rand/cc-polymath

Comprehensive toolkit for detecting and eliminating "AI slop" - generic, low-quality AI-generated patterns in natural language, code, and design. Use when reviewing or improving content quality, preventing generic AI patterns, cleaning up existing content, or enforcing quality standards in writing, code, or design work.

Automatically discover agentic workflow skills when building AI agents, implementing tool use patterns, managing context windows, decomposing complex tasks, or designing multi-step autonomous workflows. Activates for agentic AI development.

Automatically discover API design skills when working with REST APIs, GraphQL schemas, API authentication, OAuth, JWT, rate limiting, API versioning, error handling, or endpoint design. Activates for backend API development tasks.

Automatically discover build system skills when working with Make, CMake, Bazel, Gradle, Maven, Cargo, Meson, build automation, or compilation. Activates for build-systems development tasks.

Automatically discover caching and performance skills when working with Redis, Memcached, CDN, cache invalidation, HTTP caching, distributed caching, or cache patterns. Activates for caching development tasks.

Automatically discover CI/CD and automation skills when working with GitHub Actions, Jenkins, GitLab CI, pipelines, continuous integration, continuous deployment, or automated testing. Activates for CI/CD development tasks.

Automatically discover cloud computing and serverless skills when working with cloud. Activates for cloud development tasks.

Automatically discover collaboration and teamwork skills when working with code review, pair programming, GitHub, pull requests, team workflows, or documentation. Activates for collaboration development tasks.

Automatically discover container skills when working with Docker, Dockerfile optimization, docker-compose, container networking, container security, container registries, or Kubernetes. Activates for containerization and orchestration tasks.

Automatically discover cryptography skills when working with encryption, TLS, certificates, PKI, and security

Automatically discover data pipeline and ETL skills when working with ETL, data pipelines, streaming, batch processing, data validation, or pipeline orchestration. Activates for data development tasks.

Automatically discover database skills when working with SQL, PostgreSQL, MongoDB, Redis, database schema design, query optimization, migrations, connection pooling, ORMs, or database selection. Activates for database design, optimization, and implementation tasks.

Automatically discover debugging and profiling skills when working with GDB, LLDB, breakpoints, profiling, stack traces, memory leaks, core dumps, or performance profiling. Activates for debugging development tasks.

Automatically discover deployment and release skills when working with Netlify, Heroku, blue-green, canary, rolling deployment, or platform deployment. Activates for deployment development tasks.

Automatically discover diagram and visualization skills when working with flowcharts, sequence diagrams, architecture diagrams, ER diagrams, Gantt charts, mindmaps, or any visual documentation using Mermaid.js. Activates for documentation and visualization tasks.

Automatically discover distributed systems skills when working with consensus, CRDTs, replication, partitioning, and distributed algorithms

Automatically discover eBPF and kernel skills when working with eBPF, kernel tracing, XDP, kprobes, BPF, Linux kernel, or network filtering. Activates for eBPF development tasks.

Automatically discover software engineering practice skills when working with code review, documentation, pair programming, production debugging, performance profiling, deployment strategies, or software engineering practices. Activates for engineering development tasks.

Automatically discover formal methods and verification skills when working with formal verification, Z3, SAT, SMT, Lean, theorem proving, model checking, or constraint solving. Activates for formal methods development tasks.

Automatically discover frontend development skills when working with React, Next.js, UI components, state management, data fetching, forms, accessibility, performance optimization, or SEO. Activates for frontend web development tasks.

Automatically discover infrastructure and DevOps skills when working with Terraform, IaC, infrastructure as code, cloud platforms, Cloudflare Workers, or cost optimization. Activates for infrastructure development tasks.

Automatically discover intermediate representation and compiler skills when working with LLVM IR, SSA, compiler optimization, intermediate representation, code generation, or optimization passes. Activates for IR development tasks.

Automatically discover mathematics and algorithm skills when working with linear algebra, calculus, optimization, statistics, probability, numerical methods, category theory, or topology. Activates for math development tasks.

Automatically discover MCP (Model Context Protocol) skills when building MCP servers, designing tools, implementing resources/prompts, or testing MCP integrations. Activates for MCP server development tasks.

Automatically discover machine learning and AI skills when working with machine learning, PyTorch, training, inference, RAG, embeddings, fine-tuning, LLM, DSPy, HuggingFace, or diffusion models. Activates for ML development tasks.

Automatically discover mobile development skills when working with iOS, Android, Swift, SwiftUI, React Native, mobile development, SwiftData, or app development. Activates for mobile development tasks.

Automatically discover Modal platform skills when working with Modal, serverless GPU, cloud functions, Modal.com, GPU workloads, web endpoints, or scheduled jobs. Activates for Modal development tasks.

Automatically discover networking and connectivity skills when working with TCP, UDP, DNS, mTLS, NAT traversal, SSH, Mosh, Tailscale, or network resilience. Activates for networking development tasks.

Automatically discover observability and monitoring skills when working with Prometheus, Grafana, distributed tracing, structured logging, metrics, alerting, dashboards, or monitoring. Activates for observability development tasks.

Automatically discover programming language theory skills when working with compilers, parsers, type systems, interpreters, grammars, language design, type theory, or abstract syntax tree. Activates for PLT development tasks.

Automatically discover product management skills when working with product management, roadmap, user stories, prioritization, metrics, or product strategy. Activates for product development tasks.

Automatically discover protocol skills when working with HTTP, TCP, UDP, QUIC, and network protocols

Automatically discover proxy skills when working with forward/reverse proxies, nginx, traefik, envoy, caching, or NATS messaging

Automatically discover realtime communication skills when working with WebSocket, Server-Sent Events, SSE, pub/sub, real-time communication, or live updates. Activates for realtime development tasks.

Automatically discover research methodology skills when working with research methodology, literature review, systematic review, evidence synthesis, academic research, or experimental design. Activates for research tasks.

Automatically discover security skills when working with authentication, authorization, input validation, security headers, vulnerability assessment, or secrets management. Activates for application security, OWASP, and security hardening tasks.

Automatically discover testing skills when working with unit testing, integration testing, e2e testing, TDD, test coverage, mocking, pytest, Jest, or test automation. Activates for testing development tasks.

Automatically discover terminal UI skills when working with terminal UI, Ratatui, Bubbletea, ncurses, TUI, terminal rendering, or command-line interface. Activates for TUI development tasks.

Automatically discover WebAssembly skills when working with WebAssembly, WASM, WASI, wasm-bindgen, Rust to WASM, wasm-pack, or browser runtime. Activates for WASM development tasks.

Automatically discover workflow and task management skills when working with task management, Beads, workflow automation, multi-session patterns, or project tracking. Activates for workflow development tasks.

Automatically discover Zig programming skills when working with Zig, comptime, allocators, build.zig, safety, C interop, memory management, or systems programming. Activates for Zig development tasks.

Create world-class, accessible, responsive interfaces with sophisticated interactive elements including chat, terminals, code display, and streaming content. Use when building user interfaces that need professional polish and developer-focused features.