manutej

Shell script testing expertise using bash test framework patterns from unix-goto, covering test structure (arrange-act-assert), 4 test categories, ass...

Comprehensive Alembic database migration management for customer support systems

Comprehensive Angular framework development covering components, directives, services, dependency injection, routing, and reactive programming based o...

Complete guide for Apache Airflow orchestration including DAGs, operators, sensors, XComs, task dependencies, dynamic workflows, and production deploy...

Complete guide for Apache Spark data processing including RDDs, DataFrames, Spark SQL, streaming, MLlib, and production deployment

Comprehensive API gateway patterns skill covering Kong, routing, rate limiting, authentication, load balancing, traffic management, and production gat...

Complete guide for asyncio concurrency patterns including event loops, coroutines, tasks, futures, async context managers, and performance optimizatio...

Comprehensive guide to AWS cloud architecture covering compute, storage, databases, networking, security, serverless, and cost optimization with produ...

Comprehensive AWS cloud services skill covering S3, Lambda, DynamoDB, EC2, RDS, IAM, CloudFormation, and enterprise cloud architecture patterns with A...

Complete guide for Axum web framework including routing, extractors, middleware, state management, error handling, and production deployment

Comprehensive CI/CD pipeline patterns skill covering GitHub Actions, workflows, automation, testing, deployment strategies, and release management for...

Expert integration patterns for Claude API and TypeScript SDK covering Messages API, streaming responses, tool use, error handling, token optimization...

Comprehensive guide for database management patterns covering PostgreSQL and MongoDB including schema design, indexing, transactions, replication, and...

Complete guide for dbt data transformation including models, tests, documentation, incremental builds, macros, packages, and production workflows

Container orchestration with Docker Compose for multi-container applications, networking, volumes, and production deployment

Complete guide for enterprise architecture patterns including domain-driven design, event sourcing, CQRS, saga patterns, API gateway, service mesh, an...

Complete guide for building scalable microservices with Express.js including middleware patterns, routing strategies, error handling, production archi...

Comprehensive Express.js development skill covering routing, middleware, request/response handling, error handling, and building production-ready REST...

Comprehensive FastAPI skill for building modern Python web APIs with focus on customer support systems, ticket management, real-time chat, and backend...

Comprehensive FastAPI skill for building modern Python web APIs with focus on customer support systems, ticket management, real-time chat, and backend...

Modern Python API development with FastAPI covering async patterns, Pydantic validation, dependency injection, and production deployment

Comprehensive guide for building production-ready microservices with FastAPI including REST API patterns, async operations, dependency injection, and ...

Figma workflows, components, auto layout, constraints, prototyping, design systems, and plugin development based on Figma Plugin API documentation

Component architecture, design patterns, state management strategies, module systems, build tools, and scalable application structure

Complete guide for Go backend development including concurrency patterns, web servers, database integration, microservices, and production deployment

Comprehensive guide for building GraphQL APIs including schema design, queries, mutations, subscriptions, resolvers, type system, error handling, auth...

Comprehensive gRPC microservices skill covering protobuf schemas, service definitions, streaming patterns, interceptors, load balancing, and productio...

Complete guide for Hasura GraphQL Engine including instant GraphQL APIs, permissions, authentication, event triggers, actions, and production deployme...

Core JavaScript language features, patterns, and best practices including ES6+ syntax, async/await, closures, prototypes, and modern development patte...

Comprehensive React component testing with Jest and React Testing Library covering configuration, mocking strategies, async testing patterns, hooks te...

Complete guide for Apache Kafka stream processing including producers, consumers, Kafka Streams, connectors, schema registry, and production deploymen...

Comprehensive guide to Kubernetes container orchestration, covering workloads, networking, storage, security, and production operations

Comprehensive guide for building production-grade LLM applications using LangChain's chains, agents, memory systems, RAG patterns, and advanced orches...

Accelerate software development with Linear project management and MCP server integration. Master issue tracking, project workflows, and development a...

Comprehensive microservices patterns skill covering service mesh, traffic management, circuit breakers, resilience patterns, Istio, and production mic...

Comprehensive MLOps workflows for the complete ML lifecycle - experiment tracking, model registry, deployment patterns, monitoring, A/B testing, and p...

