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observability
BuilderIO
Agent observability, evals, feedback, and experiments. Use when adding observability dashboards, configuring trace capture, setting up evals, creating A/B experiments, or collecting user feedback on agent responses.
address-feedback-with-replies
BuilderIO
Complete the Slack feedback cycle: read every thread and linked evidence, fix verified repo-owned issues, and reply in-thread with honest status, clarification questions, and release follow-up. Use when the user asks to address feedback and respond in the requested voice through the invoking user's connected Slack identity.
address-feedback
BuilderIO
Triage feedback from docs, issues, Slack threads, or pasted notes into verified bugs, UX proposals, unclear questions, and skipped noise. Use when a user asks you to address product feedback or investigate a reported workflow.
tracking
BuilderIO
Server-side analytics tracking with pluggable providers. Use when adding analytics events, registering custom tracking providers, or configuring built-in providers (PostHog, Mixpanel, Amplitude, Webhook).
writing-reference-docs
BuilderIO
How to write a function/hook/action reference section, and how to write or rework a whole app's multi-page doc set (Overview/Features/Talk to the Agent/Cross-App Use/Developer Guide): plain-language signature, real arguments, escalating examples grounded in a real app, verified agent behavior, trimmed prose with no em dashes or semicolons. Use when writing or editing a packages/core/docs/content reference page, or reworking a template-<app>*.mdx doc set.
frontend-design
BuilderIO
Sets the visual direction for UI work, avoiding generic AI aesthetics. Use for any user-facing UI change: new surfaces, screenshot-driven feedback, copy/density cleanup, settings, control placement, or a "make this look good" pass. Do not load it only for purely mechanical wiring or formatting.
turn-into-app
BuilderIO
Turn visible project context, a proven thread, skill, or workflow into a runnable Agent-Native app with simple buttons, visible agent steps, preview, and deployment handoff. Use when a user invokes /turn-into-app or asks to make a workflow into an app, including from Claude or ChatGPT on the web, including when the source is a spreadsheet link or upload.
shadcn-ui
BuilderIO
Project-aware shadcn/ui components, registry MCP, theming, and design-system lint feedback. Use when adding or changing React/Tailwind UI, a primitive, theme, registry, or component contract in an Agent-Native app.
review-prs
BuilderIO
Review recent BuilderIO/agent-native human pull requests, approve eligible PRs from liamdebeasi and other safe internal fixes under the internal-author and owner exceptions, skip bots, steve8708, and drafts, and recap every human disposition. Use for scheduled or manual PR review sweeps.
real-time-sync
BuilderIO
How to keep the UI in sync with agent changes via SSE plus polling fallback. Use when wiring query invalidation for new data models, debugging UI not updating, or understanding jitter prevention.
sharing
BuilderIO
Framework-level sharing and privacy for user-authored resources (dashboards, documents, forms, decks, etc.). Use when making a resource table ownable, wiring list/read/update access checks, or dropping the standard share dialog into a template.
ship-and-monitor
BuilderIO
Run the normal guarded ship flow, then monitor beta deployments, the docs production lane, release tails, and any explicitly requested manual production promotion. Use when standard /ship needs post-merge verification.
ship-now
BuilderIO
Fast-path the current branch through local pnpm prep:urgent, targeted recovery, feedback resolution, whole-branch push, immediate admin merge, and fresh-branch rotation. Use when the user explicitly wants to merge immediately after local prep recovery, then monitor beta, docs production, and release workflows. GitHub Actions auto-deploys beta and the docs site through the prebuilt publisher; other production promotion is manual.
a2a-protocol
BuilderIO
How agent-native apps discover, authenticate with, and call each other over A2A. Use when connecting one app to another, debugging a remote agent that won't authenticate, exposing skills to peers, or calling agents from scripts.
authentication
BuilderIO
How auth works in agent-native apps. Use when wiring login/signup, configuring auth modes, setting up organizations, protecting routes, or debugging session issues.
storing-data
BuilderIO
How to store application data in agent-native apps. All data lives in SQL. Use when adding data models, deciding where to store data, or reading/writing application data.
actions
BuilderIO
How to create and run agent actions. Actions are the single source of truth for app operations — the agent calls them as tools and frontend code calls them through client hooks. Use when creating a new action, adding an API integration, or wiring up frontend data fetching.
external-agents
BuilderIO
Connect external agents and MCP hosts (Claude, Claude Desktop, Claude Code, ChatGPT custom MCP apps, Codex, Cursor, Claude Cowork, VS Code GitHub Copilot, Goose, Postman, MCPJam) to an agent-native app over MCP, and round-trip artifacts back into the UI with MCP Apps and deep links. Use when adding an action's link builder or mcpApp, wiring the /_agent-native/open route, exposing an "ingest" action to MCP/A2A, or scaffolding apps from an external agent.
adding-a-feature
BuilderIO
The four-area checklist every new feature must complete. Use when adding any feature, integration, or capability to ensure the agent and UI stay in parity.
context-awareness
BuilderIO
How the agent knows what the user is looking at. Use when exposing UI state to the agent, implementing view-screen or navigate actions, wiring navigation state, or debugging agent context issues.
reliable-mutations
BuilderIO
How the agent must perform writes so they actually persist under the hosted foreground run budget and long-running background handoffs. Use whenever you create, update, delete, or batch-write app data — especially "do this for many items" loops, or any task where the user expects N things to end up saved.
an
BuilderIO
Open and operate Agent-Native workspace apps through Dispatch MCP, with inline app surfaces, browser-session authentication, and current screen state.
adding-workspace-apps
BuilderIO
How to add an app to an Agent-Native workspace: classifying an "agent" request, scaffolding apps/<app-name>, app discovery and descriptions, mounting and base paths, action-first data, and finishing a chat-template app. Use when asked to create, build, scaffold, or generate a new agent or app in a workspace.
integration-webhooks
BuilderIO
Cross-platform pattern for handling messaging integration webhooks (Slack, Telegram, WhatsApp, email, etc.) on serverless hosts. Use when adding a new integration adapter, debugging dropped messages, or wiring long-running agent work into a webhook handler.