自动化

ralph-loop

belumume

Activate autonomous Ralph Wiggum loop mode for iterative task completion. Use when you have a well-defined task with clear completion criteria that benefits from persistent, autonomous execution.

swift-wasm-porting

swiftwasm

Check Swift on Wasm compatibility, identify incompatible frameworks, port and refactor code for WebAssembly

obsidian-study-vault-builder

belumume

Build mobile-compatible Obsidian study vaults from academic materials with checkpoint workflow and QA. Battle-tested on 800KB+ projects. Works across CS, medicine, business.

rlm-orchestrator

belumume

Implement RLM-style (Recursive Language Model) orchestration for complex tasks. This skill should be used when facing large context requirements, multi-part tasks that would benefit from parallel execution, or when context rot is a concern. Automatically decomposes tasks, spawns parallel subagents, aggregates results, and iterates until completion. Inspired by the RLM research paper (arXiv:2512.24601).

phase1-lite

nguyenthienthanh

"Ultra-compact Phase 1 requirements output. HARD CAP: 500 tokens."

session-continuation

nguyenthienthanh

"Manage workflow state across sessions with handoff and resume. TOON-based state persistence."

learning-analyzer

nguyenthienthanh

"Analyze collected learning data from Supabase to identify success patterns, failure patterns, optimization opportunities, and agent performance trends."

agent-detector

nguyenthienthanh

"CRITICAL: MUST run for EVERY message. Detects agent, complexity, AND model automatically. Always runs FIRST."

model-router

nguyenthienthanh

"Automatically select optimal Claude model (Haiku/Sonnet/Opus) based on task complexity to reduce costs while maintaining quality."

orleans

Logos-Liber

Microsoft Orleans patterns for distributed game servers, Grains, Silos, persistence, and multiplayer game architecture

atelier-spec-project-structure

martinffx

Directory layout implementing AgentOS 3-layer context. Use when setting up projects, organizing docs, or explaining where specs and changes go.

atelier-spec-beads

martinffx

Beads CLI for dependency-aware task tracking. Use when managing tasks, checking progress, finding ready work, handling dependencies, or integrating with spec workflows.

python:temporal

martinffx

Temporal workflow orchestration in Python. Use when designing workflows, implementing activities, handling retries, managing workflow state, or building durable distributed systems.

Footwear E-Commerce Hero Image + Video One-Stop AIGC Generation

fancyai-official

task-tracking-dots

Randroids-Dojo

Manages Dots task tracking with the dot CLI, dependencies, and completion reasons. Use when tracking work items across sessions or coordinating task dependencies.

research-manager

poemswe

Use this when starting a new research project or managing a complex, multi-step research workflow.

Wait — what?

melodic-software

"Stop — that last message did not land. Re-pitch it: back up as far as needed, add the context that was missing, write in ASD-STE100 Simplified Technical English, and use the project's own ubiquitous language. Type /discipline:wait-what the moment you notice you are skimming; only you know when you stopped following."

Script the deterministic work

melodic-software

"Re-anchor the discipline that purely deterministic sub-work — counting, diffing, sorting, transforming, matching, arithmetic — gets a script that runs and returns real output, with the model reasoning only afterward over that output; then audit the work in flight for transforms executed by hand. Use when: 'script the deterministic work', 'you should have scripted that', 'don't eyeball that', 'you counted that by hand', 'compute that, don't estimate', 'diff it with a tool', 'stop hand-tallying', 'run it instead of guessing', or at conversation start on count-, diff-, or transform-heavy work. Not for authoring a requested script ('script it' as a work order), and not for a first-turn count/diff/transform work order ('diff these files', 'count the routes', 'convert all of these') — doing that task with a tool is just doing the task; this corrector fires on drift."

batch-market-cap

OctagonAI

Retrieve market capitalization data for multiple companies at once using Octagon MCP. Use when comparing valuations across peers, screening by market cap, or analyzing a portfolio's composition by company size.

loops

jwangkun

"AI驱动的自动化循环集合。覆盖软件开发、数据科学、内容创作、产品运营、学习管理等领域。当用户需要自动化工作流、修复问题、生成内容、分析数据或执行质量检查时使用。"

openclaw-customizer

petekp

Expert guide for configuring, customizing, and creatively leveraging OpenClaw — the self-hosted AI gateway that connects LLMs to messaging channels (Telegram, WhatsApp, Discord, Slack, iMessage, etc.). Use when the user wants to: (1) Set up or modify their openclaw.json configuration, (2) Write or edit bootstrap files (SOUL.md, USER.md, AGENTS.md, IDENTITY.md, TOOLS.md), (3) Configure messaging channels, (4) Set up models and providers, (5) Create multi-agent routing, (6) Build skills, hooks, or cron jobs, (7) Troubleshoot OpenClaw issues, (8) Get creative ideas for leveraging OpenClaw in non-obvious ways. Triggers on: openclaw, gateway, SOUL.md, USER.md, AGENTS.md, IDENTITY.md, channels setup, agent routing, heartbeat, cron jobs, openclaw hooks, openclaw skills, openclaw config, openclaw.json, personal assistant setup.

humanizer

petekp

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.

dspy-optimize-anything

OmidZamani

Universal text artifact optimizer using GEPA's optimize_anything API for code, prompts, agent architectures, configs, and more

media-processing

ynulihao

Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration), ImageMagick (image manipulation, format conversion, batch processing, effects, composition), and RMBG (AI-powered background removal). Use when converting media formats, encoding videos with specific codecs (H.264, H.265, VP9), resizing/cropping images, removing backgrounds from images, extracting audio from video, applying filters and effects, optimizing file sizes, creating streaming manifests (HLS/DASH), generating thumbnails, batch processing images, creating composite images, or implementing media processing pipelines. Supports 100+ formats, hardware acceleration (NVENC, QSV), and complex filtergraphs.