ai-toolkit

ai-toolkit

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

Resources (156)

| Category | Count |
|-----------|----------|
| [Skills](#skills) | 40 |
| [Agents](#agents) | 13 |
| [Prompts](#prompts) | 65 |
| [Rules](#rules) | 15 |
| [Workflows](#workflows) | 17 |
| [Tools](#tools) | 6 |

Skills

#### Wave Ecosystem (13)

| Skill | Tags |
|-------|------|
| [wave-ecosystem-guide](skills/wave-ecosystem-guide/SKILL.md) | wave, ecosystem, overview, tool-selection |
| [wavexis-cli-automation](skills/wavexis-cli-automation/SKILL.md) | wavexis, cli, automation, yaml |
| [wavexis-mcp-agent-integration](skills/wavexis-mcp-agent-integration/SKILL.md) | mcp, wavexis, llm, agent-integration |
| [cdpwave-testing](skills/cdpwave-testing/SKILL.md) | cdp, chrome, testing, async |
| [bidiwave-cross-browser](skills/bidiwave-cross-browser/SKILL.md) | bidi, cross-browser, firefox, edge |
| [wavexis-web-scraping](skills/wavexis-web-scraping/SKILL.md) | scraping, wavexis, extraction, css-selectors |
| [wavexis-performance-audit](skills/wavexis-performance-audit/SKILL.md) | performance, cwv, lighthouse, wavexis |
| [wavexis-accessibility](skills/wavexis-accessibility/SKILL.md) | accessibility, axe-core, wcag, a11y-tree |
| [wavexis-ci-cd](skills/wavexis-ci-cd/SKILL.md) | ci-cd, assertions, visual-regression, github-actions |
| [wavexis-network-testing](skills/wavexis-network-testing/SKILL.md) | network, har, mocking, throttling |
| [wavexis-session-recording](skills/wavexis-session-recording/SKILL.md) | session-recording, replay, yaml, ci-cd |
| [cdpwave-debugging](skills/cdpwave-debugging/SKILL.md) | debugging, breakpoints, cpu-profiling, heap-snapshots |
| [bidiwave-network-interception](skills/bidiwave-network-interception/SKILL.md) | network-interception, bidi, mocking, request-modification |

#### Testing & QA (13)

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

#### Development (12)

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

#### Content & Writing (2)

| Skill | Tags |
|-------|------|
| [ebook-writer](skills/ebook-writer/SKILL.md) | ebook, writing, publishing, content |
| [prompt-engineering-best-practices](skills/prompt-engineering-best-practices/SKILL.md) | prompt-engineering, llm, cot, few-shot, role-prompting |

Agents

#### Wave Ecosystem (3)

| Agent | Type |
|-------|------|
| [wave-automation-engineer](agents/wave-automation-engineer/agent.md) | coding |
| [wave-test-architect](agents/wave-test-architect/agent.md) | review |
| [wave-mcp-orchestrator](agents/wave-mcp-orchestrator/agent.md) | automation |

#### QA & Testing (7)

| Agent | Type |
|-------|------|
| [test-architect](agents/test-architect/agent.md) | review |
| [qa-automation-engineer](agents/qa-automation-engineer/agent.md) | coding |
| [performance-tester](agents/performance-tester/agent.md) | research |
| [qa-lead](agents/qa-lead/agent.md) | governance |
| [api-tester](agents/api-tester/agent.md) | coding |
| [accessibility-tester](agents/accessibility-tester/agent.md) | review |
| [prompt-engineer](agents/prompt-engineer/agent.md) | review |

#### Development (1)

| Agent | Type |
|-------|------|
| [code-reviewer](agents/code-reviewer/agent.md) | review |

#### Security (1)

| Agent | Type |
|-------|------|
| [security-auditor](agents/security-auditor/agent.md) | governance |

#### DevOps (1)

| Agent | Type |
|-------|------|
| [devops-automator](agents/devops-automator/agent.md) | automation |

Prompts (64)

#### System / Task / Templates (9)

| Prompt | Type |
|--------|------|
| [python-expert](prompts/system/python-expert.md) | System |
| [java-spring-expert](prompts/system/java-spring-expert.md) | System |
| [qa-engineer](prompts/system/qa-engineer.md) | System |
| [generate-api-tests](prompts/task/generate-api-tests.md) | Task |
| [refactor-legacy-code](prompts/task/refactor-legacy-code.md) | Task |
| [write-tech-documentation](prompts/task/write-tech-documentation.md) | Task |
| [create-docker-compose](prompts/task/create-docker-compose.md) | Task |
| [feature-file-template](prompts/templates/feature-file-template.md) | Template |
| [pull-request-template](prompts/templates/pull-request-template.md) | Template |
| [bug-report-template](prompts/templates/bug-report-template.md) | Template |

