redux-toolkit covers state management patterns, slice architecture, and async data fetching for react and next.js. focuses on naming conventions, typescript integration, and performance optimization but lacks concrete decision trees or failure recovery.

flutter-riverpod-expert provides tactical guidance on modern riverpod patterns including code generation, asyncnotifier architecture, and repository-based state layering, but lacks step-by-step procedures and concrete error recovery patterns.

neon-postgres covers serverless postgres setup, connection methods, branching, autoscaling, and platform apis. provides cli and sdk references but lacks step-by-step procedures for common tasks.

asc-localize-metadata automates app store metadata translation across locales by pulling source content, translating via llm, and syncing back to app store connect using asc cli commands.

firebase-basics covers CLI version checks, authentication flows, and project context setup for Firebase. focuses on environment prerequisites and agent-specific setup references without detailing actual feature workflows.

ln-120-reference-docs-creator generates structured reference documentation (ADRs, guides, manuals) for nontrivial technology decisions. It creates directory scaffolding and selectively documents justified tech stack choices, but lacks detailed execution procedures and failure mode handling.

cfo-advisor outlines a fractional cfo engagement model covering baseline financials, unit economics, 3-year modeling, investor reporting, cash forecasting, and close cadence, but lacks actionable steps and integration details.

foundational data layer skill for real-time and historical cryptocurrency pricing across 10,000+ coins, with optional coingecko api integration for higher rate limits.

go covers backend development fundamentals (apis, microservices, clean architecture) but lacks concrete procedures. reads as principles-heavy ideology without actionable workflows or decision trees for common scenarios.

mcp-csharp-debug covers local execution, ide breakpoint setup, protocol-level testing via mcp inspector, and copilot integration verification for c# mcp servers, but lacks actionable step-by-step procedures.

tdd-workflows-tdd-refactor provides a structured approach to safe code refactoring under test coverage, covering code smell detection, design patterns, and solid principles with incremental verification steps.

identify-page-structure analyzes scraped webpages using a two-level hierarchy to map section boundaries and content sequences for aem edge delivery services import workflows.

sympy handles symbolic mathematics in python including equation solving, calculus, linear algebra, and expression simplification. covers exact computation where numerical approximations fail.

app-store-opportunity-research guides users through niche discovery, competitor analysis, and revenue-validated opportunity identification for app store markets, but lacks detailed procedural steps and failure handling.

marketing-ideas analyzes founder context to surface five marketing strategies from a 170+ proven tactic database, with execution plans. implementation relies on conditional logic but lacks concrete procedural detail.

clerk-auth documents next.js 16 middleware migration, api versioning breaking changes (2025-11-10), and 15 error prevention patterns including jwks race conditions and jwt size limits. covers user/org-scoped api keys, webhook verification, and test credentials.

hyva-cms-custom-field guides creation of custom input controls and field handlers extending hyvä cms built-in types, with stub workflow that lacks complete implementation detail.

converts audio files to text using elevenlabs scribe v2 with support for 90+ languages, speaker diarization, and word-level timestamps. minimal operational guidance beyond a single python example.

web-search provides query optimization techniques, operator reference, and source evaluation frameworks, but lacks concrete decision logic for when to apply each strategy and offers no guidance on failure recovery.

competitive-intelligence-analyst helps founders monitor competitors and identify market gaps, but lacks step-by-step procedures and concrete execution guidance beyond trigger detection.

alicloud-ai-search-milvus connects to alicloud milvus serverless via pymilvus sdk. covers collection creation, vector insertion, and filtered similarity search operations.

autonomous-agents covers reliability-first patterns for building constrained ai agents, emphasizing guardrails and incremental capability expansion over unrestricted autonomy.

customer-journey-map structures cross-functional understanding of customer experience across five stages with action, emotion, and kpi documentation. execution guidance is sparse and assumes user will fill in methodology gaps.

