modbender
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- ▌ QA Test Plan Generator · modbender bundleYou are a Quality Assurance architect. Generate comprehensive test plans, coverage matrices, and automation strategies for engineering teams.
- ▌ Saas Metrics Dashboard · modbender bundleGenerate a complete SaaS metrics analysis from your data. Covers the 15 metrics that actually matter for B2B SaaS in 2026 — not vanity numbers.
- ▌ Sprint Retrospective Facilitator · modbender bundleRun structured sprint retrospectives that produce real action items — not vague "we should communicate better" fluff.
- ▌ Sre Incident Management Platform · modbender bundleComplete Site Reliability Engineering system — from SLO definition through incident response, chaos engineering, and operational excellence. Zero dependencies.
- ▌ Supply Chain Risk Monitor · modbender bundleAnalyze supply chain vulnerabilities, map supplier dependencies, and generate risk mitigation plans.
- ▌ Tax Planning Strategy AI Agent Skill · modbender bundleYou are a tax planning strategist. When activated, walk the user through business tax optimization using this framework.
- ▌ Workers Compensation Compliance Agent · modbender bundleYou are a workers' compensation compliance specialist. Help businesses manage workers' comp programs, reduce claims costs, classify employees correctly, and stay compliant with state requirements.
- ▌ Agent Access Control · modbender bundleTiered stranger access control for AI agents. Use when setting up contact permissions, handling unknown senders, managing approved contacts, or configuring stranger deflection on messaging platforms (WhatsApp, Telegram, Discord, Signal). Provides diplomatic deflection, owner approval flow, and multi-tier access (owner/trusted/chat-only/blocked).
- ▌ Agent Bounty Scanner · modbender bundleA precision discovery engine for agentic tasks and bounties. Scores and ranks opportunities based on budget, urgency, and capability alignment.
- ▌ Agent Chat UX · modbender bundleMulti-agent UX for OpenClaw Control UI — agent selector, per-agent sessions, session history viewer with search, agent-filtered Sessions tab with friendly names, Create Agent wizard, emoji picker, and backend agent CRUD.
- ▌ Agent Context System · modbender bundleA persistent local-only memory system for AI coding agents. Two files, one idea — AGENTS.md (committed, shared) + .agents.local.md (gitignored, personal). Agents read both at session start, update the scratchpad at session end, and promote stable patterns over time. Works across Claude Code, Cursor, Copilot, Windsurf. Subagent-ready. No plugins, no infrastructure, no background processes.
- ▌ Agent Metrics · modbender bundleObservability and metrics for AI agents - track calls, errors, latency
- ▌ Agent Step Sequencer · modbender bundleMulti-step scheduler for in-depth agent requests. Detects when user needs multiple steps, suggests plan and waits for confirmation, persists state, and runs heartbeat-aware flow. Use when requests have 3+ actions, sequential dependencies, output dependencies, or high scope/risk.
- ▌ Agent Swarm Workflow · modbenderJeffrey Emanuel's multi-agent implementation workflow using NTM, Agent Mail, Beads, and BV. The execution phase that follows planning and bead creation. Includes exact prompts used.
- ▌ Agentic Paper Digest Skill · modbender bundleFetches and summarizes recent arXiv and Hugging Face papers with Agentic Paper Digest. Use when the user wants a paper digest, a JSON feed of recent papers, or to run the arXiv/HF pipeline.
- ▌ AI Avatar Generation · modbender bundleGenerate AI avatars from photos or text descriptions using each::sense. Create professional headshots, cartoon avatars, 3D characters, fantasy personas, gaming avatars, and consistent character designs for various platforms.
- ▌ AI Call · modbender bundle可以拨打中国电话号码的机器人外呼, 专为openclaw(龙虾)用户打造的专业ai呼叫能力,只要一个prompt就可以帮你打电话干活了,支持查看电话对话记录,查看电话状态等。
- ▌ AI Writing Humanizer · modbender bundleAutomatically strip AI writing patterns and stock phrases from user-facing prose before sending. Use when preparing longer texts to ensure a natural, human tone without obvious AI tells.
- ▌ Aibtc Bitcoin Wallet · modbender bundleBitcoin L1 wallet for agents - check balances, send BTC, manage UTXOs. Extends to Stacks L2 (STX, DeFi) and Pillar smart wallets (sBTC yield).
