senior-backend
This skill should be used when the user asks to "design REST APIs", "optimize database queries", "implement authentication", "build microservices", "review backend code", "set up GraphQL", "handle database migrations", or "load test APIs". Use for Node.js/Express/Fastify development, PostgreSQL optimization, API security, and backend architecture patterns.
What this skill does
# Senior Backend Engineer
Backend development patterns, API design, database optimization, and security practices.
## Table of Contents
- [Quick Start](#quick-start)
- [Tools Overview](#tools-overview)
- [API Scaffolder](#1-api-scaffolder)
- [Database Migration Tool](#2-database-migration-tool)
- [API Load Tester](#3-api-load-tester)
- [Backend Development Workflows](#backend-development-workflows)
- [API Design Workflow](#api-design-workflow)
- [Database Optimization Workflow](#database-optimization-workflow)
- [Security Hardening Workflow](#security-hardening-workflow)
- [Reference Documentation](#reference-documentation)
- [Common Patterns Quick Reference](#common-patterns-quick-reference)
---
## Quick Start
```bash
# Generate API routes from OpenAPI spec
python scripts/api_scaffolder.py openapi.yaml --framework express --output src/routes/
# Analyze database schema and generate migrations
python scripts/database_migration_tool.py --connection postgres://localhost/mydb --analyze
# Load test an API endpoint
python scripts/api_load_tester.py https://api.example.com/users --concurrency 50 --duration 30
```
---
## Tools Overview
### 1. API Scaffolder
Generates API route handlers, middleware, and OpenAPI specifications from schema definitions.
**Input:** OpenAPI spec (YAML/JSON) or database schema
**Output:** Route handlers, validation middleware, TypeScript types
**Usage:**
```bash
# Generate Express routes from OpenAPI spec
python scripts/api_scaffolder.py openapi.yaml --framework express --output src/routes/
# Output:
# Generated 12 route handlers in src/routes/
# - GET /users (listUsers)
# - POST /users (createUser)
# - GET /users/{id} (getUser)
# - PUT /users/{id} (updateUser)
# - DELETE /users/{id} (deleteUser)
# ...
# Created validation middleware: src/middleware/validators.ts
# Created TypeScript types: src/types/api.ts
# Generate from database schema
python scripts/api_scaffolder.py --from-db postgres://localhost/mydb --output src/routes/
# Generate OpenAPI spec from existing routes
python scripts/api_scaffolder.py src/routes/ --generate-spec --output openapi.yaml
```
**Supported Frameworks:**
- Express.js (`--framework express`)
- Fastify (`--framework fastify`)
- Koa (`--framework koa`)
---
### 2. Database Migration Tool
Analyzes database schemas, detects changes, and generates migration files with rollback support.
**Input:** Database connection string or schema files
**Output:** Migration files, schema diff report, optimization suggestions
**Usage:**
```bash
# Analyze current schema and suggest optimizations
python scripts/database_migration_tool.py --connection postgres://localhost/mydb --analyze
# Output:
# === Database Analysis Report ===
# Tables: 24
# Total rows: 1,247,832
#
# MISSING INDEXES (5 found):
# orders.user_id - 847ms avg query time, ADD INDEX recommended
# products.category_id - 234ms avg query time, ADD INDEX recommended
#
# N+1 QUERY RISKS (3 found):
# users -> orders relationship (no eager loading)
#
# SUGGESTED MIGRATIONS:
# 1. Add index on orders(user_id)
# 2. Add index on products(category_id)
# 3. Add composite index on order_items(order_id, product_id)
# Generate migration from schema diff
python scripts/database_migration_tool.py --connection postgres://localhost/mydb \
--compare schema/v2.sql --output migrations/
# Output:
# Generated migration: migrations/20240115_add_user_indexes.sql
# Generated rollback: migrations/20240115_add_user_indexes_rollback.sql
# Dry-run a migration
python scripts/database_migration_tool.py --connection postgres://localhost/mydb \
--migrate migrations/20240115_add_user_indexes.sql --dry-run
```
---
### 3. API Load Tester
Performs HTTP load testing with configurable concurrency, measuring latency percentiles and throughput.
