Automation
Task automation and scripting
benchling-integration
by Microck
"Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation."
cellxgene-census
by K-Dense-AI
Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for population-scale queries, reference atlas comparisons. For analyzing your own data use scanpy or scvi-tools.
agent-planner
by ruvnet
Agent skill for planner - invoke with $agent-planner
peft-fine-tuning
by NousResearch
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem.
adb-skill-generator
by majiayu000
Meta-tool for rapid adb-* skill creation from templates
pytorch-lightning
by NousResearch
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.
agent-hierarchical-coordinator
by ruvnet
Agent skill for hierarchical-coordinator - invoke with $agent-hierarchical-coordinator
agent-mesh-coordinator
by ruvnet
Agent skill for mesh-coordinator - invoke with $agent-mesh-coordinator
incident-triage
by jmagly
Runbooks: .aiwg/deployment/runbooks/
Upstash Workflow Implementation Guide
by lobehub
Workflow Classes
V3 MCP Optimization
by ruvnet
"MCP server optimization and transport layer enhancement for claude-flow v3. Implements connection pooling, load balancing, tool registry optimization, and performance monitoring for sub-100ms response times."
modal-serverless-gpu
by NousResearch
Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.
agent-performance-analyzer
by ruvnet
Agent skill for performance-analyzer - invoke with $agent-performance-analyzer
flutter-add-integration-test
by flutter
Configures Flutter Driver for app interaction and converts MCP actions into permanent integration tests. Use when adding integration testing to a project, exploring UI components via MCP, or automating user flows with the integration_test package.
sparc-methodology
by ruvnet
SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration
apify-ecommerce
by apify
Scrape e-commerce data for pricing intelligence, customer reviews, and seller discovery across Amazon, Walmart, eBay, IKEA, and 50+ marketplaces. Use when user asks to monitor prices, track competitors, analyze reviews, research products, or find sellers.
webapp-testing
by Galaxy-Dawn
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
dev-browser
by MemTensor
Browser automation with persistent page state. Use when users ask to navigate websites, fill forms, take screenshots, extract web data, test web apps, or automate browser workflows. Trigger phrases include "go to [url]", "click on", "fill out the form", "take a screenshot", "scrape", "automate", "test the website", "log into", or any browser interaction request.
sherpa
by langwatch
"Delegate repository, agent, or documentation questions to the repo-sherpa. Use for onboarding, DX improvements, or meta-layer changes."
unity-terrain
by Besty0728
"Unity Terrain operations. Use when users want to create terrain, set heights, paint textures, or add trees. Triggers: terrain, heightmap, landscape, paint, trees, grass, 地形, 高度图, 纹理绘制, 树木."
unity-perception
by Besty0728
"Scene understanding and analysis. Use when users want to get a summary, overview, dependency report, or export of the current scene state. Triggers: scene summary, analyze, overview, statistics, count, export report, 场景摘要, Unity分析, Unity概览, Unity统计, 导出报告, 依赖分析."
planning-with-files
by Galaxy-Dawn
Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user mentions planning, organizing work, tracking progress, or wants structured output.
using-superpowers
by obra
Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
unity-script
by Besty0728
"C# script management. Use when users want to create, read, or modify C# scripts. Triggers: script, C#, MonoBehaviour, code, class, method, Unity脚本, Unity代码, Unity创建脚本."