mcp-architecture
MCP (Model Context Protocol) architecture patterns, security best practices, and memory management strategies. Use when designing, implementing, or debugging MCP servers in Python (FastMCP) or TypeScript.
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MCP (Model Context Protocol) architecture patterns, security best practices, and memory management strategies. Use when designing, implementing, or debugging MCP servers in Python (FastMCP) or TypeScript.
Multi-agent and MCP pipeline security with 5-layer defense architecture. Use when building MCP servers, multi-agent systems, or any pipeline that handles user input to prevent prompt injection and ensure proper...
OAuth 2.0 and OpenID Connect implementation patterns. Use when implementing authentication, authorization flows, or integrating with OAuth providers like Google, GitHub, or custom identity providers.
QA best practices and test design patterns. Use when designing test cases to ensure comprehensive coverage with equivalence partitioning, boundary analysis, and accessibility testing.
Google Cloud Platform infrastructure patterns and best practices. Use when designing or implementing GCP solutions including Compute Engine, Cloud Functions, Cloud Storage, and BigQuery.
Dependency version alignment and conflict resolution for parallel development. Use when extracting dependencies from Tech Specs to ensure version compatibility with existing project dependencies and transitive...
Django web application development (2025). Use when creating or modifying Django projects, apps, models, views, URLs, forms, templates, or management commands. Covers project structure, naming conventions, asyn...
Extract and capture screenshots of specific UI elements mentioned in QA test procedures. Use when creating visual references for test steps to show exactly what buttons, fields, and components look like.
Python-specific code review guidelines covering common bugs, security issues, performance anti-patterns, and framework-specific concerns for Django, FastAPI, and Celery. Use when reviewing Python code changes f...
Document chunking strategies for RAG systems. Use when implementing document processing pipelines to determine optimal chunking approaches based on document type and retrieval requirements.
Generate agent-ready prompts from existing task specification files. Use when regenerating prompts after editing tasks, updating prompt templates, or preparing tasks for cpo execution.
dbt (data build tool) patterns for data transformation and analytics engineering. Use when building data models, implementing data quality tests, or managing data transformation pipelines.
SQLMesh patterns for data transformation with column-level lineage and virtual environments. Use when building data pipelines that need advanced features like automatic DAG inference and efficient incremental p...
HTTP request and response analysis for debugging API calls, identifying failed requests, and understanding data flow. Use when investigating API issues, authentication problems, or data loading failures.
Identify reusable patterns, best practices, and workflow automations during implementation that could become Product Forge skills, commands, or templates. Use when implementing repetitive structures, applying c...
Ansible automation and configuration management patterns. Use when writing Ansible playbooks, roles, or automating infrastructure configuration and deployment tasks.
Create a new Claude Code agent skill with proper folder structure and SKILL.md format. Use when the user wants to add a model-invoked skill that Claude uses autonomously based on context. Handles skill folder c...
Apply import formatting and ordering rules that minimize merge conflicts when multiple developers or parallel agents modify the same file. Enforces one-import-per-line, alphabetical sorting, and consistent grou...
Compact YAML format for defining parallel task specifications with scope, boundaries, and agent assignments. Use when creating task files for parallel development.
RFC (Request for Comments) specification writing with objective technical analysis. Use when creating technical specifications, design documents, or architecture proposals that require structured evaluation of...
Browser console message analysis for debugging JavaScript errors, warnings, and application logs. Use when investigating frontend issues, tracking console output, or diagnosing JavaScript problems.
Create a new Claude Code slash command with proper YAML frontmatter structure. Use when the user wants to add a custom slash command to a plugin. Handles command file creation with description, argument hints,...
Django API development for 2025. Covers Django Ninja (modern, async-first, type-safe) and Django REST Framework (mature, ecosystem-rich). Use when building REST APIs, choosing between frameworks, implementing a...
Automatic QA test lifecycle management, naming conventions, and directory structure. Use when creating, organizing, or tracking QA tests to ensure proper naming, directory structure, and status transitions.
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