ai-toolkit

Personal repository of AI resources: prompts, skills, agents, rules, workflows, and tools created to obtain consistent and structured results with LLMs.

Resources (136)

Category	Count
Skills	27
Agents	10
Prompts	65
Rules	14
Workflows	14
Tools	6

Skills

Testing & QA (13)

Skill	Tags
behave-bdd	python, bdd, gherkin, testing
allure-reports	reporting, pytest, cypress, ci-cd
robot-framework	testing, keyword-driven, selenium
jmeter-load-testing	jmeter, load-testing, performance
sonarqube-quality-gates	sonarqube, quality-gates, static-analysis
testcontainers	integration-testing, docker, databases, kafka
pytest-advanced	pytest, python, fixtures, plugins
postman-api-automation	api-testing, postman, newman, rest
appium-mobile	mobile, appium, ios, android
karate-api-testing	api-testing, karate, bdd, rest
k6-load-testing	load-testing, k6, performance, grafana
webdriverio	e2e, webdriverio, selenium, cross-browser
xctest-ios	ios, xctest, swift, unit-testing

Development (12)

Skill	Tags
flask-api	python, flask, rest, api
android-native	kotlin, jetpack-compose, mvvm, mobile
jinja2-templates	python, templating, flask, fastapi
paramiko-ssh	python, ssh, sftp, automation
wordpress-themes	php, wordpress, cms, frontend
flet-desktop	python, desktop, flutter, gui
sql-server	sql-server, t-sql, mssql, azure-sql
db2-oracle	db2, oracle, plsql, enterprise
salesforce-dev	salesforce, apex, lwc, crm
appian-lowcode	appian, low-code, bpm
prestashop-module	prestashop, php, e-commerce
octane-alm	octane, alm, defect-management

Content & Writing (2)

Skill	Tags
ebook-writer	ebook, writing, publishing, content
prompt-engineering-best-practices	prompt-engineering, llm, cot, few-shot, role-prompting

Agents

QA & Testing (7)

Agent	Type
test-architect	review
qa-automation-engineer	coding
performance-tester	research
qa-lead	governance
api-tester	coding
accessibility-tester	review
prompt-engineer	review

Development (1)

Agent	Type
code-reviewer	review

Security (1)

Agent	Type
security-auditor	governance

DevOps (1)

Agent	Type
devops-automator	automation

Prompts (64)

System / Task / Templates (9)

Prompt	Type
python-expert	System
java-spring-expert	System
qa-engineer	System
generate-api-tests	Task
refactor-legacy-code	Task
write-tech-documentation	Task
create-docker-compose	Task
feature-file-template	Template
pull-request-template	Template
bug-report-template	Template

QA Engineering (30)

Prompt	Focus
generate-test-cases-from-requirements	Test design
generate-api-test-suite	API testing
generate-e2e-test-scenarios	E2E / POM
analyze-bug-root-cause	Bug analysis
generate-performance-test-plan	Performance
generate-security-test-cases	Security / OWASP
generate-test-data	Data generation
generate-accessibility-test-checklist	a11y / WCAG
generate-mobile-test-strategy	Mobile / Appium
generate-database-test-scenarios	DB testing
generate-regression-test-suite	Regression
generate-ci-cd-quality-gates	Pipeline gates
generate-test-automation-strategy	Automation ROI
review-test-code-quality	Test review
generate-load-test-script	k6 / Locust
generate-exploratory-test-charter	Exploratory
validate-user-story-testability	INVEST / AC review
generate-compatibility-test-matrix	Cross-browser
generate-test-summary-report	Reporting
generate-data-migration-test-plan	Migration
generate-api-contract-test	Pact / Schema
generate-canary-deployment-health-checks	Canary deploy
generate-observability-test-plan	Monitoring
generate-disaster-recovery-test-scenarios	DR / Backup
generate-qa-interview-questions	Hiring
generate-test-data-privacy-compliance	GDPR / HIPAA
generate-test-environment-setup-guide	Environment
generate-flaky-test-diagnosis	Flakiness
generate-qa-metrics-dashboard	KPIs / DORA
generate-bdd-scenario	BDD / Gherkin
generate-visual-regression-test	Percy / Chromatic
generate-mutation-test	Pitest / Stryker
generate-qa-risk-analysis	Risk matrix
generate-test-data-strategy	Data masking / GDPR
generate-accessibility-audit	WCAG / axe
generate-chaos-engineering-tests	Gremlin / Chaos Mesh
generate-api-fuzzing-scenarios	Hypothesis / schemathesis
generate-shift-left-strategy	Shift-left / TDD
generate-test-automation-roi-report	ROI / Business case
generate-canary-test-strategy	Canary / Feature flags

