Fly.io Deployment Helper is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (20,335+ GitHub stars).
Find cheaper flight routes using hidden-city arbitrage and hub transfer combinations. Activates when users search for flights, find cheap flights, compare routes, or look for…
Use when asked to run "fly ssh console", SSH into Fly.io machines, inspect files on production machines, check processes on Fly.io, or examine deployed machine state.
Configure CI/CD pipelines for Fly.io with GitHub Actions, Docker builds, deploy tokens, and automated deployment workflows.
Diagnose and fix common Fly.io errors including deployment failures, health check failures, machine issues, and networking problems.
Execute Fly.io secondary workflow: Postgres clusters, persistent volumes, and private networking. Use when adding databases, persistent storage, or internal service communication.
Collect Fly.io debug evidence for support tickets including machine status, logs, health checks, volume state, and networking diagnostics.
Deploy the innozverse API to Fly.io, manage deployments, check status, view logs, and troubleshoot deployment issues.
Advanced Fly.io deployment strategies including blue-green deployments, canary releases, multi-region rollouts, and Machines API orchestration.
Deploy your first app to Fly.io with flyctl launch and the Machines API. Use when starting a new Fly.io project, deploying a container globally, or testing edge compute…
Install flyctl CLI and configure Fly.io authentication with API tokens. Use when setting up a new Fly.io project, configuring deploy tokens, or initializing the Machines API for…
Configure Fly.io local development with Docker, proxy, and SSH console. Use when setting up local dev against Fly services, testing Dockerfiles, or establishing a fast iteration…
Execute Fly.io production deployment checklist with health checks, auto-scaling, monitoring, and rollback procedures.
Handle Fly.io Machines API rate limits with backoff, concurrency control, and request batching for machine management operations.
Implement Fly.io reference architecture with multi-region apps, Postgres, Redis, background workers, and private networking.
Migrate between Fly.io platform versions including Apps v1 to v2 (Machines), flyctl upgrades, and Postgres major version upgrades.
Implement Fly.io machine events, health check monitoring, and log-based event processing for deployment automation and alerting.
Analyze a captured FlyDSL kernel bundle with flyprof: read the roofline/occupancy (counters), tile advice, stall/bubble taxonomy (bubbles), and the ISA<->Python mapping (map).
Setup backend project with Flyway SQL migrations, tini init system, and MySQL integration testing. Modifies existing Dockerfile from backend-docker skill.
Analyze and consolidate Flyway SQL migrations into clean, domain-grouped CREATE TABLE migrations for pre-production projects.
Flyway database migrations - use for schema changes, data migrations, version management, and PostgreSQL DDL
Implements keyboard, directional, and scene-level focus behavior across SwiftUI and UIKit. Use when managing @FocusState, defaultFocus, focused values, focusable interactions,…
Tenzir Python coding standards and tooling setup. Use when writing python code, running ruff/mypy/pytest, encountering pyproject.toml/uv.lock, or setting up a new Python project.
Automate financial reporting workflows that complement Fondo with CI/CD pipelines for expense tracking, budget alerts, and financial data validation.
Collect diagnostic information for Fondo support including integration status, transaction discrepancies, and financial data reconciliation issues.
Deploy financial dashboards and reporting tools that consume Fondo data to Vercel, Fly.io, or internal infrastructure.
Manage rate limits for Fondo-connected services including Gusto API, QuickBooks API, Plaid, and Stripe when building parallel integrations.
Reference architecture for startup financial operations using Fondo as the bookkeeping backbone with complementary tools for banking, payroll, and reporting.
fonttools is a comprehensive Python library for manipulating font files, including TrueType, OpenType, WOFF, and WOFF2 formats.
Comprehensive figure system for food & nutrition manuscripts: analyzes the user's data, recommends the best figure(s) to make, then produces submission-grade graphics in Python or…
Toggle force-LCI mode to block standard search tools and require LCI. 強制啟用LCI模式，封鎖Grep/Glob。 Use when: forcing all searches through LCI, benchmarking LCI, disabling force mode.