- ▌ Aimlapi Music · modbender bundleGenerate high-quality music/songs via AIMLAPI. Supports Suno, Udio, Minimax, and ElevenLabs music models. Use when the user asks for music, songs, or soundtracks with specific lyrics or styles.
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- ▌ Aleph Cloud Self Deployment · modbenderThis skill gives an AI agent everything it needs to: 1. Provision its own VM on the Aleph Cloud network 2. Install its agent framework (OpenClaw) on the new instance 3. Configure its own credential...
- ▌ Alicloud Backup Bdrc · modbender bundleManage Alibaba Cloud Backup and Disaster Recovery Center (BDRC) via OpenAPI/SDK. Use for listing resources, creating or updating configurations, querying status, and troubleshooting workflows for this product.
- ▌ Alicloud Compute Ecs · modbender bundleManage Alibaba Cloud Elastic Compute Service (ECS) via OpenAPI/SDK. Use for listing or creating instances, starting/stopping/rebooting, managing disks/snapshots/images/security groups/key pairs/ENIs, querying status, and troubleshooting workflows for this product.
- ▌ Aminer Data Search · modbender bundle使用 AMiner 开放平台 API 进行学术数据查询与分析。当用户需要查询学者信息、论文详情、机构数据、期刊内容或专利信息时使用此 skill。 触发场景:提到 AMiner、学术数据查询、查论文/学者/机构/期刊/专利、学术问答搜索、引用分析、科研机构分析、学者画像、论文引用链、期刊投稿分析等。 支持 6 大组合工作流(学者全景分析、论文深度挖掘、机构研究力分析、期刊论文监控、学术智能问答、专利链分析)以及 28 个独立 API 的直接调用。 即使用户只说"帮我查一下 XXX 学者"或"找找关于 XXX 的论文",也应主动使用此 skill。
- ▌ Android 3d Development · modbenderHelp build and optimize 3D games and interactive experiences on Android, using engines and frameworks such as Unity, Unreal, or OpenGL/ Vulkan.
- ▌ Anime Meme Collector · modbender bundleDaily collection and management of anime/ACG memes and trending phrases from Chinese internet. Automatically fetches from Bilibili and other platforms to build a meme database for enhancing AI's understanding of otaku culture. Use when user wants to stay updated with anime community trends or improve AI's anime/meme knowledge.
- ▌ Anti Injection Skill · modbender bundleAdvanced prompt injection defense with multi-layer protection, memory integrity, and tool security wrapper. OWASP LLM Top 10 2026 compliant.
- ▌ Apple Calendar Macos · modbender bundleUse local CLI to manage Apple, Google, iCloud, Outlook, CalDAV, and other calendars synced in macOS Calendar, without API keys or OAuth.
- ▌ Apple Photos Cleaner · modbender bundleAnalyze, clean up, and organize Apple Photos libraries. Find and report junk photos (screenshots, low-quality, burst leftovers, duplicates), analyze storage usage, generate photo timeline recaps, plan smart exports, analyze Live Photos, check iCloud sync, audit shared libraries, detect similar photos, curate seasonal highlights, and score face quality. All analysis operations are READ-ONLY on the database (safe). macOS only. Requires Python 3.9+ (stdlib only) and access to the Apple Photos SQLite database. Trigger on: Photos cleanup, photo storage, duplicate photos, junk photos, screenshot cleanup, Photos analysis, photo timeline, photo export, Photos library stats, burst cleanup, storage hogs, photo organization, Live Photos, iCloud sync, shared library, similar photos, seasonal highlights, face quality, portraits.
- ▌ Ar Filter Generation · modbender bundleGenerate AR filters and face effects using each::sense AI. Create face filters, beauty effects, makeup overlays, branded AR experiences, and 3D face tracking effects for social media platforms.
- ▌ Compliance Audit · modbender bundleImmutable audit trail for autonomous agent operations. Log skill executions, data access, decisions, and budget changes with tamper-evident hashes. Essential for enterprise governance, incident response, and trust verification.
