Templates
Prompt and config templates: AGENTS.md, CLAUDE.md, subagents, permissions, and more.
AI PR Triage and Labeler Workflow
GitHub Actions workflow to automatically categorize, label, and estimate scope for new GitHub pull requests.
API Designer Subagent Template
Subagent definition for designing RESTful APIs, OpenAPI specifications, and type-safe SDK interfaces.
Automated AI Code Reviewer GitHub Action Workflow
GitHub Actions YAML workflow for running automated AI PR reviews on pull request open and update events.
Automated Release Notes Workflow
GitHub Actions workflow that extracts git tags and generates structured changelogs from merged PRs.
Bug Root Cause Analysis Prompt
Prompt template for diagnosing complex production stack traces and identifying exact root causes.
Code Review Prompt
A prompt that produces specific, ranked review findings instead of a vague list of suggestions.
Code Reviewer Subagent
A subagent definition that reviews a diff in its own context and returns only findings, keeping review noise out of your main session.
Conventional Commit Generator Prompt
Prompt template for generating clear, imperative conventional commit messages from git diffs.
Data Project Rules
Standard system rules for a Python data project, covering execution scripts, environment settings, and data safety.
Data Science and ML Rules
AGENTS.md for Python data science, PyTorch, and ML engineering codebases covering data pipelines, MLflow, and reproducible seeds.
Database Architect Subagent Template
Specialized subagent prompt definition for database schema design, index optimization, and SQL migration validation.
DevOps Engineer Subagent Template
Subagent definition for writing Dockerfiles, Kubernetes manifests, Terraform configurations, and CI/CD pipelines.
Django Enterprise App Rules
Enterprise AGENTS.md for Django applications specifying ORM optimizations, migrations, and pytest-django rules.
Docker Gateway MCP Integration Config
Configuration for orchestrating isolated containerized MCP servers via Docker MCP Gateway.
Dockerfile Security and Layer Optimizer Prompt
Prompt for analyzing and optimizing Dockerfiles for multi-stage caching, security hardening, and image size reduction.
Documentation Writer Subagent Template
Subagent prompt for generating READMEs, API references, architecture guides, and inline docstrings.
Edge Case and Boundary Condition Detector Prompt
Prompt template for scanning functions and algorithms for boundary conditions, off-by-one errors, and race conditions.
Environment Variable Schema Validator Prompt
Prompt for generating runtime Zod / Pydantic environment variable validation modules.
Event-Driven Microservices Blueprint Template
Architecture template for event-driven asynchronous microservices using Kafka or RabbitMQ and dead-letter queues.
Flutter App Rules
AGENTS.md template for Flutter and Dart codebases covering BLoC/Riverpod state management, widget trees, and flutter analyze.
Full Local Development Permissions Config
Permissive permissions JSON template for local developer machines with explicit secret environment file protection.
General Project Rules
Core project rules for AI coding assistants covering test requirements, styling, and approval boundaries.
Go Microservice Rules
Standard AGENTS.md for Golang microservices covering interface definitions, context propagation, and golangci-lint.
GraphQL and Apollo Server Rules
Backend AGENTS.md for GraphQL APIs covering schema-first design, DataLoader batching, and complexity limits.
Isolated Docker Container for AI Agent Execution
Multi-stage Dockerfile creating a secure, isolated sandbox runtime environment for AI agent execution.
Kubernetes and Helm Rules
Infrastructure AGENTS.md for Kubernetes manifests, Helm chart structures, and kube-linter checks.
Latency and Throughput Benchmark Suite Prompt
Prompt for generating performance benchmarking scripts measuring ops/sec, p50/p99 latency, and RAM usage.
Library Version Migration Prompt Template
Prompt for generating step-by-step code migration guides when upgrading major library or framework versions.
MCP Server Configuration Starter
A minimal MCP server configuration with the servers most people actually want, and notes on what each one costs you.
Monorepo Affected Packages CI Pipeline Prompt
Prompt for generating Turborepo / Nx CI workflows running tests and builds only on git affected packages.
Monorepo Project Rules
Conventions and boundary rules for a multi-package monorepo codebase.
Multi-Server Enterprise MCP Config Template
Production mcp.json configuration file connecting Github, Postgres, Context7, Memory, and Brave Search MCP servers.
OpenTelemetry Instrumentation Setup Prompt
Prompt for adding OpenTelemetry traces, metrics, and context propagation to microservices.
Performance Tuner Subagent Template
Subagent definition for profiling memory leaks, CPU bottlenecks, bundle sizes, and network latency.
Permissions Configuration Starter
A settings file that auto-approves safe read only commands and blocks destructive ones, so permission prompts stay meaningful.
PR Description Prompt
A prompt that writes a pull request description reviewers can act on, from the actual diff rather than the branch name.
Python and FastAPI Rules
Standard AGENTS.md for Python FastAPI backend codebases covering Pydantic v2, pytest, async conventions, and strict typing.
QA Automation Subagent Template
Subagent definition for writing automated end-to-end (Playwright/Cypress) and integration test suites.
RAG Evaluation and Retrieval Blueprint Template
Architecture template detailing vector retrieval, chunking strategy, re-ranking, and Ragas evaluation pipeline.
React Native and Expo Rules
Guidelines for React Native and Expo mobile app development covering navigation, state management, and native modules.
Realistic Database Seed Data Generator Prompt
Prompt template for generating realistic SQL or ORM seed data scripts with foreign key integrity.
Refactoring Expert Subagent Template
Subagent definition for modernizing legacy code, reducing complexity, and improving maintainability safely.
Refactoring Plan and Impact Assessment Prompt
Structured prompt template for planning large code refactorings safely with step-by-step validation goals.
Researcher Subagent
A subagent that investigates a question across many files or sources and returns a summary, keeping the search noise out of your context.
Rust Backend Rules
Production AGENTS.md for Rust codebases specifying Cargo workspace layout, error handling with anyhow, and clippy checks.
Security Auditor Subagent Template
Specialized subagent prompt definition for auditing security vulnerabilities, OWASP Top 10 risks, and unsafe dependencies.
Solidity Smart Contract Rules
Security-focused AGENTS.md for EVM Solidity smart contracts covering Foundry tests, Slither analysis, and reentrancy protection.
Strict Sandboxed Permissions Config
Production permissions configuration for sandboxed AI agent execution restricting file access and shell execution.
STRIDE Threat Modeling Prompt Template
Structured prompt template for performing STRIDE security threat modeling on system architecture designs.
SvelteKit App Rules
Production AGENTS.md for Svelte 5 and SvelteKit projects covering runes, server load functions, and svelte-check.
Type-Safe API Client Generator Prompt
Prompt for generating strongly typed HTTP API clients with error handling, retries, and rate limiting.
Unit Test Generator Prompt Template
Production prompt template for generating isolated, boundary-testing unit tests with high coverage.
Vue 3 and Nuxt 3 Rules
Frontend AGENTS.md for Vue 3 and Nuxt 3 applications detailing Composition API, Pinia state management, and vue-tsc checks.
WCAG 2.1 Accessibility Audit Prompt
Prompt template for auditing web components against WCAG 2.1 AA screen reader, ARIA, and keyboard focus standards.
Web Application Project Rules
Standard system rules for a React, Next.js, or similar frontend codebase, covering commands, conventions, and approval rules.