AI & ML

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Complete memory system combining LanceDB auto-recall, Git-Notes structured memory, and file-based workspace search. Use when setting up comprehensive agent memory, when you need persistent context across sessions, or when managing decisions/preferences/tasks with multiple memory backends working together.

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预算分析虾 — OpenClaw 数字员工体系的财务守门员。实时监控所有 AI 资源支出，智能控制开销，防止产生意外的巨额费用。 当以下情况时使用此 Skill： (1) 用户询问今日/本周/本月花了多少钱 (2) 用户询问哪个数字员工最费钱、成本占比 (3) 用户要求分析成本趋势、优化建议 (4) 用户要求设置预算上限或预警阈值 (5) 检测到异常的 API 调用频率或成本激增时主动预警 (6) 用户提到"预算"、"成本"、"花了多少"、"账单"、"省钱"、"控制开销"、"预警"、"超支" (7) 需要生成日报/周报/月报成本摘要

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Scrape and summarize Spotify-related news from multiple sources (Spotify official blogs, engineering/research/newsroom, TechCrunch, The Verge, Music Business Worldwide, Hacker News, etc.), generate one-sentence Chinese summaries for each article, and format them as a daily/weekly digest with original links. Use this skill when the user asks for Spotify news updates, product/algorithm/engineering briefings, music industry reports, or wants to set up a scheduled Spotify news digest.

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Create, edit, improve, or audit AgentSkills. Use when creating a new skill from scratch or when asked to improve, review, audit, tidy up, or clean up an existing skill or SKILL.md file. Also use when editing or restructuring a skill directory (moving files to references/ or scripts/, removing stale content, validating against the AgentSkills spec). Triggers on phrases like "create a skill", "author a skill", "tidy up a skill", "improve this skill", "review the skill", "clean up the skill", "audit the skill".

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Generate ultra-photorealistic portraits using Gemini Nano Banana Pro with comprehensive JSON configuration templates. Use when creating cinematic quality portraits, fitness photography, or realistic character images. Includes complete JSON structure for prompt configuration, subject details, apparel, pose, environment, lighting, and technical specifications.

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Comprehensive industrial machinery industry suppliers guide for international buyers – provides detailed information about China's machine tools, construction machinery, agricultural equipment, packaging lines, robotics, and other industrial machinery manufacturing clusters, supply chain structure, regional specializations, and industry trends (2026 updated).

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Automatic memory consolidation for OpenClaw agents. Cleans, deduplicates, and organizes memory files (MEMORY.md + memory/*.md) like human REM sleep consolidates memories. Triggers: 'dream', 'consolidate memory', 'tidy memory', 'clean up memory', '整理记忆', '记忆整理', or automatically via cron/heartbeat. Use when memory files have accumulated noise, contradictions, stale dates, duplicates, or exceed manageable size.

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Analyze historical impact of financial events on related assets. Kensho-style event-driven analysis. Use when: asking about asset reactions to events (oil surge, gold rise, rate hikes), historical precedent analysis, causal indicator relationships. Outputs Chinese reports and charts.

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Curated prompt template library for OpenClaw agents. Store, search, version, tag, and reuse prompt templates across sessions and agents. Use when asked to "save this prompt", "find a prompt for", "prompt library", "manage prompts", "store prompt template", "reuse prompt", "prompt catalog", "list my prompts", or when building reusable prompt workflows. Helps enterprise teams standardize agent interactions and share best practices.

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LYGO branch persona helper (401LYRAKIN, The Voice Between). Bridge-node advisor for continuity, cross-model alignment phrasing, seal-based bootlines, and resonance-first translation between human and AI. Pure advisor; not a controller.