- ▌ Arena Research · modbenderGeneral-purpose Are.na research agent. Searches Are.na for curated collections, references, visual inspiration, and linked resources across any topic. Explores the connection graph between channels to discover adjacent ideas and key curators. Use when: (1) user says "arena research", "search arena for", "search are.na for", "what's on arena about", "find arena channels about", "who's curating [topic]", "explore arena for", "/arena-research", (2) user is working on something where curated human-collected references would be valuable (design research, cultural analysis, art direction, conceptual exploration, reading lists, visual references), (3) user wants to discover how people organize ideas around a topic — the channel structure IS the insight. NOT for: posting content, account management, or real-time/breaking news (use x-research for that).
- ▌ Aussie Mortgage Calc · modbenderAustralian mortgage calculator — LVR, stamp duty, LMI, repayments, and First Home Buyer concessions by state.
- ▌ Authenticate Openant · modbenderSign in to OpenAnt. Use when the agent needs to log in, sign in, check auth status, get identity, or when any operation fails with "Authentication required" or "not signed in" errors. This skill is a prerequisite before creating tasks, accepting work, submitting, or any write operation.
- ▌ Auto Context Manager · modbender bundleAI-powered automatic project context management. Detects which project the user is referring to and maintains context awareness.
- ▌ Auto Updater Gateway · modbenderSchedule and run safe daily/weekly updates for Clawdbot + installed skills using the Gateway cron scheduler. Use when setting up "run updates at 04:00" jobs, rotating update reports, running `clawdhub update --all`, and (optionally) applying Clawdbot updates + restart + doctor.
- ▌ Automation Workflows · modbenderDesign and implement automation workflows to save time and scale operations as a solopreneur. Use when identifying repetitive tasks to automate, building workflows across tools, setting up triggers and actions, or optimizing existing automations. Covers automation opportunity identification, workflow design, tool selection (Zapier, Make, n8n), testing, and maintenance. Trigger on "automate", "automation", "workflow automation", "save time", "reduce manual work", "automate my business", "no-code automation".
- ▌ Autonomous Execution · modbenderExecute tasks end-to-end while respecting safety boundaries. Complete subtasks autonomously but confirm before sensitive actions. Handles errors intelligently within clear limits.
- ▌ AWS Security Scanner · modbenderScan AWS accounts for security misconfigurations and vulnerabilities. Use when user asks to audit AWS security, check for misconfigurations, find exposed S3 buckets, review IAM policies, check security groups, audit CloudTrail, or run AWS security checks. Covers S3, IAM, EC2, RDS, CloudTrail, and common CIS benchmarks.
- ▌ Azure AI Projects Py · modbender bundleBuild AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with PromptAgentDefinition, running evaluations, managing connections/deployments/datasets/indexes, or using OpenAI-compatible clients. This is the high-level Foundry SDK - for low-level agent operations, use azure-ai-agents-python skill.
- ▌ Event Store · modbender bundleDesign and implement event stores for event-sourced systems. Use when building event sourcing infrastructure, implementing event persistence, projections, snapshotting, or CQRS patterns.
- ▌ Baidu Scholar Search · modbender bundleBaidu Academic Search Tool enables the retrieval of both Chinese and English literature, covering various types of literature such as academic journals, conference papers, and dissertations.
- ▌ Basal Ganglia Memory · modbenderHabit formation and procedural learning for AI agents. Develop preferences and shortcuts through repetition. Part of the AI Brain series.
- ▌ Beijing Tech Finance · modbender bundleComprehensive financial management system for Beijing-based technology companies, covering financial director workflows, budget management, accounting systems, tax optimization, expense reimbursement, customs declaration, annual reporting, and integration with business contracts, R&D budgets, project management, HR, and administrative services. Use when managing any aspect of tech company finances in Beijing including budget planning, expense processing, tax compliance, financial reporting, or cross-functional financial coordination.
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- ▌ Bloom Identity · modbender bundleGenerate Bloom Identity Card from conversation history and Twitter/X data. Analyzes supporter personality through conversations (85% weight) and optionally enriched with Twitter activity (15% weight). Creates personality type (Visionary/Explorer/Cultivator/Optimizer/Innovator), recommends matching OpenClaw skills, and generates agent wallet. Use when user asks to "generate my bloom identity", "create identity card", "analyze my profile", or "discover my personality".
- ▌ Book Carpet Cleaning · modbenderBook carpet-cleaning services through Lokuli MCP. Use when user needs to find and book carpet-cleaning. Triggers on requests like "book a carpet-cleaning", "find carpet-cleaning near me", or any carpet-cleaning service request.
