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)...

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.

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

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.

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

Rails Engine that mounts an admin AI agent at /ask. Ships Rails-aware tools (QueryDatabase, ReadModel, ReadLog, RunCommand, SchemaGraph, RouteInspector, RunTests), session persistence, audit logging, environment permissions, and service gem discovery. Previously developed as ask-rails (0.1.0–0.11...

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

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

Web search returning results as clean numbered markdown. Two selectable backends: a local SearXNG instance (SEARXNG_URL, the default path for everyone) and TinyFish's hosted API (opt-in: SEARCH_BACKEND=tinyfish plus a TINYFISH_API_KEY or ask-auth credentials key). The capability layer (WebSearch....