Flux CD GitOps — source controllers, kustomize/helm controllers, image automation, notifications. Use when working with fluxcd gitops.
Complete Fly.io deployment management - deploy, scale, logs, secrets, database, and more
Quick MVP deployment to fly.io for JavaScript (Next.js, RedwoodSDK, Express), Rust (Axum, Rocket), Python (FastAPI), and generic Dockerfiles.
Use when deploying to Fly.io - covers single volume limitation, monorepo deployment, Dockerfile patterns for Next.js/Python, and common troubleshooting
Deploys applications globally on Fly.io edge infrastructure with Firecracker VMs, multi-region deployment, and usage-based pricing.
Deploy and operate Node, Python, Go, Rust, Elixir, and Docker apps on Fly.io with production-grade fly.toml authoring, Machines API orchestration, region selection (latency vs…
Fly.io Deployment Helper is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (20,335+ GitHub stars).
Plan, configure, deploy, and diagnose Fly.io deployments for server-side Swift services, including Vapor and Hummingbird apps, Dockerfile handoffs, fly.toml settings, environment…
Deploy and manage Fly.io Machines - create, start, stop, delete, and monitor containerized apps. Use for deploying containers, managing app instances, and orchestrating…
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.
Use the Fly.io flyctl CLI for deploying and operating apps on Fly.io. Default to read-only diagnostics (status/logs/config/releases).
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,…
Developer implementation guide for building hierarchical (folded) memory into an Agent. Three-layer architecture where recent turns stay detailed, older content compresses into…
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.
Skill for the fonds module — discovery, validation, scope, and private-sidecar symlink sync for the top-level fonds/ directory (archival collection units such as bibliographies,…
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 investigating codebase, debugging deep errors, or auditing dependencies — evidence-first, file:line mandatory
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 targeting Forest Ecology and Management or deciding whether a forest-science manuscript fits this venue.
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.
Forge playbook for contract-first APIs. Use for API, REST, GraphQL, gRPC, OpenAPI, endpoint, auth, JWT, versioning, rate limit, idempotency, contract test, backend.