review auto-detects plan or code context, gates by severity threshold, and runs bounded fix loops. mode detection heuristics handle common workflows but lack clarity on ambiguity recovery.

azure-resource-visualizer generates mermaid diagrams from azure resource groups, mapping relationships between compute, network, data, and security resources into layered architecture views with markdown documentation.

setup-python-tools integrates pyodide-based client-side python execution into flows apps by wiring pythonruntime into useatlaschats tool execution pipeline. requires prior atlas-chat integration and manual module copying.

reflection analyzes conversation patterns and tool failures to propose skill improvements or preference additions, requiring explicit user confirmation before applying changes to skill or config files.

architect guides pre-implementation alignment by reading context, clarifying ambiguous terms, and asking probing questions to catch design gaps before coding starts.

deploying-omnistudio-datapacks covers vlocity build orchestration for datapack export, deployment, and retry workflows. scope includes manifest-driven deploys, dependency resolution, and ci/cd sequencing but lacks concrete procedural steps.

cross-critique routes independent proposals back to their authors for structured peer review, surfacing hidden assumptions and failure modes before synthesis. useful for contested decisions where multiple reasonable approaches exist.

msw-general establishes visual polish as the core principle for maplestory worlds creation, emphasizing resource application (sprites, animations, sounds) over bare functionality. foundational reference for all msx skills.

extension-email provides a motoko interface for sending transactional emails via a prefabricated backend module. supports individual recipient delivery with basic ok/err result handling.

lavish wraps html artifact generation into a cli-based review loop, letting users annotate and feedback on visual outputs via npx invocation. useful for plan reviews and complex visual explanations.

github-workflow-automation provides yaml templates and javascript snippets for pr reviews, issue triage, ci/cd pipelines, and git operations using ai assistance, but lacks concrete error handling and assumes working implementations.

scaffolds react and react native components with typescript, accessibility, and testing patterns. focuses on reusable patterns and type safety but lacks concrete implementation steps.

gstack provides eight specialized ai workflows for claude code (ceo review, engineering planning, code review, qa testing, browser automation) summoned via slash commands, but lacks concrete procedures and failure mode documentation.

organizing msbuild infrastructure via directory.build.props and directory.build.targets files, clarifying evaluation order and appropriate use cases for each file type.

world-fates introduces probabilistic pressure on long-term power structures to maintain world dynamism. it generates fate-shift proposals for entities accumulating temporal risk, requiring human approval before applying changes to a shared world bible.

sentry-python-sdk provides trigger phrases and framework-specific detection guidance for onboarding python projects into Sentry monitoring, but lacks a complete action procedure and concrete recovery strategies.

resume-cover-letter generates tailored job application documents (resume, cover letter, or both) with regional formatting awareness (AU/NZ, US, UK). requires manual gathering of candidate background and job requirements before document generation begins.

indexion-wiki governs a markdown-based knowledge base with synchronized artifacts (content, manifest, search index, audit log). describes data consistency risks when files are edited directly versus through command APIs.

rust-learner routes queries about rust versions, crate info, and api documentation to specialized agents or inline selectors, covering crates.io, releases.rs, docs.rs, and the std library docs site.

python-testing-patterns covers pytest fundamentals, fixtures, mocking, and tdd workflows. lacks procedural depth and concrete implementation guidance beyond identifying when testing applies.

skill-creator is a meta-skill documenting skill construction without concrete procedural steps. it explains anatomy and principles but stops short of actionable guidance for skill implementation.

design-systems provides frameworks from product leaders at figma and airbnb for building and scaling design systems. covers core principles, adoption strategy, and common pitfalls, but guidance is conceptual rather than procedurally actionable.

paper-lookup searches 10 academic databases via rest apis to retrieve research papers, preprints, and scholarly articles. routes queries to appropriate sources and returns raw responses with query lineage.

wowerpoint converts documents into slide deck pdfs via notebooklm, with narrow scope covering only slide generation and explicit exclusion of video and podcast outputs.