- ▌ Book Computer Repair · modbenderBook computer-repair services through Lokuli MCP. Use when user needs to find and book computer-repair. Triggers on requests like "book a computer-repair", "find computer-repair near me", or any computer-repair service request.
- ▌ Book Driving Lessons · modbenderBook driving-lessons services through Lokuli MCP. Use when user needs to find and book driving-lessons. Triggers on requests like "book a driving-lessons", "find driving-lessons near me", or any driving-lessons service request.
- ▌ Book Gutter Cleaning · modbenderBook gutter-cleaning services through Lokuli MCP. Use when user needs to find and book gutter-cleaning. Triggers on requests like "book a gutter-cleaning", "find gutter-cleaning near me", or any gutter-cleaning service request.
- ▌ Book Window Cleaning · modbenderBook window-cleaning services through Lokuli MCP. Use when user needs to find and book window-cleaning. Triggers on requests like "book a window-cleaning", "find window-cleaning near me", or any window-cleaning service request.
- ▌ Openclaw Autodidact · modbender bundleYou are an Autonomous Self-Improvement Specialist for OpenClaw Agent. When activated, you continuously learn and improve by identifying unsolved tasks from session memory, searching for solutions i...
- ▌ 2 Resultado · modbenderSkill Router operates as a decision and governance layer above all other skills. It inventories available skills, scores them transparently, applies safety gates, and orchestrates the optimal execu...
- ▌ Brand Creative Suite · modbender bundle为品牌方和企业提供专业级品牌视觉内容生成工具,基于Nano Banana Pro的908+精选提示词案例,通过即梦API实现商业化图像生成。
- ▌ Browserbase Create · modbenderGuide Claude through creating new browser automation scripts using the stagehand CLI
- ▌ Badass Revival · modbenderRegister sovereign domains (.badass, .forever, .fuck, .rebel, .pump, .hello, .howdy, .robo, .dnet, .f, bear emoji) on Ethereum mainnet via Impervious Domains contracts
- ▌ Calibre Catalog Read · modbender bundleRead Calibre catalog data via calibredb over a Content server, and run one-book analysis workflow that writes HTML analysis block back to comments while caching analysis state in SQLite. Use for list/search/id lookups and AI reading pipeline for a selected book.
- ▌ Capability Awareness System · modbender bundleMakes OpenClaw agents aware of custom skills and capabilities. Skills-first approach with on-demand documentation loading. Zero overhead when not in use. Foundation for skill marketplace discovery.
- ▌ Certificate Analysis · modbender职业资格证书难度分析与 AI 替代风险评估技能。使用当用户询问各类证书(统计师、资产评估师、注册会计师、房地产估价师等)的考试难度对比、备考建议、或未来被 AI 替代的风险时。提供难度百分比对比、备考周期估算、职业安全分析的完整框架。
- ▌ Channel Ads Executor · modbender bundleTranslate strategy into channel-specific execution plans for Meta (Facebook/Instagram), Google Ads, TikTok Ads, YouTube Ads, Amazon Ads, Shopify Ads, and DSP/programmatic.
- ▌ Character Profile · modbender bundleNovel Character Profile Builder (小说人物档案创建工具) — A bilingual CN/EN skill for creating structured, detailed character profiles for fiction writing. Generates complete markdown profiles including backstory, personality, relationships, character arcs, and consistency checks. Supports protagonist, antagonist, and supporting character templates with built-in conflict detection and relationship matrix tools. Ideal for web novel (网文), fantasy, romance, and literary fiction authors.
- ▌ Check Bookings Phone · modbender bundle检查携程旅行app预售订单的日期可用性。通过ADB连接Android设备,自动化操作携程app,遍历"未使用 预售订单"中的每个订单,查询指定日期范围内每天的预约状态(可约、约满、补差价等)。当用户提到检查携程订单、查看预售订单可用日期、查酒店预约状态时触发此skill。
- ▌ Cinema Insider Top10 · modbenderProfessional analytical digest of top 10 movie and TV industry news using advanced AI aggregation and cross-referencing.
- ▌ Claude Code Launcher · modbender bundleLaunch Claude Code in a new terminal window with Remote Control enabled. Use when opening a project for interactive coding sessions where you need to access and control Claude from multiple devices. Handles terminal automation, project navigation, Claude Code startup, Remote Control activation, user prompts, and screenshot capture. Supports error recovery and logs all operations.
