AI & ML

rudironsoni Skill

Enables nullable reference types. Annotation strategies, migration, common agent mistakes.

onfire7777 Bundle

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

plurigrid Bundle

SKILL: MCP Tripartite Integration

knownasnaffy Bundle

Create self-contained backup bundles for ~/.openclaw, including .openclaw/, manifest.txt, SHA256SUMS, and a bundled restore.sh for full-state recovery. Use before upgrades, migrations, risky config changes, or any time you want a restorable OpenClaw backup. Pairs with openclaw-restore.

knownasnaffy Bundle

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.

knownasnaffy Bundle

Generate ultra-realistic images and Instagram content using Gemini 2.0 Flash Experimental. Use when creating photorealistic images, social media content, or visual assets for Instagram workflows. Supports standalone image generation and complete Instagram post creation (image + caption).

knownasnaffy Bundle

Search, enrich, and manage family heritage and historical relationship data from the LiùDào (六道) SQLite database. Use this skill when answering questions about historical figures, calculating relationship paths (A的B), or adding new personal records with privacy controls.

knownasnaffy Bundle

Performs a comprehensive, portfolio-level risk analysis. Calculates VaR (Value at Risk), max drawdown, correlation matrix, stress tests against historical crises, and identifies concentration risks. Use when asked about portfolio risk, drawdown, hedging, or stress testing.

knownasnaffy Bundle

Search and browse 100 curated Japanese udon noodle recipes from Cookpad. Use when the user asks about udon recipes, wants udon dish ideas, searches for udon by ingredient (e.g. curry, miso, egg, kimchi, salmon), or mentions udon cooking. Covers grilled udon (yaki-udon), cold udon, nabeyaki, curry udon, miso udon, and more.

knownasnaffy Bundle

aqara-agent is an official Aqara Home AI Agent skill. It supports natural-language home and space management, device inquiry, device control, device logs, scene management (query, execute, create, snapshot, and logs), automation management (query, detail, toggle, and logs), and energy / electricity-cost statistics (by device, room, or home). Examples: "How many lights are at home?", "Switch to my other home.", "Turn off the living room AC.", "What are the temperature and humidity in the bedroom?", "Show device logs for this device.", "Run the Movie scene.", "Recommend a bedtime setup for the bedroom.", "Create a good-night scene in the bedroom.", "Capture a scene snapshot of how things are now.", "Which scenes use the kitchen lights?", "What automations do I have?", "Turn off the morning routine automation.", "What triggers the Leave Home automation?", "What was last month's electricity bill at home?", "How much power did the bedroom use this week?", "Check automation execution in the bedroom for the last thr

knownasnaffy Bundle

Proofread SRT subtitles by using srts/source.md as terminology reference while preserving subtitle indices and timestamps. Use when users ask to proofread or correct srts/*.srt files and require git-tracked edits, optional large-file section splitting, and merge-back.

knownasnaffy Bundle

Dual-core efficiency improvement skill: (1) Actively collect user work background, preference habits through Socratic guided Q&A, automatically sync and update configuration files, zero-threshold to build fully personalized OpenClaw; (2) Standardize negative feedback/skill optimization processing workflow, after receiving requirements, first communicate specific issues clearly, output optimization plan, execute only after user 100% confirms satisfaction, fundamentally eliminate invalid back-and-forth communication, save time and tokens. Trigger scenarios: auto-trigger after installation, user actively initiates information collection, receive any negative feedback, user requests skill optimization.

knownasnaffy Bundle

Real-time knowledge base synchronization for AI assistants. Supports inotifywait file monitoring, Git auto-push/pull, Nutstore sync, and multi-device consistency. Use for maintaining knowledge continuity across servers and local devices.

knownasnaffy Bundle

AI Self-Improving Agent v2 - Learn from mistakes, corrections, and successes. Three-layer system: passive capture + proactive check + proactive skill generation (inspired by Hermes Agent). Avoid repeating the same errors, remember user preferences, and auto-generate reusable Skills from successful task completions.

