* feat(knowledge): add Live sync option to KB connector modal for Max/Enterprise users Adds a "Live" (every 5 min) sync frequency option gated to Max and Enterprise plan users. Includes client-side badge + disabled state, shared sync intervals constant, and server-side plan validation on both POST and PATCH connector routes. * fix(knowledge): record embedding usage cost for KB document processing Adds billing tracking to the KB embedding pipeline, which was previously generating OpenAI API calls with no cost recorded. Token counts are now captured from the actual API response and recorded via recordUsage after successful embedding insertion. BYOK workspaces are excluded from billing. Applies to all execution paths: direct, BullMQ, and Trigger.dev. * fix(knowledge): simplify embedding billing — use calculateCost, return modelName - Use calculateCost() from @/providers/utils instead of inline formula, consistent with how LLM billing works throughout the platform - Return modelName from GenerateEmbeddingsResult so billing uses the actual model (handles custom Azure deployments) instead of a hardcoded fallback string - Fix docs-chunker.ts empty-path fallback to satisfy full GenerateEmbeddingsResult type * fix(knowledge): remove dev bypass from hasLiveSyncAccess * chore(knowledge): rename sync-intervals to consts, fix stale TSDoc comment * improvement(knowledge): extract MaxBadge component, capture billing config once per document * fix(knowledge): add knowledge-base to usage_log_source enum, fix docs-chunker type * fix(knowledge): generate migration for knowledge-base usage_log_source enum value * fix(knowledge): add knowledge-base to usage_log_source enum via drizzle-kit * fix(knowledge): fix search embedding test mocks, parallelize billing lookups * fix(knowledge): warn when embedding model has no pricing entry * fix(knowledge): call checkAndBillOverageThreshold after embedding usage
The open-source platform to build AI agents and run your agentic workforce. Connect 1,000+ integrations and LLMs to orchestrate agentic workflows.
Build Workflows with Ease
Design agent workflows visually on a canvas—connect agents, tools, and blocks, then run them instantly.
Supercharge with Copilot
Leverage Copilot to generate nodes, fix errors, and iterate on flows directly from natural language.
Integrate Vector Databases
Upload documents to a vector store and let agents answer questions grounded in your specific content.
Quickstart
Cloud-hosted: sim.ai
Self-hosted: NPM Package
npx simstudio
Note
Docker must be installed and running on your machine.
Options
| Flag | Description |
|---|---|
-p, --port <port> |
Port to run Sim on (default 3000) |
--no-pull |
Skip pulling latest Docker images |
Self-hosted: Docker Compose
git clone https://github.com/simstudioai/sim.git && cd sim
docker compose -f docker-compose.prod.yml up -d
Background worker note
The Docker Compose stack starts a dedicated worker container by default. If REDIS_URL is not configured, the worker will start, log that it is idle, and do no queue processing. This is expected. Queue-backed API, webhook, and schedule execution requires Redis; installs without Redis continue to use the inline execution path.
Sim also supports local models via Ollama and vLLM — see the Docker self-hosting docs for setup details.
Self-hosted: Manual Setup
Requirements: Bun, Node.js v20+, PostgreSQL 12+ with pgvector
- Clone and install:
git clone https://github.com/simstudioai/sim.git
cd sim
bun install
bun run prepare # Set up pre-commit hooks
- Set up PostgreSQL with pgvector:
docker run --name simstudio-db -e POSTGRES_PASSWORD=your_password -e POSTGRES_DB=simstudio -p 5432:5432 -d pgvector/pgvector:pg17
Or install manually via the pgvector guide.
- Configure environment:
cp apps/sim/.env.example apps/sim/.env
# Create your secrets
perl -i -pe "s/your_encryption_key/$(openssl rand -hex 32)/" apps/sim/.env
perl -i -pe "s/your_internal_api_secret/$(openssl rand -hex 32)/" apps/sim/.env
perl -i -pe "s/your_api_encryption_key/$(openssl rand -hex 32)/" apps/sim/.env
# DB configs for migration
cp packages/db/.env.example packages/db/.env
# Edit both .env files to set DATABASE_URL="postgresql://postgres:your_password@localhost:5432/simstudio"
- Run migrations:
cd packages/db && bun run db:migrate
- Start development servers:
bun run dev:full # Starts Next.js app, realtime socket server, and the BullMQ worker
If REDIS_URL is not configured, the worker will remain idle and execution continues inline.
Or run separately: bun run dev (Next.js), cd apps/sim && bun run dev:sockets (realtime), and cd apps/sim && bun run worker (BullMQ worker).
Copilot API Keys
Copilot is a Sim-managed service. To use Copilot on a self-hosted instance:
- Go to https://sim.ai → Settings → Copilot and generate a Copilot API key
- Set
COPILOT_API_KEYenvironment variable in your self-hosted apps/sim/.env file to that value
Environment Variables
See the environment variables reference for the full list, or apps/sim/.env.example for defaults.
Tech Stack
- Framework: Next.js (App Router)
- Runtime: Bun
- Database: PostgreSQL with Drizzle ORM
- Authentication: Better Auth
- UI: Shadcn, Tailwind CSS
- State Management: Zustand
- Flow Editor: ReactFlow
- Docs: Fumadocs
- Monorepo: Turborepo
- Realtime: Socket.io
- Background Jobs: Trigger.dev
- Remote Code Execution: E2B
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.
Made with ❤️ by the Sim Team


