A minimal MCP (Model Context Protocol) server that exposes the agents an Anychat workspace owns as callable tools over stdio — list them, read one, bring a new one into being, change one, or retire one. Designed for clients that speak MCP (ZCode, Claude Code, and the like). The tool shell (name, schema, call) lives here, wrapping ask-anychat; the API client itself is that gem's.

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.

Mount an MCP endpoint in your Rails app that exposes SchemaGraph, QueryDatabase, ReadModel, RouteInspector, and all other ask-rails-harness tools as MCP tools. Coding agents like Claude Code, Cursor, or any MCP-compatible client can connect to inspect your schema, query your database, read models, and more.

Mount an MCP endpoint in your Rails app that exposes SchemaGraph, QueryDatabase, ReadModel, RouteInspector, and all other ask-rails tools as MCP tools. Coding agents like Claude Code, Cursor, or any MCP-compatible client can connect to inspect your schema, query your database, read models, and more.

Exposes the ask-ruby-harness tools (QueryDatabase, ReadModel, ReadLog, RunCommand, SchemaGraph, RunTests) as MCP tools for any Ruby project. Coding agents like Claude Code, Cursor, or any MCP-compatible client can connect to query the database, inspect models, read logs, run commands, and run tests with structured results.

A minimal MCP (Model Context Protocol) server that exposes ask_web_fetch as a callable tool over stdio. Designed for use with clients that support MCP (ZCode, Claude Code, etc.), it fetches a URL and returns clean markdown through the ask-web-fetch backend chain — fast pure-Ruby httpx fetch first, a real Chrome (launched or CDP-attached) for JS-rendered and challenge-gated pages, with Jina Reader and self-hosted Crawl4AI in between. Terminal failures (parked domains, empty pages, dead 4xx) surface as their deterministic error class, so clients never retry the unretryable. The tool shell (name, schema, call) lives here, wrapping the Ask::WebFetch library.

A minimal MCP (Model Context Protocol) server that exposes ask_web_search as a callable tool over stdio. Designed for use with clients that support MCP (ZCode, Claude Code, etc.), it queries a local SearXNG instance and returns formatted search results suitable for LLM consumption. The tool shell (name, schema, call) lives here, wrapping the Ask::WebSearch library.