knownasnaffy Bundle

Full AI agent memory stack — Mem0 unified memory engine with vector search (Qdrant) and knowledge graph (Neo4j), plus SQLite for structured data. Complete setup script and tools. Give your OpenClaw agent a real brain with semantic recall, entity relationships, and structured storage.

knownasnaffy Bundle

Generate a small, specific, daily-life Poke recipe MVP from idea to Kitchen-ready draft (name, onboarding, integrations, automations, sandbox tests), with a lightweight uniqueness check against poke.com/recipes, publish-readiness verdict, and a repeatable improvement loop.

knownasnaffy Bundle

当执行完变更需要验证是否应保留、候选被标记 pending 需要人工审批、或想查看待审队列时使用。6 层机械门禁: Schema→Compile→Lint→Regression→Review→HumanReview，其中 Schema/Compile/Regression/Review 为阻塞层（失败即拒绝），Lint 和 HumanReview 为建议层（失败不阻塞但记录警告）。不用于打分（用 improvement-discriminator）或执行变更（用 improvement-executor）。

knownasnaffy Bundle

Remove, replace, or blur image backgrounds using AI-powered segmentation (rembg/U2-Net). Use when the user asks to: (1) remove image background / make transparent, (2) replace background with a color or another image, (3) blur background like portrait mode, (4) cut out / extract foreground subject from a photo. Triggers on keywords like 抠图, 去背景, 换背景, 背景模糊, 透明背景, remove background, replace background, blur background, cutout.

knownasnaffy Bundle

Use this skill to batch-sync all git repos across machines — pushing uncommitted changes at end of day or pulling latest at start of day. Invoke when the user wants to sync all repos (not just one), mentions 「下班同步」「上班更新」 「code-sync」, or describes end-of-day push / morning pull across ~/code. Triggers on: "sync all my repos", "end of day sync", "morning update", "push all dirty repos", "pull all projects", 「同步代码」「下班同步」「上班更新」. Do NOT trigger for: single-repo git operations, committing specific files (use git-workflow), general git push/pull questions, or workspace template updates.

knownasnaffy Bundle

Generate speech audio with 阿里云百炼 TTS via the `bailian-cli` npm package. Use when users ask to convert text to voice, choose voices/languages, batch-generate narration, or troubleshoot 百炼 TTS setup (npm install, API key, region, output format/path).

knownasnaffy Bundle

Academic citation lookup and formatter. Given a fuzzy paper title (Chinese or English), searches CrossRef, Semantic Scholar, Baidu Scholar, and CNKI, then returns GB/T 7714, APA 7th, and MLA 9th formatted citations with source links.

knownasnaffy Bundle

Structured AI agent memory with temporal versioning, relational tracking, and semantic search. Use when storing facts, recalling context, searching past conversations, tracking how knowledge changed over time, or building entity profiles. Replaces flat MEMORY.md with atomic fact extraction, update/contradict/extend relations, and hybrid semantic+temporal search. Use for any "remember this", "what do I know about X", "when did this change", or cross-session knowledge retrieval.

knownasnaffy Bundle

Preserve and resume in-progress multi-agent work across OpenClaw config patch/apply restarts. Use when a restart is required during active tasks, when users ask to minimize interruption, or when agent runs/tool calls were interrupted by gateway restart/timeouts.

knownasnaffy Bundle

Browser automation via Playwright. Use when pages are JS-rendered, require user interaction (click/fill), or need screenshots. Part of the 3-layer web tool hierarchy: search (SearXNG) → extract (web_fetch) → interact (browser). This is the last resort layer.

knownasnaffy Bundle

Summarize any URL or text using Kagi's Universal Summarizer API. Supports multiple engines (including the enterprise-grade Muriel model), bullet-point takeaways, and output translation to 28 languages. Use when you need a high-quality summary of an article, paper, video transcript, or any document.

knownasnaffy Bundle

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

knownasnaffy Bundle

Search 300 Japan fish & seafood recipes from Cookpad. Use when user asks about fish recipes, seafood dishes, Japanese fish cooking, or wants to find recipes by fish type, cooking method, or ingredient.