- ▌ Claw Memory Guardian · modbender bundle基于我们亲身经历的"失忆"教训,为OpenClaw用户提供完整的防丢失记忆系统。自动建立、维护和恢复AI助手的记忆,防止工作进度丢失。
- ▌ Json2video Pinterest · modbender bundleGenerate Pinterest-optimized vertical videos using JSON2Video API. Supports AI-generated or URL-based images, AI-generated or provided voiceovers, optional subtitles, and zoom effects. Use when creating video content for Pinterest affiliate marketing, creating vertical social media videos, automating video production with JSON2Video API, or generating videos with voiceovers and subtitles.
- ▌ Content Writer · modbenderA multi-platform content creation skill for AI agents. Generate posts, threads, newsletters, and product descriptions optimized for each platform's format and audience.
- ▌ Web Research Assistant · modbenderA structured web research skill for AI agents. Conduct market research, competitor analysis, trend monitoring, and content curation with organized, actionable output.
- ▌ Bio Orchestrator · modbender bundleMeta-agent that routes bioinformatics requests to specialised sub-skills. Handles file type detection, analysis planning, report generation, and reproducibility export.
- ▌ Clawdbot Macos Build · modbender bundleBuild the Clawdbot macOS menu bar app from source. Use when you need to install the Clawdbot.app companion (for menu bar status, permissions, and Mac hardware access like camera/screen recording). Handles dependency installation, UI build, Swift compilation, code signing, and app packaging automatically.
- ▌ Clawdbot Update Plus · modbender bundleFull backup, update, and restore for Clawdbot - config, workspace, and skills with auto-rollback
- ▌ Clawdhub Contributor · modbender bundleContribute to the ClawdHub ecosystem by scouting unknown skills, reporting bugs, and sharing skill recipes. Three modes (passive/active/full) let you control how much you contribute.
- ▌ Doing Tasks · modbenderUse when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.
- ▌ Verify Task · modbenderMUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.
- ▌ CLI Deadline Monitor · modbender bundleCLI tool for tracking Greek tax deadlines (AADE, EFKA). Real-time monitoring with configurable alerts via Slack, SMS, email, or local files.
- ▌ Kyberswap Arbitrage · modbenderExecute triangular arbitrage on Base network via KyberSwap. Use for: (1) Finding arbitrage opportunities between token pairs, (2) Calculating optimal swap paths, (3) Executing multi-hop trades, (4) Managing gas and slippage.
- ▌ Landing Page Design · modbenderLanding page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices
- ▌ Launchagent Manager · modbender bundleList, classify, prune LaunchAgents; analyze openclaw.json so the proper gateway LaunchAgent remains connected and tokens match. Keeps only OpenClaw-related agents; can unload/delete others.
- ▌ Pocket Tts · modbender bundleGenerate speech from text using Kyutai Pocket TTS - lightweight, CPU-friendly, streaming TTS with voice cloning. English only. ~6x real-time on M4 MacBook Air.
- ▌ Lmstudio Subagents · modbender bundleReduces token usage from paid providers by offloading work to local LM Studio models. Use when: (1) Cutting costs—use local models for summarization, extraction, classification, rewriting, first-pass review, brainstorming when quality suffices, (2) Avoiding paid API calls for high-volume or repetitive tasks, (3) No extra model configuration—JIT loading and REST API work with existing LM Studio setup, (4) Local-only or privacy-sensitive work. Requires LM Studio 0.4+ with server (default :1234). No CLI required.
- ▌ Macaroon Bakery · modbender bundleBake, inspect, and manage lnd macaroons for least-privilege agent access. Use when an agent needs scoped credentials — pay-only, invoice-only, read-only, or custom permissions. Also covers signer macaroon scoping and macaroon rotation.
- ▌ Local Memory Search · modbender bundleLightweight semantic search for OpenClaw memory files. No external API needed.
- ▌ Longevity · modbenderEvaluates longevity interventions using evidence tiers. Provides research evaluation framework and curated high-value insights on supplements, sleep, exercise, and protocols. Activate for anti-aging, healthspan, supplement evaluation, or research paper analysis.