Use when planning architecture refactoring, understanding cross-module dependencies, discovering hidden dependencies, finding shotgun surgery patterns, or identifying files that…
Use when monitoring code quality over time, measuring refactoring impact, tracking if complexity is improving or worsening, or validating technical debt work - tracks complexity…
Expert in data forensics, anomaly detection, audit trail analysis, fraud detection, and breach investigation
Use when team reorganization planning, identifying coordination inefficiencies, validating Conway's Law, assessing team-architecture fit, or planning service splits - analyzes…
Use when planning refactoring sprints, prioritizing technical debt backlog, justifying refactoring investment to executives, or creating data-driven roadmaps - calculates return…
Deep forensic debugging that never stops until root cause is found or visibility limit is proven. Use when user wants to understand exactly why something is broken, not work…
Use when investigating test suite issues, reducing CI/CD time, identifying brittle tests, finding test duplication, or analyzing test maintenance burden - reveals test code…
Forest Admin integration. Manage data, records, and automate workflows. Use when the user wants to interact with Forest Admin data.
Use when a task needs the judgment of a Forest and Conservation Technician — running a prism (BAF) timber cruise plot and resolving borderline tree calls, relocating and…
Use when a task needs the judgment of a Forest and Conservation Worker — planning or executing a seedling-planting contract, diagnosing a failed reforestation stocking survey,…
Use when a task needs the judgment of a Forest Fire Inspector/Prevention Specialist — setting or interpreting an industrial fire precaution level for logging/timber operations,…
Analyze data with `forest-plot-styler` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
Analyse the current project and generate project-customised forge-kit agents, skills, and commands tailored to its stack, domain, and architecture.
Create or update an Architecture Decision Record for a durable technical decision. Use when the user asks to record a decision, alternatives matter, reversal is costly, or future…
Analyze vague user ideas and recommend architecture based on actual needs, not predefined categories.
REST and RPC discipline for backend APIs. Resource naming, canonical error shape, cursor pagination implementation, idempotency keys, status code decision logic, versioning.
Guides building, deploying, troubleshooting, and installing Atlassian Forge apps — custom extensions built with the Forge CLI (forge create, forge deploy, forge install).
Add alpha blending, alpha testing, or additive blending to an SDL GPU project. Configure blend state, sort transparent objects, and set up clip/discard for cutout transparency.
Reviewing pull requests well. What to look at first, what to skip, severity prefixes, when to block vs approve, frame feedback as questions, never rewrite-as-review, reviewing…
Optimizes Atlassian Forge apps to reduce platform consumption and avoid unnecessary costs using Atlassian's "Optimise Forge platform costs" guidance.
Production-grade Dockerfiles. Multi-stage builds, non-root execution, deterministic dependencies, sub-200MB final image, signal-handling exec-form CMD, build-time secret mounts,…
Next.js 16 with React Server Components and Tailwind 4. Server-first by default, streaming with Suspense, server actions over API routes, app router conventions, async page…
GraphQL schema design. Nullable defaults, connections (cursor pagination via Relay spec), errors as data not throws, DataLoader for N+1, persisted queries for caching, schema…
Build production-grade infrastructure as code for a service or project. Use when asked to "set up infra", "provision infrastructure", "create cloud resources", "IaC for this…
Production-grade Kubernetes manifests. Pinned images, resource requests + memory limits (no CPU limits), securityContext (non-root, read-only root, drop all caps, RuntimeDefault…
Safe Postgres and MySQL migrations. Lock-free patterns, batched backfills, the NOT VALID + VALIDATE dance, reversibility, zero-downtime deploys, separating index DDL from…
When to spawn subagents vs do work inline. Patterns - fan-out, sequential, orchestrator/worker, judge/critic, retry-with-fallback, pipeline.
Prompt design for LLM-powered applications. System prompts, structured outputs, tool descriptions, few-shot examples, anti-injection defenses, output validation, versioning,…
Rate-limiting discipline for HTTP and queue handlers. Token bucket as the default, sliding window for per-second precision, fixed window only for low-volume.