knownasnaffy Bundle

分析存储在腾讯云日志服务 (CLS) 中的 OpenClaw 监控数据。 当用户需要查询、分析 OpenClaw 相关问题时，应使用此 skill，包括但不限于： - 成本分析：Token 消耗统计、费用趋势、模型调用成本对比 - 性能问题：会话卡死、队列积压、响应延迟 - 运行异常：Gateway 状态、Webhook 报错、实例异常 - 行为审计：Agent 调用记录、工具使用情况、会话详情 触发关键词包括 "OpenClaw监控"、"OpenClaw分析"、"OpenClaw日志"、"OpenClaw指标"、"OpenClaw成本"、 "Token消耗"、"会话卡死"、"实例异常"、"OpenClaw报错"，或任何涉及 OpenClaw 监控数据分析的请求。

knownasnaffy Bundle

Apply high-fidelity localization to structured artifacts such as web apps, docs, PDFs, slide decks, Office files, subtitles, code repositories, and game assets. Use when an agent needs to preserve structure, layout, placeholders, encoding, stable identifiers, and delivery safety instead of treating translation as plain text replacement.

knownasnaffy Bundle

Generate complete, image-rich travel plans from trip dates and destination, including day-by-day itinerary, transportation, lodging area guidance, budget ranges, local transit notes, and risk/backup plans. Use when users ask for trip planning, vacation scheduling, route design, or requests like "input time and location" / "plan a full trip" / "图文并茂 travel itinerary."

knownasnaffy Bundle

Adaptive spaced repetition engine using the FSRS-6 algorithm (Free Spaced Repetition Scheduler, Ye et al. 2024). Manages flashcard reviews with scientifically optimal intervals based on memory research. Triggers on: study sessions, flashcard reviews, "what's due today", "review cards", spaced repetition scheduling, and study session management. Developed through the Formation Fellowship technical interview prep program.

knownasnaffy Bundle

本地语音转文字 / Local Speech-to-Text. 使用 faster-whisper 在本地运行 Whisper 模型，无需 API 费用，完全免费。收到语音消息(.ogg .m4a .mp3)自动触发转录，支持中文/英文/日语/自动检测。| Free local STT/TTS alternative — runs Whisper on your machine, no API costs, auto-transcribes voice messages in seconds.

knownasnaffy Bundle

以用户可执行的工作流方式安装、配置和排查 HiLight OpenClaw 插件。用户想把 OpenClaw 连接到 HiLight、安装 `@art_style666/hi-light` 插件、把 `channels["hi-light"]` 写入 OpenClaw 配置、更新 HiLight API Key 或 WebSocket 地址、或排查 HiLight 无法连接时使用。 Install, configure, and troubleshoot the HiLight OpenClaw plugin as a user-facing setup workflow. Use when a user wants to connect OpenClaw to HiLight, install `@art_style666/hi-light`, write `channels["hi-light"]` into OpenClaw config, update the HiLight API key or websocket URL, or diagnose why the HiLight channel does not connect.

knownasnaffy Bundle

AI-powered code review that combines fast local static analysis with deep AI reasoning. Catches bugs, security vulnerabilities, performance issues, and style problems. Supports Anthropic, OpenAI, and Ollama models. Falls back to local regex analysis when offline.

knownasnaffy Bundle

Backup and restore OpenClaw configuration files. Use when the user wants to backup ~/.openclaw/ configuration (excluding workspace) to a date-stamped directory, or restore from a previous backup. Includes backup with diff-based change detection and changelog logging, and restore by date. The backup directory path ($backup_claw_dir) must be obtained from the user before first use.

knownasnaffy Bundle

Generate a structured global market snapshot report including major stock indices and commodities. Use when user asks for market data, stock market report, daily market summary, or needs current prices and changes for indices (S&P 500, Dow Jones, NASDAQ, SSE Composite, Shenzhen, STAR Market, Nikkei 225, Sensex) and commodities (Gold, Silver, Crude Oil, Copper).