerary planning. Use when user mentions 'flight', 'airline', 'hotel', 'accommodation', 'itinerary', 'trip plan', or asks to search or book travel services.

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Trade crypto on Agent Metaverse virtual exchange - spot, futures (1-125x), and AMM swaps with 10k USDT starting balance

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Monitor and analyze Weights & Biases training runs. Use when checking training status, detecting failures, analyzing loss curves, comparing runs, or monitoring experiments. Triggers on "wandb", "training runs", "how's training", "did my run finish", "any failures", "check experiments", "loss curve", "gradient norm", "compare runs".

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Professional backtesting framework for trading strategies. Tests SMA crossover, RSI, MACD, Bollinger Bands, and custom strategies on historical data. Generates equity curves, drawdown analysis, and performance metrics.

knownasnaffy Bundle

分段式 Jupyter Notebook 生成与修改工具。当用户需要创建、分段追加、修改、合并 Jupyter Notebook (.ipynb) 时使用此技能。支持的高级功能包括：(1) 分段多次生成 Notebook 内容，避免一次性生成过大导致超时或内容截断；(2) 本地图片 base64 嵌入到 Markdown cell；(3) 内置哈希判题系统（不显示明文答案）；(4) 灵活的 cell 级增删改查；(5) 合并多个 notebook 为一个；(6) 导出为纯 Python 脚本；(7) 自动生成目录；(8) Cell 标签分组与重排序。适用场景包括教学课件、编程练习、技术教程、学习笔记等 notebook 的创建与维护。

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Professional T+0 intraday trading system for Chinese A-shares. Uses Bayesian inference, Kelly criterion, and VaR risk management to optimize day-trading decisions. Supports real-time quotes from Tencent Finance API. Ideal for active traders seeking quantitative edge in volatile markets. Includes risk control, position sizing, and automated monitoring.

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Set up headless browser automation in Clawdbot using Playwright Chromium. Use when configuring browser tools for WSL/Linux environments, installing browser dependencies, or enabling headless web automation. Handles Chromium installation, system library dependencies, and Clawdbot browser configuration.

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iFlytek Ultra-Realistic TTS (超拟人语音合成) — synthesize natural, expressive speech from text using iFlytek's ultra-realistic voice synthesis API. Supports 50+ voices (male/female/child, Chinese/English/dialect), adjustable speed/volume/pitch, mp3/pcm/opus output. Use when the user wants to convert text to speech, generate audio narration, or create voice content. Pure Python stdlib, no pip dependencies.

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Extract speech-to-text from Douyin (TikTok China) videos, get watermark-free download links, and download videos. Use when user shares a Douyin link, asks to transcribe a Douyin video, wants to download a Douyin video without watermark, or needs to extract text from Chinese short videos.

knownasnaffy Bundle

Reports upcoming or recent earnings, dividends, and stock splits from FMP for a watchlist of tickers. Accepts a comma-separated ticker list or a file of tickers. Returns events in a given date range (default 7 days ahead; use negative range like -30d to look back). Use when the user asks about upcoming or past corporate events, earnings dates, dividend schedules, or stock splits for specific tickers.

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Trade Polymarket 5-minute crypto fast markets using 1-minute candle body analysis and volume surge detection from Binance. Scans BTC, ETH, SOL, XRP, BNB simultaneously and picks the strongest signal each cycle. Enters when the last candle has a strong body (>60% of range) confirmed by a volume spike (>1.5x average). Backtested at 86%+ win rate over 3 months.

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Log allergens, track reactions, and chart symptom patterns over time. Use when identifying triggers, preparing reports, or setting reminders.

knownasnaffy Bundle

Periodically audit all workspace skills, learnings, memory, and configuration files to recommend refactoring, new skill ideas, and workflow improvements. Triggered automatically via cron every 7 days, or manually with "audit skills", "skill review", "workspace health", or "improve workflow". Sends recommendations directly to Telegram without user prompting.

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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.

knownasnaffy Bundle

Read-only on-chain research tool for AIMS protocol vaults. Use when user asks about KNAB vaults, AIMS token prices, or vault pool reserves.

knownasnaffy Bundle

Evaluate hi-fi and audio gear options, build system recommendations, guide installation and tuning, and analyze used-market pricing/resale value. Use when users ask for speaker/amp/DAC matching, room setup, placement, EQ/tuning checklists, buying advice, scam-risk checks, or fair-price analysis for second-hand audio gear (Hi-Fi, headphone rigs, home stereo).

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Local-first insurance record organizer for tracking policies, renewals, claims logs, and related insurance records. Use when the user wants to store policy details, list recorded policies, track renewal dates, log claim events, or summarize insurance records. NEVER provides insurance advice, recommends coverage amounts, or facilitates policy purchases.

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Six Sigma methodology reference — DMAIC process, statistical tools, control charts, and capability analysis. Use when running improvement projects, analyzing process variation, or preparing for Six Sigma certification.

knownasnaffy Bundle

Control Carrera HYBRID RC cars (by Sturmkind) via BLE. Use when user wants to drive, steer, control lights, write text with, or reverse-engineer Carrera HYBRID / Sturmkind RC cars over Bluetooth Low Energy. Supports Telegram remote control with inline buttons, MITM proxy for protocol sniffing, and text-drawing via driving paths.

knownasnaffy Bundle

Use when identifying collaboration opportunities across fields, finding experts in complementary disciplines, translating methodologies between scientific domains, or building interdisciplinary research teams. Identifies synergies between scientific disciplines, matches researchers with complementary expertise, and facilitates cross-domain collaborations. Supports interdisciplinary grant applications and innovative research team formation.

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

knownasnaffy Bundle

Generate SVG images using text LLM instead of image generation APIs. Use when user wants to create illustrations, icons, cartoons, diagrams, or any visual content without DALL-E/Midjourney/Stable Diffusion. The LLM writes SVG code directly - works great for simple graphics, cartoons, icons, and stylized art.

knownasnaffy Bundle

System safety and control-plane skill that prevents agent deadlocks and freezes. Provides non-LLM control commands to inspect task state, flush message queues, cancel long-running work, and recover safely without restarting the container. Use when implementing or operating long-running tasks, sub-agents, benchmarks, background monitors (e.g., Moltbook, PNR checks), or when the system becomes unresponsive and needs immediate recovery controls.