Mobile UX patterns, touch interactions, gesture design, mobile-first principles, app navigation, and mobile performance

Comprehensive Next.js development skill covering App Router, Server Components, data fetching, routing patterns, API routes, middleware, and full-stac...

Comprehensive Node.js development skill covering event loop, async patterns, streams, file system, HTTP servers, process management, and modern Node.j...

Comprehensive OAuth2 authentication skill covering authorization flows, token management, PKCE, OpenID Connect, and security best practices for modern...

Comprehensive observability and monitoring skill covering Prometheus, Grafana, metrics collection, alerting, exporters, PromQL, and production monitor...

Expert data analysis and manipulation for customer support operations using pandas

Performance benchmarking expertise for shell tools, covering benchmark design, statistical analysis (min/max/mean/median/stddev), performance targets ...

Browser automation, visual testing, and screenshot validation using Playwright MCP server for accelerated web development. Master visual regression te...

Comprehensive PostgreSQL database administration skill for customer support tech enablement, covering database design, optimization, performance tunin...

Comprehensive PostgreSQL database administration skill for customer support tech enablement, covering database design, optimization, performance tunin...

Comprehensive PostgreSQL database engineering skill covering indexing strategies, query optimization, performance tuning, partitioning, replication, b...

Comprehensive Pydantic data validation skill for customer support tech enablement - covering BaseModel, Field validation, custom validators, FastAPI i...

Advanced Python unit testing framework for customer support tech enablement, covering FastAPI, SQLAlchemy, PostgreSQL, async operations, mocking, fixt...

Python testing with pytest covering fixtures, parametrization, mocking, and test organization for reliable test suites

Comprehensive React development with hooks, components, state management, context, effects, and performance optimization based on official React docum...

Modern React development with hooks, component patterns, state management, and performance optimization for building scalable applications

Comprehensive guide for Redis state management including caching strategies, session management, pub/sub patterns, distributed locks, and data structu...

Mobile-first responsive design covering fluid layouts, media queries, flexbox, grid, viewport units, and responsive images

Comprehensive guide for designing RESTful APIs including resource modeling, versioning strategies, HATEOAS, pagination, filtering, and HTTP best pract...

Complete guide for Rust systems programming including ownership, borrowing, concurrency, async programming, unsafe code, and performance optimization

Comprehensive Spring Boot development skill covering auto-configuration, dependency injection, REST APIs, Spring Data, security, and enterprise Java a...

Comprehensive SQLAlchemy skill for customer support tech enablement, covering ORM patterns, session management, query optimization, async operations, ...

Comprehensive SQLAlchemy skill for customer support tech enablement, covering ORM patterns, session management, query optimization, async operations, ...

Comprehensive Svelte development skill covering reactivity runes, components, stores, lifecycle, transitions, and modern Svelte 5 patterns

Utility-first CSS framework for rapid UI development with responsive design, component patterns, and production optimization. Master core utilities, d...

Comprehensive Terraform infrastructure-as-code skill covering providers, resources, modules, state management, and enterprise patterns for multi-cloud...

Comprehensive Terraform Infrastructure as Code skill covering resources, modules, state management, workspaces, providers, and advanced patterns for c...

Common interface patterns, navigation patterns, form patterns, data display patterns, feedback patterns, and accessibility considerations

Expert guidance for unix-goto shell navigation tool development, including architecture, 9-step feature workflow, testing (100% coverage), performance...

User research, usability heuristics, user psychology, accessibility, inclusive design, user testing, and UX metrics

Comprehensive guide for managing vector databases including Pinecone, Weaviate, and Chroma for semantic search, RAG systems, and similarity-based appl...

Comprehensive Vue.js development skill covering Composition API, reactivity system, components, directives, and modern Vue 3 patterns based on officia...

Low/high fidelity wireframes, user flows, information architecture, prototyping techniques, and design iteration processes

Expert-level category theory knowledge for rigorous mathematical reasoning. Use when working with categorical structures, functors, natural transforma...

Category theory for compositional computing with string diagrams, quantum circuits, and QNLP. Covers monoidal categories, functors, tensor evaluation,...

