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Data & AI AI Skills

Discover Data & AI skills, compare source repositories and read the instructions for each workflow.

Categories: Data & AI

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GitHub

e2e-test-design

melodic-software

Design E2E tests following user-story-driven patterns with verification checkpoints. Use when creating end-to-end tests, validating complete user journeys, or designing Playwright/Cypress test patterns.

GitHub

performance-test-planning

melodic-software

Design performance test strategies including load profiles, capacity planning, SLA validation, and .NET performance testing with NBomber and k6.

GitHub

gap-analysis

melodic-software

Analyze requirements for completeness, missing areas, and gaps. Uses domain checklists, NFR categories, and INVEST criteria to identify what's missing from elicited requirements.

GitHub

rate-limiting-patterns

melodic-software

Use when implementing rate limiting, throttling, or API quotas. Covers algorithms like token bucket and sliding window, plus distributed rate limiting patterns.

GitHub

docs-management

melodic-software

Single source of truth and librarian for ALL Claude official documentation. Manages local documentation storage, scraping, discovery, and resolution. Use when finding, locating, searching, or resolving Claude d...

GitHub

content-versioning

melodic-software

Use when implementing draft/publish workflows, version history, content rollback, or audit trails. Covers versioning strategies, snapshot storage, diff generation, and version comparison APIs for headless CMS.

GitHub

authentication-patterns

melodic-software

Comprehensive authentication implementation guidance including JWT best practices, OAuth 2.0/OIDC flows, Passkeys/FIDO2/WebAuthn, MFA patterns, and secure session management. Use when implementing login systems...

GitHub

agentic-layer-audit

melodic-software

Audit codebase for agentic layer coverage and identify gaps. Use when assessing agentic layer maturity, identifying investment opportunities, or evaluating primitive coverage.

GitHub

design-interview-methodology

melodic-software

4-step framework for system design interviews. Use when preparing for technical interviews, practicing whiteboard design, or structuring architectural discussions. Covers requirements gathering, high-level desi...

GitHub

jtbd-analysis

melodic-software

Jobs to Be Done (JTBD) framework by Clayton Christensen. Analyzes requirements through the lens of what 'job' customers hire products to do. Covers functional, emotional, and social jobs. Use when understanding...

GitHub

system-diagnostics

melodic-software

Comprehensive Windows 11 system diagnostics via PowerShell. Diagnoses crashes, freezes, reboots, BSOD, disk health, memory issues, hardware errors, and performance problems. Use when troubleshooting Windows sta...

GitHub

toml-command-builder

melodic-software

Guide for building Gemini CLI TOML custom commands. Covers syntax, templates, argument handling, shell injection, and file injection. Use when creating Gemini TOML commands, adding {{args}} argument handling, i...

GitHub

test-case-design

melodic-software

Apply systematic test case design techniques including equivalence partitioning, boundary value analysis, decision tables, and state transition testing.

GitHub

image-optimization

melodic-software

Use when implementing responsive images, format conversion, focal point cropping, or image processing pipelines. Covers srcset generation, WebP/AVIF conversion, lazy loading, and image transformation APIs for h...

GitHub

page-structure-design

melodic-software

Use when designing page hierarchies, page templates, layout zones, or sitemap structures. Covers page sets, template inheritance, component zones, and page tree APIs for headless CMS architectures.

GitHub

context-hierarchy-design

melodic-software

Design memory hierarchy with progressive loading for optimal context management. Use when organizing CLAUDE.md imports, implementing just-in-time context loading, or designing priming hierarchies for agents.

GitHub

content-relationships

melodic-software

Use when designing references between content items, content picker fields, many-to-many relationships, or bidirectional links. Covers relationship types, reference integrity, eager/lazy loading, and relationsh...

GitHub

vulnerability-management

melodic-software

Vulnerability lifecycle management including CVE tracking, CVSS scoring, risk prioritization, remediation workflows, and coordinated disclosure practices

GitHub

adw-design

melodic-software

Guide creation of AI Developer Workflows (ADWs) that combine deterministic orchestration code with non-deterministic agents. Use when building automated development pipelines, designing AFK agent systems, or im...

GitHub

leverage-point-audit

melodic-software

Audit a codebase for the 12 leverage points of agentic coding. Identifies gaps and provides prioritized recommendations. Use when improving agentic coding capability, analyzing why agents fail, or optimizing a...

GitHub

contract-first-design

melodic-software

Design and manage API contracts before implementation using OpenAPI and AsyncAPI specifications for contract-first development

GitHub

task-based-multiagent

melodic-software

Set up task-based multi-agent systems with shared task files. Use when setting up parallel agent execution, designing worktree isolation patterns, or implementing task file coordination.

The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.

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