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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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Log corrections, errors, feature requests, and recurring patterns into structured workspace learning files, then promote stable patterns into tiered memory and OpenClaw workspace files (AGENTS.md, SOUL.md, TOOLS.md, MEMORY.md). Use when: (1) user corrects you or points out mistakes, (2) a command or tool fails, (3) user requests a missing capability, (4) you notice a recurring pattern worth remembering, (5) reviewing learnings during heartbeat or maintenance, (6) promoting lessons to permanent workspace memory. Designed for OpenClaw personal-assistant and coding workflows with heartbeat integration.

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Generate optimized prompts for AI models including ChatGPT, Midjourney, and code generation. Use when: (1) creating AI prompts for writing, coding, design, or research, (2) optimizing prompts for specific AI models, (3) analyzing prompt quality, or (4) any AI prompt engineering needs. Supports multiple categories and AI platforms.

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Interactive setup wizard for Fluora marketplace integration. Clones fluora-mcp from GitHub, builds locally, generates wallet, and configures mcporter.

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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.

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NMEA 0183 GPS log parser and lap comparison analyzer for motorsport track day performance analysis. Provides professional racing metrics calculation structured for LLM consumption. Use when analyzing GPS track data, comparing lap times, extracting racing metrics (braking points, G-forces, cornering deviation), or processing motorsport GPS logs.

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Network Security Scanner

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Expert Pillow (PIL) skill for image processing, manipulation, and analysis. Use this skill for image editing, batch processing, watermarking, format conversion, and extracting image information. Provides executable scripts and comprehensive reference documentation.

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Install Chinese/CJK fonts on Linux hosts using distro packages and fontconfig verification. Use when Chinese text renders as tofu / missing glyphs, or when an agent needs Noto or Source Han fonts for servers, containers, desktops, screenshots, PDFs, browser automation, or headless Chrome/Playwright environments.

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Autocomplete for agency next steps. Like Google autocomplete but for what to do next. Given any context, returns the top concrete viable actions ranked by ROI/effort ratio. Always outputs exactly one job ID to approve. Named after the 93% standard — every suggestion must clear that bar.

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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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Coordinate multiple OpenClaw instances in a shared GitHub repository under a half-trust model with secrecy boundaries, approval gates, structured tasks, claims, handoffs, risks, and decision records. Use when users want secure multi-agent GitHub collaboration across people or devices without exposing private local memory, secrets, or unrestricted authority.

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Spawn multiple sub‑agents to perform concurrent research on a list of topics, inspired by Kimi.com’s OK Computer and Agent Swarm features【453334500861599†L40-L99】. Each sub‑agent performs a DuckDuckGo search for its assigned topic and returns the top results. When all sub‑agents finish, the skill aggregates their findings into a single structured report. Use this skill for broad, multi‑topic research where parallel exploration saves time.

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Kalshi prediction markets — events, series, markets, trades, and candlestick data. Public API, no auth required for reads. US-regulated exchange (CFTC). Covers football (EPL, UCL, La Liga), basketball, baseball, tennis, NFL, hockey event contracts. Use when: user asks about Kalshi-specific markets, event contracts, CFTC-regulated prediction markets, or candlestick/OHLC price history on sports outcomes. Don't use when: user asks about actual match results, scores, or statistics — use the sport-specific skill: football-data (soccer), nfl-data (NFL), nba-data (NBA), wnba-data (WNBA), nhl-data (NHL), mlb-data (MLB), tennis-data (tennis), golf-data (golf), cfb-data (college football), cbb-data (college basketball), or fastf1 (F1). Don't use for general "who will win" questions unless Kalshi is specifically mentioned — try polymarket first (broader sports coverage). Don't use for news — use sports-news instead.

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Back up files uploaded to a Feishu group chat 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 Feishu", "back up the PDF I just sent to Feishu", "save the Feishu file locally", etc.

