Contribute to RubyLLM - set up the repo, run and record specs, add providers or chat options, work on the Rails integration, and edit docs. Use when fixing a bug, building a feature, writing specs, or changing documentation in the RubyLLM codebase.
Use when adding, evaluating, or removing an entry in db/seeds/pegs/, when the user mentions a pegged or fixed currency, or when an issue suggests we should "pin" or "lock" a currency to another. Also use when deciding whether to filter or override provider rates based on an assumed peg.
Use when adding a new exchange rate data provider, implementing a provider from a GitHub issue, when the user mentions a new central bank or data source, or when working on any issue labeled "provider". Also use when asked to backfill, fix, or update an existing provider.
Use when querying Wise for exchange rates (real-time or historical), validating Frankfurter rates against Wise mid-market, debugging rate discrepancies, or when the user mentions Wise, sanity check, or rate comparison.
Fan out a batch of autopilot-queued issues to parallel background worktree subagents — each runs /autopilot at the build model from its 'model:' label — with a gating review at Opus 5 or above and never below the build (Opus reviews Sonnet and Opus builds, Fable reviews Fable builds).
Carry a well-scoped GitHub issue through the full dev loop autonomously, stopping at a per-run tier boundary (PR-ready, or merge+deploy for small reversible changes).
Manage Todoist tasks, projects, labels, filters, sections, comments, reminders, and workspaces via the td CLI. Use when the user wants to view, create, update, complete, or organize Todoist items, or mentions tasks, inbox, today, upcoming, projects, labels, or filters.
Remediate a send/send call that reaches a private method, restoring a real public seam instead of bypassing visibility. Use when send is being used to invoke private functionality in a class.
Builds REST APIs using respondto blocks with Jbuilder templates following the 37signals same-controllers-different-formats philosophy. Use when adding API endpoints, JSON responses, token authentication, pagination, or when user mentions API, JSON, REST, or Jbuilder. WHEN NOT: For HTML-only controllers (use…
Implements custom passwordless authentication without Devise. Use when setting up authentication, login flows, session management, passkeys (WebAuthn), magic links, or password resets. Passkeys are the primary auth method; magic links are the fallback. WHEN NOT: For authorization/permissions (use controller concerns…
Builds event tracking, activity feeds, and webhook systems following 37signals patterns with a generic Event model and Eventable concern. Use when implementing audit trails, activity feeds, event recording, webhooks, or when user mentions events, tracking, webhooks, or activity logs. WHEN NOT: For state changes as…
Release/publish the spikard Rust core crate and CLI end-to-end. Load when releasing or publishing spikard — cutting a new version, tagging, running gh release create, and installing the released build locally. Covers version set via Taskfile, CHANGELOG roll, the clean-tree precondition, GitHub release, local install…
Scaffold Spikard projects and generate code from OpenAPI, AsyncAPI, OpenRPC, GraphQL, and Protobuf schemas using the Spikard CLI or its MCP server. Use when building or updating Spikard-based apps, fixtures, test apps, or agent workflows that should prefer code generation over handwritten boilerplate.
Full health and security audit for Rails apps, the review a principal engineer would do. Runs rubycritic, Brakeman, bundler-audit and rubyaudit, triages every finding with the LLM as judge, brings an OWASP Top 10 arsenal of checks for what scanners miss, and returns one impact-ranked action plan. Use for a Rails…
Manage GitHub stacked pull requests with the official gh stack extension (github/gh-stack). Use for stack creation, viewing, edits, push, submit, sync, rebase, merge, or checkout; when asked to split or isolate work for review; whenever the user mentions a stack, branch layers, dependent PRs, "stacked PR", "PR stack"…
Spawn and coordinate subagents as real herdr panes. Use when the user asks to delegate work to subagents — review, implement, research, or parallel tasks — while running inside herdr; when the user says "subagent", "spawn an agent", "delegate to", "parallel agents", "use herdr panes", or wants visible/detachable agent…