#### QA Engineering (30)

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

#### Ebook Writing (15)

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

Rules

#### Coding Standards (5)

| Rule | Category |
|------|-----------|
| [python-coding-rules](rules/coding/python-coding-rules.md) | Python |
| [java-coding-rules](rules/coding/java-coding-rules.md) | Java |
| [javascript-coding-rules](rules/coding/javascript-coding-rules.md) | JavaScript / TypeScript |
| [sql-coding-rules](rules/coding/sql-coding-rules.md) | SQL |
| [wave-ecosystem-rules](rules/coding/wave-ecosystem-rules.md) | Wave Ecosystem |

#### QA & Testing (7)

| Rule | Category |
|------|-----------|
| [pr-review-checklist](rules/review/pr-review-checklist.md) | General review |
| [test-review-rules](rules/review/test-review-rules.md) | Test quality |
| [test-automation-rules](rules/review/test-automation-rules.md) | E2E automation |
| [performance-testing-rules](rules/review/performance-testing-rules.md) | Performance |
| [mobile-testing-rules](rules/review/mobile-testing-rules.md) | Mobile |
| [api-testing-rules](rules/review/api-testing-rules.md) | API testing |
| [prompt-quality-rules](rules/review/prompt-quality-rules.md) | Prompt engineering |

#### Behavior (2)

| Rule | Category |
|------|-----------|
| [response-format-rules](rules/behavior/response-format-rules.md) | Formatting |
| [response-language-rules](rules/behavior/response-language-rules.md) | Language |

#### CI/CD (1)

| Rule | Category |
|------|-----------|
| [ci-cd-testing-rules](rules/review/ci-cd-testing-rules.md) | Pipeline testing |

Workflows

#### Wave Ecosystem (3)

| Workflow | Purpose |
|----------|-----------|
| [wave-cross-browser-test](workflows/wave-cross-browser-test.md) | Cross-browser testing with bidiwave + cdpwave |
| [wave-ci-visual-regression](workflows/wave-ci-visual-regression.md) | Visual regression testing in GitHub Actions |
| [wave-mcp-setup](workflows/wave-mcp-setup.md) | wavexis-mcp setup across IDEs |

#### DevOps & Deployment (6)

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

#### QA & Testing (5)

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

#### Content (1)

| Workflow | Purpose |
|----------|-----------|
| [create-ebook](workflows/create-ebook.md) | Ebook creation pipeline |

#### Templates (2)

| Workflow | Purpose |
|----------|-----------|
| [create-new-skill](workflows/create-new-skill.md) | Bootstrap a skill from template |
| [create-new-agent](workflows/create-new-agent.md) | Bootstrap an agent from template |

Tools

| Tool | Function |
|------|---------|
| [validate-resource](tools/validate-resource/README.md) | Validates frontmatter, kebab-case, placeholders |
| [generate-skill-scaffold](tools/generate-skill-scaffold/README.md) | Interactive CLI to create skills |
| [sync-skills-to-cursor](tools/sync-skills-to-cursor/README.md) | Copies skills to .cursor/rules/ |
| [sync-skills-to-claude](tools/sync-skills-to-claude/README.md) | Copies skills to .claude/agents/ |
| [export-skills-to-md](tools/export-skills-to-md/README.md) | Concatenates skills into a single markdown |
| [check-dead-links](tools/check-dead-links/README.md) | 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

Install Skills

Use the skills.sh script to install all skills from this repository into your IDE's skills directory (Windsurf, Cursor, etc.).

Prerequisites

- Bash shell (Linux, macOS, WSL, or Git Bash on Windows)
- This repository cloned locally

Install all skills

``bash


Clone the repository

`bash


Specify a custom target directory

`bash


Show installed skill metrics (count, size, heaviest skills)

- Copies every skill folder that contains a SKILL.md file
- Skips the _template/ directory
- Replaces existing skills with the latest version
- Reports progress per skill (✅ installed / ⚠️ skipped)

Default target directory

The default target is the Windsurf skills directory:

`text
C:\Users\<username>\.codeium\windsurf\skills
`

Override it by passing a path as the first argument.

Quick Start

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

Commands

`bash


Validate all resources

License

This project is licensed under [MIT](LICENSE).

For commercial or enterprise use, see the attribution expectations in [NOTICE.md](NOTICE.md).

Copyright (c) 2026 Mathias Paulenko Echeverz

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

- Bash shell (Linux, macOS, WSL, or Git Bash on Windows)
- This repository cloned locally