spice-data-connector
Configure individual data source connectors in Spice — PostgreSQL, MySQL, S3, Databricks, Snowflake, DuckDB, GitHub, Kafka, and 25+ more. Use this skill whenever the user wants to add a dataset, connect to a specific database or data source, load data from S3 or files, configure connector-specific parameters, understand file formats (Parquet, CSV, PDF, DOCX), or set up hive partitioning. This skill is the reference for the `from:` and `params:` fields in dataset configuration. For cross-source federation, views, and catalogs, see spice-connect-data.
spice-models
Configure AI/LLM model providers and connections in Spice — OpenAI, Anthropic, Azure, Google, xAI, Bedrock, Databricks, HuggingFace, and local GGUF models. Use this skill whenever the user wants to add a model, configure a specific LLM provider, set up an OpenAI-compatible endpoint (e.g. Groq, Ollama), serve a local model, configure system prompts, set parameter overrides (temperature, response format), or understand which providers are available. This skill is the model connector reference. For AI features like tools, memory, workers, and NSQL, see spice-ai.
spice-search
Search data using vector similarity, full-text keywords, or hybrid methods with Reciprocal Rank Fusion (RRF). Use this skill whenever the user wants to set up semantic search, full-text search, or hybrid search in Spice — including configuring embedding models and providers, enabling full_text_search on columns, writing vector_search/text_search/rrf SQL queries, using the /v1/search HTTP API, configuring vector engines (S3 Vectors), tuning RRF parameters (rank_weight, recency_decay), or setting up chunking for long documents. Also use when the user asks about search relevance, BM25 scoring, or embedding configuration.
spice-secrets
Configure secret stores in Spice — environment variables, Kubernetes, AWS Secrets Manager, Azure Key Vault, HashiCorp Vault, and OS keyring. Use this skill whenever the user needs to manage credentials, API keys, passwords, or tokens in Spice, reference secrets in spicepod.yaml params with ${ store:KEY } syntax, set up .env files, configure secret store precedence, or understand how the `secrets:` section works. Also use when the user asks how to pass database passwords or API keys securely to Spice datasets or models.
spice-setup
Get started with Spice.ai — install the runtime, initialize a project, run the runtime, and use the CLI. Use this skill whenever the user mentions installing Spice, setting up a new Spice project, running `spice run`, looking up CLI commands or API endpoints, deployment models, or getting started with Spice. Also use when the user asks "how do I install Spice", "how do I start Spice", "what CLI commands does Spice have", or any question about Spice runtime setup and configuration basics.
spice-terraform
Manage Spice.ai Cloud infrastructure as code with Terraform or OpenTofu using the spiceai/spiceai provider. Use this skill whenever the user wants to write Terraform/OpenTofu configs for Spice projects (the provider's `spiceai_app`), deployments, secrets, or org members, import existing Spice.ai resources into Terraform state, set up OAuth authentication for the provider, or use Terraform data sources for regions and container images. Also use when the user mentions "terraform" and "spice" together, or wants IaC for their Spice.ai Cloud infrastructure. For direct API management without Terraform, see spice-cloud-management.
spice-text-to-sql
Generate accurate SQL for Spice.ai's Apache DataFusion engine (PostgreSQL dialect), and build text-to-SQL workflows. Use this skill whenever the user wants to write SQL queries against Spice datasets, convert natural language to SQL, debug SQL errors, understand Spice/DataFusion data types and type casting, use Spice-specific functions (ai, embed, vector_search, text_search, rrf, JSON operators), build a text-to-SQL pipeline with schema introspection, or construct prompts for LLM-based SQL generation. Also use when the user hits SQL errors like "table not found", "cannot cast", or asks about DataFusion SQL dialect differences from PostgreSQL/MySQL.
spicepod-config
Create and configure Spicepod manifests (spicepod.yaml) — the central configuration file for Spice applications. Use this skill whenever the user wants to create a new spicepod.yaml from scratch, understand the overall spicepod structure and available sections, configure runtime settings (ports, caching, telemetry/observability), set up a complete Spice application combining datasets + models + search, or understand deployment models and use cases. This is the "glue" skill that shows how all Spice components fit together in one manifest. For details on specific sections (datasets, models, search, etc.), see the dedicated skills.
