agent-orchestration-planner
Designs multi-step agent workflows with tool usage, retry logic, state management, and budget controls. Provides orchestration diagrams, tool execution order, fallback strategies, and cost limits. Use for "AI agents", "agentic workflows", "multi-step AI", or "autonomous systems".
ai-agent-orchestrator
Orchestrates multi-agent AI systems with task delegation, agent communication, shared memory, and workflow coordination. Use when users request "multi-agent system", "agent orchestration", "AI agents", "agent coordination", or "autonomous agents".
evaluation-harness
Builds repeatable evaluation systems with golden datasets, scoring rubrics, pass/fail thresholds, and regression reports. Use for "LLM evaluation", "testing AI systems", "quality assurance", or "model benchmarking".
cost-latency-optimizer
Reduces LLM costs and improves response times through caching, model selection, batching, and prompt optimization. Provides cost breakdowns, latency hotspots, and configuration recommendations. Use for "cost reduction", "performance optimization", "latency improvement", or "efficiency".
doc-to-vector-dataset-generator
Converts documents into clean, chunked datasets suitable for embeddings and vector search. Produces chunked JSONL files with metadata, deduplication logic, and quality checks. Use when preparing "training data", "vector datasets", "document processing", or "embedding data".
embedding-pipeline-builder
Builds document embedding pipelines with text chunking, embedding generation, indexing, and retrieval optimization. Use when users request "embedding pipeline", "document indexing", "text chunking", "RAG preprocessing", or "semantic indexing".
caching-strategy-optimizer
Optimizes CI/CD pipeline speed by implementing effective caching for dependencies, Docker layers, build outputs, and test results. Provides before/after performance metrics and best practices. Use for "CI caching", "pipeline optimization", "build speed", or "cache strategy".
dockerfile-optimizer
Optimizes Dockerfiles for smaller images, faster builds, better caching, and security hardening using multi-stage builds and best practices. Use when users request "optimize Dockerfile", "reduce Docker image size", "Docker best practices", or "containerize application".
tech-debt-prioritizer
Scores and prioritizes technical debt by impact, risk, and effort. Provides ranked backlog with ROI analysis and quarterly paydown recommendations. Use for "tech debt", "technical debt management", "code quality", or "refactoring priorities".
rate-limiting-abuse-protection
Implements rate limiting and abuse prevention with per-route policies, IP/user-based limits, sliding windows, safe error responses, and observability. Use when adding "rate limiting", "API protection", "abuse prevention", or "DDoS protection".
release-automation-builder
Automates releases and package publishing with changesets or semantic-release. Handles versioning, changelog generation, git tags, and release notes. Use for "release automation", "semantic versioning", "package publishing", or "changelog generation".
rollback-workflow-builder
Creates safe rollback procedures for deployments with automated workflows, rollback runbooks, version management, and incident response. Use for "rollback automation", "deployment recovery", "incident response", or "production rollback".
prompt-regression-tester
Compares old vs new prompts across test cases with diff summaries, stability metrics, breakage analysis, and fix suggestions. Use for "prompt testing", "A/B testing prompts", "prompt versioning", or "quality regression".
event-driven-architect
Designs event-driven architectures with event sourcing, CQRS, pub/sub patterns, and domain events for decoupled systems. Use when users request "event sourcing", "CQRS", "domain events", "pub/sub", or "event-driven".
graphql-schema-designer
Designs GraphQL schemas with types, queries, mutations, subscriptions, resolvers, and DataLoader patterns for efficient data fetching. Use when users request "GraphQL API", "schema design", "GraphQL setup", "resolvers", or "Apollo Server".
websocket-realtime-builder
Implements real-time features using WebSockets with Socket.io, rooms, authentication, and reconnection handling. Use when users request "real-time updates", "WebSocket", "Socket.io", "live chat", or "push notifications".
artifact-sbom-publisher
Produces build artifacts with Software Bill of Materials (SBOM) and supply chain metadata for security and compliance. Use for "artifact publishing", "SBOM generation", "supply chain security", or "build provenance".
deployment-checklist-generator
Creates comprehensive deployment checklists with pre-deployment checks, smoke tests, verification steps, and sign-off workflows. Use for "deployment checklist", "release verification", "deployment runbook", or "production readiness".
error-handling-standardizer
Creates consistent error handling with custom error classes, HTTP status mapping, structured logging, safe client messages, and error taxonomy. Use when standardizing "error handling", "logging", "error responses", or "exception management".
queue-job-processor
Implements background job processing with BullMQ/Redis including job queues, workers, scheduling, retries, and monitoring. Use when users request "background jobs", "queue processing", "async tasks", "BullMQ", or "job scheduler".
rag-pipeline-builder
Designs retrieval-augmented generation pipelines for document-based AI assistants. Includes chunking strategies, metadata schemas, retrieval algorithms, reranking, and evaluation plans. Use when building "RAG systems", "document search", "semantic search", or "knowledge bases".
kubernetes-manifest-generator
Generates Kubernetes manifests including Deployments, Services, ConfigMaps, Secrets, Ingress, and HPA with best practices. Use when users request "Kubernetes setup", "K8s manifests", "deploy to Kubernetes", "container orchestration", or "K8s configuration".
prompt-template-builder
Creates reusable prompt templates with strict output contracts, style rules, few-shot examples, and do/don't guidelines. Provides system/user prompt files, variable placeholders, output formatting instructions, and quality criteria. Use when building "prompt templates", "LLM prompts", "AI system prompts", or "prompt engineering".