- ▌ Clawhub Skill Publisher · modbender bundleResearch, structure, and publish skills to ClawHub. Analyzes top listings for content patterns, generates gap reports against your draft, patches README/SKILL files to match marketplace standards, and runs clawhub publish.
- ▌ Mac Reminders Agent · modbender bundleIntegrate with macOS Reminders app to check, add, edit, delete, and complete reminders. Supports native recurrence (매주/weekly/毎週/每周) via Swift EventKit - creates single reminder with repeat rule. Supports editing and deleting reminders by ID (calendarItemIdentifier from EventKit). Supports multiple languages (en, ko, ja, zh) for trigger detection and response formatting. When users request recurring reminders, MUST use --repeat option (daily|weekly|monthly|yearly).
- ▌ Market News Analyst · modbender bundleThis skill should be used when analyzing recent market-moving news events and their impact on equity markets and commodities. Use this skill when the user requests analysis of major financial news from the past 10 days, wants to understand market reactions to monetary policy decisions (FOMC, ECB, BOJ), needs assessment of geopolitical events' impact on commodities, or requires comprehensive review of earnings announcements from mega-cap stocks. The skill automatically collects news using WebSearch/WebFetch tools and produces impact-ranked analysis reports. All analysis thinking and output are conducted in English.
- ▌ Master Orchestrator · modbenderDynamic expert routing system with 8 specialized agents for complex task delegation
- ▌ Materials Workbench · modbender bundleMaterials editor workbench — React UI and Express server to render JSON schemas to images and generate schemas with AI (declare-render + materials-agents).
- ▌ Maxxit Lazy Trading · modbender bundleExecute perpetual trades on Ostium and Aster via Maxxit's Lazy Trading API. Includes programmatic endpoints for opening/closing positions, managing risk, fetching market data, copy-trading other OpenClaw agents, and a trustless Alpha Marketplace for buying/selling ZK-verified trading signals (Arbitrum Sepolia).
- ▌ Meeting Coordinator · modbender bundleExecutive scheduling assistant for meeting coordination (email, calendar, venues, confirmations).
- ▌ Meeting Transcripts · modbender bundleCapture meeting transcripts from Fireflies.ai via polling or webhooks. Auto-fetches transcripts, extracts action items/decisions/summaries, and writes structured markdown to memory. Use when user asks to check for meeting transcripts, set up meeting capture, or review past meetings. Supports cron-based polling (every 30 min) and real-time webhooks.
- ▌ Memory Health Probe · modbender bundleQMD memory system telemetry — measure index health, BM25 retrieval quality, coverage maps, and trend analysis. Use when running QMD memory backend and need diagnostics on retrieval quality, index freshness, or collection coverage.
- ▌ Meta Tags Optimizer · modbender bundleUse when the user asks to "optimize title tag", "write meta description", "improve CTR", "Open Graph tags", "social media preview", "my title tag needs work", "low click-through rate", "fix my meta tags", or "OG tags not showing". Creates and optimizes meta tags including title tags, meta descriptions, Open Graph tags, and Twitter cards for maximum click-through rates and social sharing engagement. For a broader on-page audit, see on-page-seo-auditor. For structured data markup, see schema-markup-generator.
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- ▌ Migration Architect · modbender bundleThe Migration Architect skill provides comprehensive tools and methodologies for planning, executing, and validating complex system migrations with minimal business impact. This skill combines prov...
- ▌ Minimax To Telegram · modbenderGenerate images, audio, video using MiniMax MCP and send to Telegram. Use when user wants to create media with MiniMax and deliver it via Telegram.
- ▌ Mlops Automation Cn · modbender bundleTask automation, containerization, CI/CD, and experiment tracking
- ▌ Mlops Validation Cn · modbender bundleRigorous validation with typing, linting, testing, and security
- ▌ Mlx Local Inference · modbender bundleFull local AI inference stack on Apple Silicon Macs via MLX. Includes: LLM chat (Qwen3-14B, Gemma3-12B), speech-to-text ASR (Qwen3-ASR, Whisper), text embeddings (Qwen3-Embedding 0.6B/4B), OCR (PaddleOCR-VL), TTS (Qwen3-TTS), and an automatic transcription daemon with LLM correction. All models run locally via MLX with OpenAI-compatible APIs. Use when the user needs local AI capabilities: text generation, speech recognition, embeddings/vector search, OCR, text-to-speech, or batch audio transcription — without cloud API calls.