全部能力

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Generates professional animated CLI demos as GIFs using VHS terminal recordings. Handles tape file creation, self-bootstrapping demos with hidden setup, output…

QLTY During Development

Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

Store and transform images with Cloudflare Images API and transformations. Use when: uploading images, implementing direct creator uploads, creating variants, generating signed URLs, optimizing formats (WebP/AVIF), transforming via Workers, or debugging CORS, multipart, AVIF limits, metadata stripping, cache issues, or error codes 9401-9413.

Prisma ORM for TypeScript - Type-safe database toolkit with schema-first development, auto-generated client, migrations, relations, and Prisma Studio

Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear,…

Release preparation workflow - security audit → E2E tests → review → changelog → docs

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic…

Show users how Continuous Claude works - the opinionated setup with hooks, memory, and coordination

Index at Creation Time

Debug Docker containers and containerized applications. Diagnose deployment issues, container lifecycle problems, and resource constraints.

Minimal terminal spinner library for Rust with preset collection and no-std support

Build MCP servers on Cloudflare Workers - the only platform with official remote MCP support. TypeScript-based with OAuth, Durable Objects, and WebSocket hibernation. Prevents 24 documented errors. Use when: deploying remote MCP servers, implementing OAuth, or troubleshooting URL path mismatches, McpAgent exports, CORS issues, IoContext timeouts.

Check reference SDK implementations using btca ask

Sanity CMS development guidelines for schema creation, GROQ queries, TypeScript integration, and project organization

Convert abstract edge concepts into strategy draft variants and optional exportable ticket YAMLs for edge-candidate-agent export/validation.

Use quien for interactive TUI and CLI/JSON domain, IP, DNS, mail, SSL/TLS, and tech stack lookups

Guidelines for Blazor development including component lifecycle, state management, and performance optimization

Async REPL Protocol