Systematic analysis patterns for categorical AI papers (Gavranović, de Wynter, Bradley, Zhang). Use when analyzing academic papers on categorical deep...

"Composable atomic blocks for categorical meta-prompting. Defines 16 reusable blocks across 4 layers (Assessment, Transformation, Refinement, Composit...

Full categorical framework for meta-prompting with verified laws. Use when implementing functor-based task routing, monadic iterative refinement, como...

Property-based testing for functor laws, monad laws, and naturality conditions using fp-ts and fast-check. Use when validating categorical implementat...

"Universal template for implementing categorical structures in meta-prompting frameworks. Applies to functors, monads, comonads, natural transformatio...

"CC2.0 seven-function research workflow (observe, reason, create, orchestrate, learn, verify, deploy) for categorical AI research. Use when conducting...

DisCoPy categorical quantum NLP for string diagrams, monoidal categories, and compositional semantics in Python. Use when implementing compositional d...

DSPy compositional prompt optimization with categorical signatures, module chaining, and automated prompt tuning. Use when building declarative LLM pr...

"Dynamic prompt registry with unified categorical syntax. Supports @skills:discover(), @skills:compose(A⊗B), Reader monad for runtime lookup, and qual...

"@effect/ai integration patterns for categorical AI composition, typed error handling, and production prompt pipelines. Use when building AI applicati...

Guidance library grammar-constrained generation with categorical structure. Use when implementing structured LLM outputs with grammar constraints, bui...

Hasktorch type-safe tensor operations with categorical structure preservation. Use when implementing type-safe deep learning in Haskell, leveraging de...

LangGraph stateful multi-agent graphs with categorical coordination patterns and cyclic workflows. Use when building stateful AI agent systems, implem...

LLM4S Scala functional LLM interfaces with Effect system integration. Use when building LLM applications in Scala with ZIO or Cats Effect, implementin...

LMQL constraint-guided generation DSL for type-safe prompting with grammar constraints and logical conditions. Use when building structured LLM output...

MCP (Model Context Protocol) server patterns with categorical tool composition and typed context protocols. Use when building MCP servers with categor...

"Master reference for categorical meta-prompting unified syntax. Contains all modifiers, operators, composition patterns, and execution protocols. Use...

Spivak-Niu polynomial functor implementations for learner composition and dynamical systems. Use when modeling learning systems as categorical structu...

Systematic prompt evaluation framework with MATH, GSM8K, and Game of 24 benchmarks. Use when evaluating prompt effectiveness on standard benchmarks, c...

Domain-specific language for categorical prompt composition with functor combinators and natural transformation operators. Use when building composabl...

"[0,1]-enriched category implementation for gradient-based prompt quality optimization. Use when implementing quality-aware prompt systems, building e...

"Recursive Meta-Prompting (RMP) implementation with unified categorical syntax. Supports @mode:iterative, @quality: thresholds, >=> Kleisli compositio...

VoltAgent multi-agent system design with natural transformation coordination between agents. Use when building TypeScript multi-agent AI systems, impl...

Master the fp-ts library for typed functional programming in TypeScript, including Option, Either, Task, TaskEither, Reader, State, IO, Array, Record,...

Master functional programming principles and patterns including purity, immutability, composition, higher-order functions, algebraic data types, funct...

Expert guidance for researching, documenting, and integrating Model Context Protocol (MCP) servers and tools. Covers MCP architecture, server/client i...

Expert MCP (Model Context Protocol) orchestration with n8n workflow automation. Master bidirectional MCP integration, expose n8n workflows as AI agent...

Comprehensive Supabase integration covering authentication, database operations, realtime subscriptions, storage, and MCP server patterns for building...

Master functional programming in TypeScript with type-safe patterns, strict typing, advanced type system features, discriminated unions, mapped types,...

Comprehensive Elm functional programming for web development including The Elm Architecture, type system, JavaScript interop, and production-ready pat...

Comprehensive F* proof-oriented programming for formal verification including dependent types, refinement types, effect system, SMT solver integration...

Master the Purify library for practical functional programming in TypeScript with algebraic data types (Maybe, Either, EitherAsync, MaybeAsync), compo...

Comprehensive F* proof-oriented programming for formal verification including dependent types, refinement types, effect system, SMT solver integration...