Waleed
4ca7651ea6
* improvement(knowledge): eliminate N+1 on tag definitions in bulk upload createDocumentRecords previously called processDocumentTags per-doc, each running a SELECT against knowledge_base_tag_definitions — N queries that all returned the same kbId-scoped rows. Worse, those reads used the global db pool while the tx held a FOR UPDATE lock on the KB row, risking pool contention on large bulk uploads. Split the helper into loadTagDefinitions (single query, accepts the tx as executor) and resolveDocumentTags (pure, takes the pre-loaded Map). The bulk path loads once inside the transaction; createSingleDocument loads once outside its tx. Same throw-on-validation-error semantics preserved. * improvement(knowledge): fold processDocumentAsync prefetches into one JOIN processDocumentAsync was issuing three separate SELECTs per processed document: knowledge_base (config), workspace (billing settings), and document (tag values). For a typical Trigger.dev fleet processing thousands of docs, that's thousands of redundant pool checkouts. Collapsed into a single JOIN at the top of processDocumentAsync that fetches kb config + billed account user + document tag values in one roundtrip. The post-embedding tag SELECT (which previously held tags through the full embedding-generation wait) is gone; tags from the initial prefetch are reused. Behavior: - Missing/archived/deleted document or KB → same 'failed' status outcome as before, single consolidated error message. - Missing billed account → preserves existing error. - All 208 KB tests pass (test mock extended for innerJoin/leftJoin). * improvement(knowledge): skip tag-definitions load when no doc carries tags Trim verbose comments in the same pass. * lint
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
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 and realtime socket server
Or run separately: bun run dev (Next.js) and cd apps/sim && bun run dev:sockets (realtime).
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
- 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.
Made with ❤️ by the Sim Team