Emits ActiveSupport::Notifications events for chat completions, embeddings, tool calls, and image generation. Works with any LLM provider. Subscribe to events for cost tracking, logging, analytics, or alerting.

Provides authenticated GraphQL client, context metadata, and error guide for AI agents working with the Linear API.

Supports OpenAI, Anthropic, Google Gemini + Vertex, Amazon Bedrock, Ollama (local), Mistral AI, and Cloudflare Workers AI + AI Gateway. One gem, all the models you need.

Connect to MCP servers via stdio, SSE, and Streamable HTTP transports. Discover tools, resources, and prompts. OAuth 2.1 authentication. Convert MCP tools to Ask::Tool instances. Supports the full MCP spec.

Provides authenticated Notion client, context metadata, and error guide for AI agents.

Railtie, AR session persistence, session factory, service gem discovery, and generators.

Isolated code execution via Local (subprocess + rlimits), Docker (containers), Daytona (remote sandboxes), and Cloudflare (Workers sandbox). Zero external runtime dependencies.

A compact Ruby DSL for building standards-oriented JSON Schema documents. Zero dependencies.

Error context for agents via Sentry for the ask-rb ecosystem.

Discovers, validates, and formats agent skills from project directories, user config, and installed gems. Ships built-in skills (codebase exploration, debugging methodology). Each skill is a markdown file with step-by-step instructions that the agent loads on demand.

Provides authenticated Slack client helper, context metadata, and error guide for AI agents.

Error context for agents via SolidErrors for the ask-rb ecosystem.

Defines Ask::Tool (base class), Ask::Result, and tool discovery. Zero dependencies.

Bash, Read, Write, Edit, Glob, Grep, and Code tools for the ask-rb ecosystem.

Ruby client library for the Assembly Platform

Allows for compact checks (Python style)

Generate assert code from a result inside a unit or integration test. This is useful if you have code that you've spiked or eyeballed as 'working' and you'd like to produce some assertions, without editing the output of pretty-inspect manually or making it all up.

Extra assertions for minitest

Assert with Mocha

Don't ask why this necessary. Believe this necessary!