spice-acceleration
Accelerate data locally for sub-second query performance — the feature and its configuration. Use this skill whenever the user asks about data acceleration concepts, enabling acceleration on a dataset, choosing refresh modes (full, append, changes, caching), configuring retention policies, setting up snapshots for cold-start, adding indexes and constraints, or understanding the difference between federated and accelerated queries. This skill covers the "what and why" of acceleration. For choosing which acceleration engine to use (Arrow vs DuckDB vs SQLite vs Cayenne), see spice-accelerators.
spice-ai
Add AI and LLM capabilities to Spice — tools, NSQL (text-to-SQL), memory, model routing/workers, and the OpenAI-compatible chat API. Use this skill whenever the user wants to enable LLM tools (SQL, search, memory, MCP, web search), set up text-to-SQL via /v1/nsql, add persistent conversational memory, configure model routing with workers (load balancing, fallback, weighted distribution), or use the OpenAI-compatible chat API. This skill covers AI features and orchestration. For configuring individual model providers (OpenAI, Anthropic, etc.), see spice-models.
electron-desktop
Desktop application development with Electron for Windows, macOS, and Linux. Use when building cross-platform desktop apps, implementing native OS features, or packaging web apps for desktop.
audio-production
Professional audio production for music, podcasts, and sound design. Use when working with audio recording, mixing, mastering, or sound design for any medium.
authentication-patterns
OAuth 2.0, JWT, SSO, MFA, NextAuth/Clerk/Supabase Auth implementation patterns
battle-card-builder
Competitive battle card creation for sales teams combining competitive intelligence, sales enablement, and document formatting. Use when building battle cards, competitive analysis decks, or win/loss analysis materials.
blockchain-web3
Solidity smart contracts, Web3 development, DeFi protocols, NFTs, EVM chains, Hardhat/Foundry tooling, and blockchain security. Use when writing smart contracts, building dApps, auditing contract security, or integrating Web3 wallets.
brand-identity
Brand strategy and identity design for businesses and products. Use when creating brand guidelines, developing visual identity systems, or defining brand positioning.
business-strategy
Business strategy expertise for strategic planning, competitive analysis, market entry, M&A strategy, portfolio management, and strategic decision-making. Use when analyzing competitive positioning, planning growth strategies, or making strategic decisions.
career-path-planner
Career goal mapping with skill gap analysis, actionable development plans, and milestone tracking. Use when planning career transitions, identifying skill gaps, setting professional development goals, or evaluating career options.
case-interview-practice
Interactive consulting case interview practice with structured frameworks, feedback mechanisms, and progressive difficulty. Use when preparing for management consulting interviews, case competitions, or business problem-solving exercises.
codebase-documenter
Write codebase documentation: READMEs, architecture docs, getting-started guides, API docs, and code comments. Use when documenting code or making a project easier for new developers.
compliance-engineering
SOC2, HIPAA, GDPR, PCI-DSS, FedRAMP compliance implementation in code. Audit logging, data encryption, access controls, privacy by design, and regulatory requirement mapping. Use when implementing compliance controls, preparing for audits, or building privacy-compliant systems.
content-repurposer
Adapt content across platforms with tone/format shifting — blog to social, long to short, text to visual outline. Use when repurposing content for different channels, audiences, or formats.
contract-redliner
Contract review, redlining, and negotiation support with clause analysis, risk identification, and markup templates. Use when reviewing contracts, identifying unfavorable terms, suggesting amendments, or preparing negotiation positions.
core-workflow
Detailed development workflow patterns, checklists, and standards. Auto-loads for complex tasks, planning, debugging, or when explicit patterns are needed. Contains session protocols, git conventions, security checklists, review-based validation, and communication standards.
course-material-creator
Create custom educational materials including syllabi, lesson plans, assessments, reading lists, and learning objectives. Use when building course curricula, training programs, workshops, or educational content.
customer-persona-builder
Data-driven customer persona development combining market research, user behavior analysis, and segmentation frameworks. Use when creating buyer personas, ideal customer profiles (ICPs), or user archetypes.
customer-success
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data-engineering
ETL/ELT pipelines, data warehousing (BigQuery, Snowflake, Redshift), stream processing (Kafka, Spark Streaming), orchestration (Airflow, Dagster, Prefect), dbt transformations, and data lake architecture. Use when building data pipelines, designing warehouse schemas, or implementing real-time data processing.
data-science
Data science and analytics expertise for statistical analysis, machine learning pipelines, data governance, business intelligence, predictive modeling, and analytics strategy. Use when building ML models, analyzing data, creating dashboards, or designing data architectures.
