Agent loop, session management, tool execution, context compaction, hooks, and extensions.

The AG-UI (Agent-User Interaction) protocol server for the ask-rb ecosystem — SSE event streaming and the runtime surface that assistant-ui and CopilotKit frontends expect.

Creates and manages the agents an Anychat workspace owns. Anychat gives a business an agent of its own — a page customers can visit, a chat they can talk to, and the words it answers with. This is the client layer only: the tool framing that exposes it to an agent (MCP servers, native Ask::Tools) is provided by the consumers.

Exposes Ask::Agent::Session behind the standard app-server JSON-RPC/stdio protocol. Drop-in compatible with clients that speak the ZCode/Codex app-server protocol — Telegram bots, AI SDK providers, IDE extensions, and headless automation.

Env, file, Rails credentials, database, and OAuth providers. Zero external dependencies.

Channel adapter interface and implementations (Telegram, Discord, Slack) for connecting AI coding agents to messaging platforms.

DEPRECATED — maintenance mode only, superseded by the canonical ask-app-server + ask-session-protocol architecture and an internal successor. A self-hosted web coding agent for the ask-rb ecosystem. Runs Ask::Agent::Session against any workspace with a mobile-first PWA, streaming events over SSE, with approvals, plan mode, todos, and diffs. Comes with the `ach` utility CLI for headless runs and server management. Extensible to other coding agents (ACP, Codex, Claude Code) via ask-coding-providers.

Coding agent adapter interface and implementations (ACP, Codex, Claude, AskAgent) for the askoda ecosystem.

Drive desktop apps in the background via Cua Driver — screenshots, clicks, typing, sandboxed VMs, and encrypted Computer History. Wraps Cua's MCP tools as Ask::Tool subclasses and ships a bundled computer.use_computer skill.

Exposes the ask-computer tools (HistoryStatus, HistoryQuery, Screenshot, Click, Type, Key, InstallerStatus, InstallerSetup) as MCP tools. Coding agents like ZCode, Claude Code, or Cursor connect via the ask-computer-mcp stdio executable. The underlying Cua Driver remains the background daemon (cua-driver mcp); ask-computer provides the typed history and installer layer that plain cua-driver mcp does not.

Provides Ask::Provider (abstract interface), Ask::Conversation, Ask::Stream, Ask::ModelCatalog, Ask::ToolDef, Ask::Result, and structured error types. Zero runtime dependencies.

Typed questions (Choice, Score, Noul) with calibrated probabilities and confidence. Ships with a TypeSafe/Jev provider. Swap providers via the DecisionProvider registry.

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

Define workflows as graphs of named steps with conditional routing, parallel execution, human-in-the-loop approval, per-item checkpointing loops, and sub-graph composition. Each step is a plain Ruby class.

Give anonymous visitors a durable identity with metered AI access: signed guest sessions, per-day turn/token budgets, single-use claiming of records into a real owner on sign-up, and stale-session retention. Framework-agnostic core with optional ActiveRecord and Rails adapters.

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

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.

A rails gem to enable surveys in your application as easy as possible

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.