Ebook Writing (15)

Prompt	Focus
generate-ebook-outline	Structure and planning
research-topic-for-ebook	Content research
generate-ebook-title-options	Naming and titles
write-ebook-introduction	Opening chapter
write-ebook-chapter	Chapter drafting
write-ebook-conclusion	Closing chapter
edit-ebook-chapter	Revision and editing
generate-ebook-case-study	Real-world examples
generate-ebook-exercises	Learning reinforcement
format-ebook-for-export	PDF/EPUB preparation
generate-ebook-marketing-copy	Promotion and sales
review-ebook-consistency	Quality checking
create-ebook-table-of-contents	TOC generation
create-ebook-reference-list	Bibliography
write-ebook-chapter-summary	Preview copy

Rules

Coding Standards (4)

Rule	Category
python-coding-rules	Python
java-coding-rules	Java
javascript-coding-rules	JavaScript / TypeScript
sql-coding-rules	SQL

QA & Testing (7)

Rule	Category
pr-review-checklist	General review
test-review-rules	Test quality
test-automation-rules	E2E automation
performance-testing-rules	Performance
mobile-testing-rules	Mobile
api-testing-rules	API testing
prompt-quality-rules	Prompt engineering

Behavior (2)

Rule	Category
response-format-rules	Formatting
response-language-rules	Language

CI/CD (1)

Rule	Category
ci-cd-testing-rules	Pipeline testing

Workflows

DevOps & Deployment (6)

Workflow	Purpose
deploy-flask-app	Docker + nginx + CI/CD deployment
deploy-spring-boot-app	JAR + K8s + health checks
gitlab-ci	Complete GitLab pipeline
bitbucket-pipelines	Bitbucket pipeline
kubernetes-deploy	K8s manifests + Helm
onboard-new-project	Initial project setup

QA & Testing (5)

Workflow	Purpose
setup-e2e-automation	Bootstrap E2E automation with CI/CD
performance-test-session	Structured performance testing: SLA → script → execute → analyze
visual-regression-setup	Configure Chromatic/Percy/Loki with baselines and CI
bug-triage	Structured bug triage process
qa-release-gate	Quality gate before production release

Content (1)

Workflow	Purpose
create-ebook	Ebook creation pipeline

Templates (2)

Workflow	Purpose
create-new-skill	Bootstrap a skill from template
create-new-agent	Bootstrap an agent from template

Tools

Tool	Function
validate-resource	Validates frontmatter, kebab-case, placeholders
generate-skill-scaffold	Interactive CLI to create skills
sync-skills-to-cursor	Copies skills to .cursor/rules/
sync-skills-to-claude	Copies skills to .claude/agents/
export-skills-to-md	Concatenates skills into a single markdown
check-dead-links	Scans broken URLs in .md

Structure

Folder	Content
prompts/	System, task, and reusable template prompts
skills/	Structured skills with SKILL.md and assets
agents/	Agent definitions (agent.md, knowledge, tools)
rules/	Code, review, and behavior rules
workflows/	Step-by-step procedures for repetitive tasks
tools/	Utilities, scripts, and technical resources
AGENTS.md	Global repository conventions and agent standards
justfile	Common commands (just validate, just export, etc.)
.devin/	Devin-specific workflows
.cursor/	Rules and prompts for Cursor

Conventions

• Each resource goes in its own folder with a kebab-case name
• Skills and agents include a README.md or SKILL.md / agent.md
• YAML frontmatter is used for metadata (author, version, tags, trigger)
• Technical reference material goes in references/; executables and templates in assets/
• Example templates are in _template/ within each category

Quick Start

Copy the desired resource into the model context or reference it from your IDE configuration (Cursor Rules, Devin Workflows, etc.).

Commands

# Validate all resources
just validate

# Generate a new skill (interactive)
just generate-skill

# Export skills to markdown
just export

# Check for broken links
just check-links

# Run all validations
just check

License

This project is licensed under MIT.

For commercial or enterprise use, see the attribution expectations in NOTICE.md.

Copyright (c) 2026 Mathias Paulenko Echeverz