Primitives

prompt-engineering

Prompt Engineering — chain-of-thought, few-shot, tree-of-thought, and meta-prompting patterns. Template management, dynamic prompt assembly.

prompt-management

Prompt Management — version-controlled prompt templates, A/B testing, evaluation pipelines.

python-fullstack

Python Full-Stack — FastAPI, Django, Flask, Pydantic, SQLAlchemy, pytest, and async patterns. Data science to web APIs with type safety.

python-mcp-development

Python MCP Development — build MCP servers in Python with FastMCP, asyncio, Pydantic models, type-safe tool schemas, and Azure Functions hosting.

responsible-ai

Responsible AI — content safety, bias testing, fairness metrics, transparency cards.

ruby-mcp-development

Ruby MCP Development — build MCP servers in Ruby with Rails integration, Rack middleware, Sorbet typing, and Bundler gem packaging.

rust-development

Rust Development — systems programming, zero-cost abstractions, async with Tokio, WASM targets.

rust-mcp-development

Rust MCP Development — build blazing-fast MCP servers in Rust with Tokio async runtime, RMCP SDK, WASM compilation, and zero-allocation tool handlers.

salesforce-integration

Salesforce Integration — Apex development, Lightning Web Components, SOQL optimization, Salesforce MCP connectors.

security-hardening

Security Hardening — OWASP Top 10, secrets scanning, dependency auditing, supply chain security, threat modeling.

swift-mcp-development

Swift MCP Development — build MCP servers in Swift with Vapor framework, SwiftUI tool previews, iOS/macOS native integration.

technical-documentation

Technical Documentation — API references, architecture guides, README generation, changelog automation, tutorials.

terraform-iac

Terraform IaC — module authoring, state management, workspace strategies, provider configuration.

testing-automation

AI-powered testing — unit test generation, integration testing, E2E with Playwright, AI evaluation pipelines.

typescript-fullstack

TypeScript Full-Stack — Next.js, React, NestJS, Prisma, Zod, Vitest, and end-to-end type safety. Modern web development with server components.

typescript-mcp-development

TypeScript MCP Development — build MCP servers in TypeScript with Node.js, Express/Fastify hosting, Zod schema validation, and npm package distribution.

fai-contributors-report

Include FAI.dev repo stats

fai-daily-ecosystem-report

Daily ecosystem health summary — primitive counts, marketplace stats, validation status, and recent changes across agents, instructions, skills, hooks, and plugins. The morning briefing for the FAI team.

fai-evaluation-regression

Number of previous evaluations for moving average

fai-knowledge-staleness

Monthly check for stale FROOT knowledge modules — scores staleness across docs, plays, primitives, and schemas using a weighted multi-signal algorithm. Generates a freshness dashboard with automated update suggestions.

fai-marketplace-health

Weekly marketplace integrity check — validates all plugin.json files, verifies referenced primitives exist, detects orphaned plugins, and regenerates marketplace.json if needed.

fai-play-portfolio-summary

Aggregated portfolio assessment across all solution plays — dashboard of play health, WAF coverage, technology stack analysis, cost estimation, and ecosystem maturity. Auto-closes previous summary.

fai-play-quality-report

Minimum passing grade (A-F)

fai-play-relevance-check

Interactive slash command to assess whether a solution play is still relevant — checks Azure service availability, pricing changes, SDK deprecations, and alternative patterns.