database-expert
Advanced database design and administration for PostgreSQL, MongoDB, and Redis. Use when designing schemas, optimizing queries, managing database performance, or implementing data patterns.
debate-practice-coach
Interactive debate and argument practice with structured feedback, counterargument generation, logical fallacy identification, and scoring rubrics. Use when preparing for debates, improving persuasion skills, or practicing argumentation.
debug-systematic
Systematic 4-phase debugging methodology for complex, intermittent, or mysterious issues. Use when investigating bugs, race conditions, or unexplained failures.
devex-sdk-design
Developer experience (DX) engineering, SDK design patterns, API ergonomics, CLI tooling design, documentation-driven development, and developer onboarding. Use when designing SDKs, improving API ergonomics, building developer tools, or creating developer documentation.
devops-cloud
DevOps, cloud infrastructure, and platform engineering. Use when working with AWS, GCP, Azure, Kubernetes, Terraform, CI/CD pipelines, or infrastructure as code.
edge-computing
Edge computing with Cloudflare Workers, Deno Deploy, Bun, Vercel Edge Functions, AWS Lambda@Edge, and edge databases (Turso, D1, DynamoDB Global Tables). Use when building low-latency edge applications, edge-side rendering, or globally distributed compute.
email-systems
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embedded-iot
Embedded systems firmware, microcontrollers (ESP32, STM32, Arduino, Raspberry Pi), RTOS (FreeRTOS, Zephyr), IoT protocols (MQTT, CoAP, BLE), bare-metal C/C++, and hardware peripheral interfaces (I2C, SPI, UART, GPIO). Use when developing firmware, working with microcontrollers, or building IoT devices.
event-driven-architecture
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event-planner
Event planning with timelines, budgets, vendor coordination, logistics checklists, and post-event evaluation. Use when organizing conferences, workshops, galas, or corporate events.
finance
Financial analysis expertise for financial modeling (DCF, LBO, M&A), valuation, financial statement analysis, capital allocation, treasury management, and corporate finance decisions. Use when building financial models, analyzing statements, or making investment decisions.
financial-scenario-planner
Stress-test financial plans across scenarios (bull/bear/base), sensitivity tables, and Monte Carlo-style analysis. Use when evaluating financial assumptions, modeling risk scenarios, or building scenario-based financial plans.
flutter-development
Cross-platform development with Flutter and Dart for iOS, Android, Web, Desktop, and embedded. Use when building Flutter apps, implementing Material/Cupertino design, or optimizing Dart code.
frontend-enhancer
Enhance the visual design of web apps: modern UI components, layout, responsive design, color palettes, animations. Use for styling and UI polish; pair with ui-research first for new design directions.
fundraising-analyzer
Nonprofit fundraising performance analysis with donor segmentation, campaign ROI, retention metrics, and trend analysis. Use when evaluating fundraising effectiveness, analyzing donor data, or planning campaigns.
game-development
Game development with Unity, Unreal Engine, and Godot. Use when building games, implementing game mechanics, physics, AI, or working with game engines.
generic-code-reviewer
Review code for bugs, security vulnerabilities, performance issues, accessibility gaps, and CLAUDE.md workflow compliance. Supports any tech stack - HTML/CSS/JS, React, TypeScript, Node.js, Python, NestJS, Next.js, and more. Use when completing features, before commits, or reviewing pull requests.
generic-design-system
Complete design system reference for any project - colors, typography, spacing, components, animations. Adapts to project theme and tech stack. Use when implementing UI, choosing colors, creating animations, or ensuring brand consistency. For new design systems, use ui-research skill first.
generic-feature-developer
Guide feature development with architecture patterns for any tech stack. Covers frontend, backend, full-stack, and automation projects. Use when adding new features, modifying systems, or planning changes.
generic-fullstack-code-reviewer
Review full-stack code for bugs, security vulnerabilities, performance issues, accessibility gaps, and CLAUDE.md compliance. Enforces TypeScript strict mode, input validation, GPU-accelerated animations, and design system consistency. Use when completing features, before commits, or reviewing pull requests.
generic-fullstack-design-system
Complete design system reference for full-stack applications. Covers colors, typography, spacing, component patterns (shadcn/ui), effects, GPU-accelerated animations, and WCAG AA accessibility. Use when implementing UI, choosing colors, applying spacing, creating components, or ensuring brand consistency.
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