* fix(realtime): keep the file-doc store reconnecting instead of dying quietly A relay that lost Redis for longer than its retry budget did not degrade — it went silently split-brain and stayed that way. The reconnect strategy returned an `Error` after ten attempts, which tells node-redis to give up and CLOSE the client, and a closed client rejects every command with "The client is closed" for the rest of the process's life. From that point the task kept serving clients while its rooms stopped receiving other tasks' updates, its own edits stopped reaching the shared stream (also the crash buffer between persists), and seeds, locks and the persist If-Match token all failed. The tail loop then treated that as a transient read error — `running` is only false during shutdown, so it retried every 500ms forever, one warning per attempt. A tab left open overnight produced thousands of identical lines, which is how the actual failure stayed invisible. - Never stop reconnecting. This process holds live documents whose only convergence path is that connection, so a connection it can rebuild is always worth rebuilding. Same capped backoff, now via the shared `backoffWithJitter`, and no error return. - Back the reader off after a failed read (500ms → 10s) instead of retrying at the read cadence, re-open a client that was CLOSED — node-redis reconnects a dropped client, never a closed one — and log the first failure of a streak then one in twenty, carrying the streak length, so an outage stays visible without burying itself. Pinned by a test that models a closed connection: six read attempts in three seconds before, about three after, and proof the reader is re-opened rather than abandoned. * fix(realtime): end the reader's failure streak on an idle read, not a busy one Review findings, both accurate. The streak reset sat after the entries were applied, so a blocking read that timed out with nothing new — the idle steady state — skipped it via `continue`. A healed outage's count therefore survived through normal polling, and the next unrelated blip opened at the backoff cap: minutes of avoidable split-brain, and a log line claiming a failure count it never earned. The streak now ends on the read RETURNING, which is what proves the connection works. Also: the new test built a raw `setTimeout` promise instead of the shared `sleep`, which CLAUDE.md calls out by name. * test(realtime): assert the retry delay, not a count inside a window The streak-reset guard could pass on the very regression it exists to catch. It counted read attempts inside a 1900ms window, and the jittered delay for a carried streak is 1600–2400ms — so whenever jitter landed below about 0.95, a second read fell inside the window and the assertion held even though the idle reads had never cleared `failures`. A single falsification run happened to draw a long delay, which is exactly how a guard like this goes quiet. Assert the delay itself instead. The first retry after a reset is 500ms ±20% (400–600ms); carried over it is the third, 2000ms ±20% (1600–2400ms). Those ranges are disjoint, so the check no longer depends on which jitter is drawn: against the old placement it now fails every time (measured 2160ms, 1925ms, 2046ms against the 1000ms bound).
A workspace to build, deploy and manage AI agents and workflows.
Quickstart
Cloud-hosted: sim.ai
Self-hosted
git clone https://github.com/simstudioai/sim.git && cd sim
bun install
bun run setup
Capabilities
- Connect 1,000+ integrations and every major LLM
- Add Slack, Notion, HubSpot, Salesforce, databases, and more
- Build agents visually, conversationally, or with code
- Ingest files, knowledge bases, and structured table data
- Monitor runs, logs, schedules, and workflow activity
One workspace, every surface
Chat and workflows are just the start — tables, files, and knowledge all live in the same workspace.
Tables — a database, built in |
Files — one store for your team and every agent |
Knowledge — your agents' memory |
Self-hosting
bun run setup is an interactive wizard: it provisions the database, generates secrets, writes your .env files, connects a Chat API key, and starts Sim the way you choose:
- Local dev — run from source to contribute or hack on Sim
- Docker Compose — a self-contained instance for testing self-hosting
- Kubernetes (Helm) — deploy to a local cluster
When it finishes, open http://localhost:3000.
Reconfigure an optional capability without rerunning the full wizard:
bun run setup status
bun run setup email
bun run setup storage
bun run setup sandbox
bun run setup jobs
bun run setup cache
bun run setup knowledge
bun run setup llm
bun run setup integration slack
bun run setup status detects the effective local-dev, Docker Compose, or current-context
Helm configuration and reports configured, missing, or invalid capabilities and OAuth
integrations without printing credential values. This is separate from bun run sim status,
which reports whether installed services are running and healthy.
Manage your install with bun run sim:
bun run sim start | stop | restart # bring your install up / down / cycle
bun run sim update # pull/rebuild and apply Compose images
bun run sim status # what's installed and healthy
bun run sim logs # follow logs
bun run sim doctor # diagnose configuration problems
bun run sim down # remove containers (data kept)
bun run sim reset # archive .env and wipe managed data
sim detects how you're running (Docker Compose, local dev, or Kubernetes) and acts accordingly.
Prefer a bare sim? Run bun link once — but note sim lands in ~/.bun/bin, which Homebrew's bun doesn't add to your PATH, so you may need export PATH="$HOME/.bun/bin:$PATH" in your shell profile.
Sim also supports local models via Ollama and vLLM. See the self-hosting docs for details.
Chat API Keys
Chat is a Sim-managed service. bun run setup connects a Chat API key for you — sign in when it opens your browser and the key is stored automatically. To view, create, or revoke keys later, go to sim.ai/selfhost/settings/chat-keys.
Environment Variables
See the environment variables reference for the full list, or apps/sim/.env.example for defaults.
Tech Stack
Next.js · Bun · PostgreSQL · Drizzle · Better Auth · Tailwind — and the rest of the stack
- Framework: Next.js (App Router)
- Runtime: Bun
- Database: PostgreSQL with Drizzle ORM
- Authentication: Better Auth
- Schema Validation: Zod
- UI: Shadcn, Tailwind CSS
- Streaming Markdown: Streamdown
- State Management: Zustand, TanStack Query
- Flow Editor: ReactFlow
- Docs: Fumadocs
- Monorepo: Turborepo
- Realtime: Socket.io
- Background Jobs: Trigger.dev
- Remote Code Execution: E2B
- Isolated Code Execution: isolated-vm
Contributing
We welcome contributions! Please see our Contributing Guide for details.
License
This project is licensed under the Apache License 2.0 - see the LICENSE file for details.




