front-depiction

front-depiction

@front-depiction

GitHub
34 Skills
578 Total Stars
February 2026 Joined

Public Skills

Memory Management Skill

by front-depiction

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File Ops 17 8mo ago

spec-driven-development

by front-depiction

Implement the complete spec-driven development workflow from instructions through requirements, design, and implementation planning. Use this skill when starting new features or major refactorings that benefit from structured planning before coding.

Testing 17 8mo ago

codebase-explorer

by front-depiction

Use when investigating architecture, understanding complex systems, or exploring multi-dimensional questions across a codebase. Decomposes questions into parallel tracks for comprehensive exploration with evidence-based findings.

Agents 17 8mo ago

architecture-analysis

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"Architectural dependency analysis and impact assessment. Use for: (1) Blast radius - who depends on a service, what breaks if I change it; (2) Dependency tree - what does a service depend on (ancestors/upstream); (3) Root cause analysis - find shared dependencies when multiple services fail; (4) Architecture metrics - coupling (density), depth (diameter), connectivity; (5) Domain discovery - identify module boundaries via cut vertices; (6) Hot services - critical infrastructure with many dependents; (7) Impact assessment before changes; (8) Debugging cascading failures; (9) Identifying god services, tight coupling, deep hierarchies. Provides graph-based analysis via CLI commands: analyze, blast-radius, ancestors, common-ancestors, metrics, domains, hot-services. All agents can use this for architectural questions."

Code Review 17 8mo ago

effect-concurrency-testing

by front-depiction

Test Effect concurrency primitives including PubSub, Deferred, Latch, Fiber coordination, SubscriptionRef, and Stream. Use this skill when testing concurrent effects, event-driven systems, or fiber coordination.

Auth 17 9mo ago

the-vm-standard

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The VM Standard - inviolable covenants governing View Model architecture in this codebase. These covenants SHALL NOT be violated under any circumstance.

ML Ops 17 9mo ago

writing-laws

by front-depiction

Write formal laws and covenants for codebases using proper legal-style structure. Use when establishing inviolable standards, architectural constraints, or domain-specific rules that must be followed without exception.

Docs Gen 17 9mo ago

parallel-explore

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Parallel exploration of codebase questions by decomposing into independent tracks. Use when exploring architecture, understanding systems, or investigating complex questions that benefit from multiple perspectives.

Code Review 17 9mo ago

effect-ai-streaming

by front-depiction

Master Effect AI streaming response patterns including start/delta/end protocol, accumulation strategies, resource-safe consumption, and history management with SubscriptionRef.

Git & VCS 17 9mo ago

effect-ai-language-model

by front-depiction

Master the Effect AI LanguageModel service for text generation, structured output, streaming, and tool calling. Use when working with LLM interactions, schema-validated responses, or building conversational AI systems.

Database 17 9mo ago

effect-ai-tool

by front-depiction

Define and implement AI tools using @effect/ai's Tool and Toolkit APIs. Use when building LLM integrations with type-safe tool definitions, parameter validation, and handler implementations. Covers user-defined tools, provider-defined tools, and toolkit composition.

Processing 17 9mo ago

effect-ai-provider

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Configure and compose AI provider layers using @effect/ai packages. Covers Anthropic, OpenAI, OpenRouter, Google, and Amazon Bedrock providers with config management, model abstraction, and runtime overrides for language model integration.

Embeddings 17 9mo ago

effect-ai-prompt

by front-depiction

Build prompts for Effect AI using messages, parts, and composition operators. Covers the complete Prompt API for constructing, merging, and manipulating conversations with language models.

Prompts 17 9mo ago

wide-events

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Conceptual guide to wide events (canonical log lines) for observability. Use when thinking about instrumentation strategy, span annotations, or designing what context to capture.

Comments 17 10mo ago

ai-context-writer

by front-depiction

Create and update ai-context.md files that document modules for AI assistants. Use when adding documentation for packages, apps, or external references that should be discoverable via /modules commands.

Kubernetes 17 10mo ago

react-vm

by front-depiction

Implement the VM pattern using Effect and Effect-Atom for reactive, testable frontend state management. Use this skill when building React applications with View Models that bridge domain services and UI.

Processing 17 10mo ago

atom-state

by front-depiction

Implement reactive state management with Effect Atom for React applications

Debugging 17 10mo ago

typeclass-design

by front-depiction

Implement typeclasses with curried signatures and dual APIs for both data-first and data-last usage

Code Gen 17 10mo ago

effect-testing

by front-depiction

Write comprehensive tests using @effect/vitest for Effect code and vitest for pure functions. Use this skill when implementing tests for Effect-based applications, including services, layers, time-dependent effects, error handling, and property-based testing.

Database 17 10mo ago

Effect CLI

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Auto-generated help - --help flag added automatically

CLI Tools 17 10mo ago

FileSystem Platform Abstraction

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Hardcode platform-specific paths - use Path service for path operations

Processing 17 10mo ago

error-handling

by front-depiction

Implement typed error handling in Effect using Data.TaggedError, catchTag/catchTags, and recovery patterns. Use this skill when working with Effect error channels, handling expected failures, or designing error recovery strategies.

Processing 17 10mo ago

context-witness

by front-depiction

Decide between Context Tag witness and capability patterns for dependency injection, understanding coupling trade-offs

Database 17 10mo ago

layer-design

by front-depiction

Design and compose Effect layers for clean dependency management

Database 17 10mo ago