Automation
Task automation and scripting
subagent-driven-development
by hxk622
"在当前会话中执行包含独立任务的实施计划时使用。每个任务派送新的子Agent，并进行两阶段审查。Use when executing implementation plans with independent tasks - dispatch fresh subagent per task + two-stage review (spec then quality)."
nanny
by Michaelliv
Break a goal into tasks, execute them one by one, retry on failure. Use when the user asks to build a feature, implement something multi-step, or says "nanny this" or "orchestrate this." Not for single quick edits — for work that has multiple steps and needs to be tracked.
airflow-dag-patterns
by ngxtm
"Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs."
ansible-workflow
by ilude
Ansible automation workflow guidelines. Activate when working with Ansible playbooks, ansible-playbook, inventory files (.yml, .ini), or Ansible-specific patterns.
requesting-code-review
by hxk622
"完成任务、实现主要功能或合并前使用，验证工作是否满足要求。Use when completing tasks, implementing major features, or before merging to verify work meets requirements. Review early, review often."
create-beads-orchestration
by AvivK5498
Bootstrap lean multi-agent orchestration with beads task tracking. Use for projects needing agent delegation without heavy MCP overhead.
writing-plans
by hxk622
"当有多步骤任务的规格或需求时使用，在动代码之前。编写全面的实施计划，假设工程师对代码库零上下文。Use when you have a spec or requirements for a multi-step task, before touching code. Write comprehensive implementation plans."
kotlin-multiplatform
by pluginagentmarketplace
Kotlin Multiplatform - shared code, expect/actual, iOS integration
pydeseq2
by hxk622
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
executing-plans
by hxk622
"当有书面实施计划需要执行时使用，在单独会话中执行并设置审查检查点。Use when you have a written implementation plan to execute in a separate session with review checkpoints. Batch execution with checkpoints for architect review."
scanpy
by hxk622
Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For deep learning models use scvi-tools; for data format questions use anndata.
fp-types-ref
by whatiskadudoing
Quick reference for fp-ts types. Use when user asks which type to use, needs Option/Either/Task decision help, or wants fp-ts imports.
activecampaign-automation
by ngxtm
"Automate ActiveCampaign tasks via Rube MCP (Composio): manage contacts, tags, list subscriptions, automation enrollment, and tasks. Always search tools first for current schemas."
amplitude-automation
by ngxtm
"Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas."
shell-workflow
by ilude
Shell script workflow guidelines. Activate when working with shell scripts (.sh), bash scripts, or shell-specific tooling like shellcheck, shfmt.
diffdock
by hxk622
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design. Not for affinity prediction.
project-planning
by webdevtodayjason
Project planning methodologies including work breakdown structure, task estimation, dependency management, risk assessment, sprint planning, and stakeholder communication. Use when breaking down projects, estimating work, planning sprints, or managing dependencies.
claude-code-workflow
by ilude
Claude Code AI-assisted development workflow. Activate when discussing Claude Code usage, AI-assisted coding, prompting strategies, or Claude Code-specific patterns.
ai-agents-architect
by ngxtm
"Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool ..."
foundry
by sablier-labs
Write Foundry-based tests and scripts. Trigger phrases - foundry testing, write test, fuzz test, fork test, invariant test, deploy script, gas benchmark, coverage, or when working in tests/ or scripts/ directories.
Competitor Tracker
by jmsktm
Track and analyze competitor activities for strategic advantage
Agent Workflow Builder
by jmsktm
Build multi-agent AI workflows with orchestration, tool use, and state management
gitops-apply
by meriley
Guide proper GitOps workflow for Kubernetes changes instead of direct kubectl mutations. Identifies resources, locates/creates manifests, commits to git, and syncs via ArgoCD/Flux. Use when kubectl mutation is blocked.
deep-learning
by Aznatkoiny
"Comprehensive guide for Deep Learning with Keras 3 (Multi-Backend: JAX, TensorFlow, PyTorch). Use when building neural networks, CNNs for computer vision, RNNs/Transformers for NLP, time series forecasting, or generative models (VAEs, GANs). Covers model building (Sequential/Functional/Subclassing APIs), custom training loops, data augmentation, transfer learning, and production best practices."