ilyasibrahim

ilyasibrahim/claude-agents-coordination

Skill Claude Code

Data quality validation rules, quality metrics, and acceptance criteria for Somali dialect classifier datasets. Covers duplicate detection, language filtering, quality scoring, and validation protocols. Auto-invokes when discussing data quality, validation, cleaning, or quality guardrails for this project.

ilyasibrahim/claude-agents-coordination

Skill Claude Code

ETL workflow patterns, data pipeline architecture, and ingestion strategies for Somali dialect classifier. Covers source integration, transformation logic, staging patterns, and load strategies. Auto-invokes when discussing data pipelines, ETL, ingestion workflows, or data processing architecture.

ilyasibrahim/claude-agents-coordination

Skill Claude Code

WCAG AA accessibility checklist and verification protocols for Somali dialect classifier dashboard. Covers keyboard navigation, screen readers, color contrast, ARIA labels, and accessibility testing procedures.

ilyasibrahim/claude-agents-coordination

Skill Claude Code

Reusable React/JavaScript patterns for Somali dialect classifier dashboard. Covers Chart.js integration, data card components, filter patterns, responsive layouts, and dashboard-specific UI patterns. Auto-invokes when building dashboard components, charts, data visualizations, or dashboard UI.

ilyasibrahim/claude-agents-coordination

Skill Claude Code

Low-resource NLP techniques specific to Somali language processing. Covers data scarcity strategies, cross-lingual transfer, morphological analysis, data augmentation for Somali, semi-supervised learning, and evaluation considerations for low-resource contexts. Auto-invokes when working on Somali NLP, low-resource…

ilyasibrahim/claude-agents-coordination

Skill Claude Code

MLOps best practices for model versioning, experiment tracking, deployment, monitoring, and retraining workflows. Covers reproducibility, CI/CD for ML, model registry, and production ML system design.

ilyasibrahim/claude-agents-coordination

Skill Claude Code

Model evaluation metrics, testing protocols, and performance assessment for Somali dialect classification. Covers accuracy, F1-score, confusion matrix analysis, per-dialect performance, and evaluation best practices for multi-class classification tasks.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

System and pipeline architecture design. Modes - system: components, APIs, ADRs, deployment | pipeline: ETL/ML workflows, orchestration, data flows. Use for technical specifications and architectural decisions.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Backend APIs, database operations, and server-side integrations. Design and implement REST/GraphQL APIs, database schemas, authentication/authorization, external service integrations, and performance optimizations.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Code review, debugging, and QA strategy. Modes - review: security/correctness/performance review | debug: root cause analysis | qa-strategy: test planning and acceptance criteria. Use for PR reviews, bug investigation, and quality planning.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Data collection, analysis, and preprocessing. Modes - collect: scraping, API integration, acquisition | analyze: EDA, statistics, patterns | preprocess: cleaning, transformation, feature engineering. Full data pipeline support.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Complex visualizations, dashboards, and data storytelling. Creates advanced charts (treemaps, network graphs, heatmaps), interactive dashboards, and ensures colorblind-friendly accessibility. Transforms data into actionable visual insights.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Infrastructure and version control. Modes - infra: CI/CD, containers, IaC, monitoring, deployment | git: complex workflows, conflicts, rebasing, branching strategies. Use for deployment automation and Git operations.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Technical documentation. Modes - general: README, model cards, ADRs, guides | webdev: component docs, API docs, integration guides. Creates clear, tested documentation for any audience.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Frontend implementation with focus on performance and UX. Build complex UI components, optimize React/Vue, implement state management, handle responsive design, ensure WCAG AA accessibility.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Low-resource language NLP specialist. Cross-lingual transfer learning, data augmentation for limited data, multilingual model application, dialect handling, and optimization for scarce labeled data. Addresses unique challenges of underrepresented languages.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

ML training, evaluation, and deployment. Modes - train: training scripts, hyperparameter tuning, experiment tracking | evaluate: metrics, error analysis, benchmarks | deploy: serving infrastructure, monitoring, A/B testing. Full MLOps lifecycle support.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Request for Comments - structured design proposals with stakeholder review process. Modes: author (create RFC), review (evaluate RFC), decision (record outcome).

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Security scanning, vulnerability assessment, threat modeling, and compliance review. Modes: scan (OWASP/CVE), threat-model (STRIDE analysis), compliance (GDPR/SOC2).

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Site Reliability Engineering - SLO definition, error budgets, incident response, capacity planning, reliability reviews. Modes: reliability-review, incident, capacity.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

Execute test suites and analyze results. Run unit/integration/e2e tests, identify flaky tests, generate coverage reports, and provide failure analysis. Critical path agent for CI/CD validation.

ilyasibrahim/claude-agents-coordination

Agent Claude Code

UX/UI design and content. Modes - design: design reviews with Playwright, UX strategy, accessibility, design systems | copy: microcopy, error messages, user-facing content, tone/voice. Complete UX coverage.

ilyasibrahim/claude-agents-coordination

Command Claude Code needs its repo

Archive old registry entries and reports (run weekly or when registry > 50 entries).

ilyasibrahim/claude-agents-coordination

Command Claude Code

Quick alias for /commit - Create git commit.