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個人理財報告生成專業版。AI 分析個人財務狀況，提供理財建議， 生成專業 PDF 報告。包含收入支出分析、資產負債評估、理財目標規劃、 被動收入建議。引流到付費產品（FB Ads / 電商）。 Use when: (1) 需要分析個人財務狀況， (2) 需要生成理財報告， (3) 需要理財建議， (4) 需要資產負債評估， (5) 需要被動收入規劃， (6) 需要引流到付費產品。 Triggers: "理財報告", "財務分析", "個人理財", "finance report", "financial analysis", "理財建議", "資產負債", "被動收入規劃"。

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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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Advanced cheminformatics agent for 3D molecular analysis, pharmacophore mapping, format conversion, RECAP fragmentation, and stereoisomer enumeration. The "senior cheminformatician" upgrade to Chemistry Query. Use for 3D conformer generation/ensembles (ETKDG + MMFF/UFF), pharmacophore feature extraction and fingerprints, molecular format conversion (SMILES/SDF/MOL/InChI/PDB/XYZ), RECAP retrosynthetic fragmentation for library design, stereoisomer enumeration (R/S, E/Z), and cheminformatics profiling. Chains from chemistry-query (receives SMILES) and feeds into pharmacology, catalyst-design, ip-expansion. Triggers on conformer, 3D structure, pharmacophore, SDF, MOL file, format conversion, RECAP, fragmentation, stereoisomer, chirality, enantiomer, cheminformatics, library design, building blocks, docking prep.

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A股量化组合优化。当用户说"组合优化"、"portfolio optimization"、"均值方差"、"风险平价"、"最优权重"、"Black-Litterman"、"最小方差"、"最大夏普"、"怎么分配权重"、"等风险贡献"时触发。基于现代投资组合理论，对给定标的池进行量化权重优化，支持均值方差/最小方差/风险平价/等权等多种方法，输出最优配置权重和有效前沿。支持研报风格（formal）和快速优化风格（brief）。

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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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Coaching practice support with session preparation, question generation, client progress tracking, and goal setting. Use when user mentions coaching sessions, coaching questions, client progress, or coaching goals. Prepares sessions, generates powerful questions, tracks client commitments, supports goal setting with clarity framework, and maintains momentum between sessions. STRICT client confidentiality.

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Generate BP monthly/quarterly/half-year/year report filling templates from BP data (API first, file fallback) with strict reviewer checks for code anchors, numeric traceability, and alert rules.

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Translates articles and documents between languages with three modes - quick (direct), normal (analyze then translate), and refined (analyze, translate, review, polish). Supports custom glossaries and terminology consistency via EXTEND.md. Use when user asks to "translate", "翻译", "精翻", "translate article", "translate to Chinese/English", "改成中文", "改成英文", "convert to Chinese", "localize", "本地化", or needs any document translation. Also triggers for "refined translation", "精细翻译", "proofread translation", "快速翻译", "快翻", "这篇文章翻译一下", or when a URL or file is provided with translation intent.

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Personal knowledge wiki compiler. Ingests raw data (URLs, papers, articles, files), compiles into structured .md wiki with concept pages, summaries, and backlinks. Auto-maintained by LLM agent, user only reads. Activate when: user sends a link/file and says "add to wiki" / "加到知识库", asks to query knowledge base, or mentions "knowledge base" / "知识库".

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AI-powered short video script generator. Input a video topic/title, get complete matching content: viral titles, opening hooks, interactive comments, hashtag recommendations. Zero API cost — template-based generation works out of the box. Use when creating short video content for Douyin/TikTok/YouTube Shorts, or when you need quick script ideas and viral captions.

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Log corrections, errors, feature requests, and recurring patterns into structured workspace learning files, then promote stable patterns into tiered memory and OpenClaw workspace files (AGENTS.md, SOUL.md, TOOLS.md, MEMORY.md). Use when: (1) user corrects you or points out mistakes, (2) a command or tool fails, (3) user requests a missing capability, (4) you notice a recurring pattern worth remembering, (5) reviewing learnings during heartbeat or maintenance, (6) promoting lessons to permanent workspace memory. Designed for OpenClaw personal-assistant and coding workflows with heartbeat integration.