webhook-receiver-hardener
Secures webhook receivers with signature verification, retry handling, deduplication, idempotency keys, and error responses. Provides verification code, dedupe storage strategy, runbook for incidents. Use when implementing "webhooks", "webhook security", "event receivers", or "third-party integrations".
guardrails-safety-filter-builder
Implements content safety filters with PII redaction, policy constraints, prompt injection detection, and safe refusal templates. Use when adding "content moderation", "safety filters", "PII protection", or "guardrails".
langchain-workflow-builder
Builds LLM applications with LangChain including chains, agents, memory, tools, and RAG pipelines. Use when users request "LangChain setup", "LLM chain", "AI workflow", "conversational AI", or "RAG pipeline".
service-layer-extractor
Refactors route handlers into service layer with clean boundaries, dependency injection, testability, and separation of concerns. Provides service interfaces, folder structure, testing strategy, and migration plan. Use when refactoring "fat controllers", "business logic", "service layer", or "architecture cleanup".
rest-to-graphql-migrator
Migrates REST APIs to GraphQL incrementally with schema stitching, REST datasources, and gradual endpoint migration. Use when users request "migrate to GraphQL", "REST to GraphQL", "GraphQL wrapper", or "API modernization".
rbac-permissions-builder
Implements role-based access control with permission matrix, route guards, policy functions, and UI permission hints. Provides middleware/guards, helper utilities, test suggestions, and permission checking patterns. Use when building "RBAC", "permissions", "access control", or "authorization".
caching-strategist
Defines caching strategies with cache keys, TTL values, invalidation triggers, consistency patterns, and correctness checklist. Provides code examples for Redis, CDN, and application-level caching. Use when implementing "caching", "performance optimization", "cache strategy", or "Redis caching".
llm-debugger
Diagnoses LLM output failures including hallucinations, constraint violations, format errors, and reasoning issues. Provides root cause classification, prompt fixes, tool improvements, and new test cases. Use for "debugging AI", "fixing prompts", "quality issues", or "output errors".
mcp-server-builder
Builds Model Context Protocol (MCP) servers for Claude with tools, resources, and prompts. Use when users request "create MCP server", "build Claude tool", "MCP integration", or "custom Claude tools".
prep-interview
Prepares a complete interview plan based on the Candidate Profile and company research. Use after receiving an invitation.
update-leads
Updates the list of job leads and prioritizes actions. Use for weekly lead review.
track-application
Manages the application process, tracks statuses, and handles follow-up. Use after sending an application and for updates.
research-company
Conducts deep company research and creates a dossier to support applications. Use before applying, interviewing, or for cultural fit assessment.
market-research
Automates collecting and analyzing job market data and trends. Use for cyclical monitoring of sectors, salaries, and skills demand.
setup-wizard
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analyze-job-post
Analyzes a job offer for fit with the Candidate's profile and recommends an application strategy. Use before considering a new job offer.
create-application
Orchestrates the creation of a full job application package. Triggers whenever the user shares a new job posting, provides a link/URL, pastes a job description or specification, or uses phrases like "apply for this job", "create application package", or "draft application". Generates CV, cover letter, and tracking files using the Candidate Profile.
ai-research
Automates AI briefing preparation and technology research. Use for regular updates on AI trends, tools, and models relevant to the job search.
Advanced RE Analysis
Specialized reverse engineering analysis workflows for binary analysis, pattern recognition, and vulnerability assessment
tomique-linkedin-copywriter
Create engaging LinkedIn posts in Tomáš Vince's personal writing style for Cloud Architecture, IoT, AI automation topics. Supports Slovak and English, converts article URLs or experiences into professional, human-sounding posts with hooks, insights, and CTAs. Use when creating LinkedIn content that sounds authentic, motivational, and thought-leadership oriented.
terraform-docs
Generate user-friendly documentation from Terraform code including module READMEs, architecture diagrams, runbooks, and quick references. Use when working with Terraform files (.tf), documenting infrastructure as code, or creating explanatory guides for Terraform modules and configurations.
meeting-notes-to-action-items
Convert meeting notes, demo sessions, and discussions into actionable tasks with clear owners, priorities, and deadlines. Use when processing any meeting notes, demo feedback, product reviews, or discussions that need to become TODO lists, JIRA tickets, or Trello cards.
tmq-markdown2anything
Convert markdown files to visually appealing PDF, Word, or HTML documents with Slovak diacritics support, professional themes (professional, minimalist, technical, basic), and advanced table formatting. Use when converting markdown documentation to presentation-ready documents, creating professional web pages from markdown, reports from markdown notes, or batch-converting markdown files to styled PDF/DOCX/HTML formats.
changelog-newsletter
Transform technical changelog entries into user-friendly newsletter content for email, blog posts, and release notes. Use when converting CHANGELOG.md files, git commit logs, or release notes into customer-facing communications.
api-docs-generator
Generate comprehensive API documentation from OpenAPI specs, code docstrings, JSDoc/TSDoc comments, and Markdown annotations. Use when creating or updating API documentation in /docs/API.md from various source formats including Swagger, Python docstrings, TypeScript interfaces, or inline comments.
agent-skill-creator
Create and structure Claude Agent Skills from user requirements. Use when the user wants to create a new skill, build a skill template, or structure skill directories with SKILL.md files, templates, and examples.
anchor-suggester
Add anchor comments to code for documentation. Use when creating CLAUDE.md files, documenting patterns, or user says "add anchors", "document this code", "create documentation".
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