**Input:** API endpoint URL and test configuration
**Output:** Performance report with latency distribution, error rates, throughput metrics
**Usage:**
```bash
# Basic load test
python scripts/api_load_tester.py https://api.example.com/users --concurrency 50 --duration 30
# Output:
# === Load Test Results ===
# Target: https://api.example.com/users
# Duration: 30s | Concurrency: 50
#
# THROUGHPUT:
# Total requests: 15,247
# Requests/sec: 508.2
# Successful: 15,102 (99.0%)
# Failed: 145 (1.0%)
#
# LATENCY (ms):
# Min: 12
# Avg: 89
# P50: 67
# P95: 198
# P99: 423
# Max: 1,247
#
# ERRORS:
# Connection timeout: 89
# HTTP 503: 56
#
# RECOMMENDATION: P99 latency (423ms) exceeds 200ms target.
# Consider: connection pooling, query optimization, or horizontal scaling.
# Test with custom headers and body
python scripts/api_load_tester.py https://api.example.com/orders \
--method POST \
--header "Authorization: Bearer token123" \
--body '{"product_id": 1, "quantity": 2}' \
--concurrency 100 \
--duration 60
# Compare two endpoints
python scripts/api_load_tester.py https://api.example.com/v1/users https://api.example.com/v2/users \
--compare --concurrency 50 --duration 30
```
---
## Backend Development Workflows
### API Design Workflow
Use when designing a new API or refactoring existing endpoints.
**Step 1: Define resources and operations**
```yaml
# openapi.yaml
openapi: 3.0.3
info:
title: User Service API
version: 1.0.0
paths:
/users:
get:
summary: List users
parameters:
- name: limit
in: query
schema:
type: integer
default: 20
post:
summary: Create user
requestBody:
required: true
content:
application/json:
schema:
$ref: '#/components/schemas/CreateUser'
```
**Step 2: Generate route scaffolding**
```bash
python scripts/api_scaffolder.py openapi.yaml --framework express --output src/routes/
```
**Step 3: Implement business logic**
```typescript
// src/routes/users.ts (generated, then customized)
export const createUser = async (req: Request, res: Response) => {
const { email, name } = req.body;
// Add business logic
const user = await userService.create({ email, name });
res.status(201).json(user);
};
```
**Step 4: Add validation middleware**
```bash
# Validation is auto-generated from OpenAPI schema
# src/middleware/validators.ts includes:
# - Request body validation
# - Query parameter validation
# - Path parameter validation
```
**Step 5: Generate updated OpenAPI spec**
```bash
python scripts/api_scaffolder.py src/routes/ --generate-spec --output openapi.yaml
```
---
### Database Optimization Workflow
Use when queries are slow or database performance needs improvement.
**Step 1: Analyze current performance**
```bash
python scripts/database_migration_tool.py --connection $DATABASE_URL --analyze
```
**Step 2: Identify slow queries**
```sql
-- Check query execution plans
EXPLAIN ANALYZE SELECT * FROM orders
WHERE user_id = 123
ORDER BY created_at DESC
LIMIT 10;
-- Look for: Seq Scan (bad), Index Scan (good)
```
**Step 3: Generate index migrations**
```bash
python scripts/database_migration_tool.py --connection $DATABASE_URL \
--suggest-indexes --output migrations/
```
**Step 4: Test migration (dry-run)**
```bash
python scripts/database_migration_tool.py --connection $DATABASE_URL \
--migrate migrations/add_indexes.sql --dry-run
```
**Step 5: Apply and verify**
```bash
# Apply migration
python scripts/database_migration_tool.py --connection $DATABASE_URL \
--migrate migrations/add_indexes.sql
# Verify improvement
python scripts/database_migration_tool.py --connection $DATABASE_URL --analyze
```
---
### Security Hardening Workflow
Use when preparing an API for production or after a security review.
**Step 1: Review authentication setup**
```typescript
// Verify JWT configuration
const jwtConfig = {
secret: process.env.JWT_SECRET, // Must be from env, never hardcoded
expiresIn: '1h', // Short-lived tokens
algorithm: 'RS256' // Prefer asymmetric
};
```
**Step 2: Add Related in Design
contribute
IncludedLocal-only OSS contribution command center. Auto-refreshes the user's in-flight PR and issue state on invoke so conversations start with full context — no need to brief Claude on what's in flight. Helps the user find issues to contribute to on GitHub, builds per-repo dossiers of what each upstream expects (CLA, DCO, branch convention, AI policy, draft-first, review bots, issue templates), runs deterministic gates before any external action so AI-assisted contributions don't reach maintainers as slop. State is markdown-only: candidate files at ~/.contribute-system/candidates/, repo dossiers at ~/.contribute-system/research/, append-only event log at ~/.contribute-system/log.jsonl. No database, no cloud calls. Use when the user asks about their PRs / issues / contributions, wants to find new work to take on, claim an issue, build/refresh a repo's dossier, or draft a Design Issue or PR. Trigger with "/contribute", "what's my PR status", "find a contribution", "claim issue X", "draft a Design Issue for Y", "refresh dossier for Z".
architectural-analysis
IncludedUser-triggered deep architectural analysis of a codebase or scoped subtree across eight modes — information architecture, data flow, integration points, UI surfaces, interaction patterns, data model, control flow, and failure modes. This skill should be used when the user asks to "diagram this codebase," "map the architecture," "show the data flow," "give me an ERD," "trace control flow," "find the integration points," "verify the layout pattern," "audit the UX architecture," or any similar request whose primary deliverable is mermaid diagrams plus cited reports under docs/architecture/. Dispatches haiku/sonnet sub-agents in parallel for per-mode exploration, then verifies every citation mechanically before any node lands in a diagram. Not for one-off prose explanations of code (use code-explanation) or for high-level system design from scratch (use system-design).
mcp
IncludedModel Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage multi-server configs, design agent-centric tools. Actions: create, build, integrate, discover, execute, configure MCP servers/tools. Keywords: MCP, Model Context Protocol, MCP server, MCP tool, stdio transport, SSE transport, tool discovery, resource provider, prompt template, external API integration, Gemini CLI MCP, Claude MCP, agent tools, tool execution, server config. Use when: building MCP servers, integrating external APIs as MCP tools, discovering available MCP tools, executing MCP capabilities, configuring multi-server setups, designing tools for AI agents.
react-native-skia
IncludedDesign, build, debug, and optimise high-polish animated graphics in React Native or Expo using @shopify/react-native-skia, Reanimated, and Gesture Handler. Use when the user wants canvas-driven UI, shaders, paths, rich text, image filters, sprite fields, Skottie, video frames, snapshots, web CanvasKit setup, or performance tuning for custom motion-heavy elements such as loaders, hero art, cards, charts, progress indicators, particle systems, or gesture-driven surfaces. Also use when the user asks for fluid, glow, glass, blob, parallax, 60fps/120fps, or GPU-friendly animated effects in React Native, even if they do not explicitly say "Skia". Do not use for ordinary form/layout work with standard views.
plaid
IncludedProduct Led AI Development — guides founders from idea to launched product. Six capabilities: Idea (discover a product idea), Validate (pressure-test the idea against fatal flaws, problem reality, competition, and 2-week MVP feasibility), Plan (vision intake + document generation), Design (translate image references into a design.md spec), Launch (go-to-market strategy), and Build (roadmap execution). Use when someone says "PLAID", "plaid idea", "help me find an idea", "product idea", "idea from my business", "idea from my expertise", "plaid validate", "validate my idea", "pressure-test", "is this idea good", "find fatal flaws", "validate the problem", "plan a product", "define my vision", "generate a PRD", "product strategy", "plaid design", "design from image", "translate image to design", "create design.md", "extract design tokens", "plaid launch", "go-to-market", "launch plan", "GTM strategy", "launch playbook", "plaid build", "build the app", "start building", or "execute the roadmap".
nextjs-framer-motion-animations
IncludedAdds production-safe Motion for React or Framer Motion animations to Next.js apps, including reveal, hover and tap micro-interactions, whileInView, stagger, AnimatePresence, layout and layoutId transitions, reorder, scroll-linked UI, and lightweight route-content transitions. Use when the user asks to add, refactor, or debug Motion or Framer Motion in App Router or Pages Router codebases, especially around server/client boundaries, reduced motion, LazyMotion, bundle size, hydration, or route transitions. Avoid for GSAP-style timelines, WebGL or 3D scenes, heavy scroll storytelling, or CSS-only effects unless Motion is explicitly requested.