* feat(textract): migrate to AWS SDK, add AnalyzeExpense and AnalyzeID - Replace hand-rolled AWS SigV4 signing with @aws-sdk/client-textract, matching sibling AWS integrations (secrets_manager, s3, sts) - Add Analyze Expense operation (invoice/receipt structured extraction) via AnalyzeExpense/StartExpenseAnalysis+GetExpenseAnalysis - Add Analyze Identity Document operation (AnalyzeID) with optional back-of-ID page - Add an operation selector to the textract_v2 block; defaults to the existing Analyze Document behavior for backward compatibility - Add tests for tool body/response mapping and route-level AWS response normalization * fix(textract): forward URL documents and fix ambiguous error status - textract_analyze_expense/textract_analyze_id now fall back to filePath/filePathBack when the document input is a URL string rather than an uploaded file object, so advanced "File reference" URL inputs actually reach the API (Cursor Bugbot) - mapTextractSdkError defaults to 500 (not 400) when the AWS SDK error has no HTTP status, since that implies a server-side/network failure rather than a bad request (Greptile) * fix(textract): stop stale processingMode from hiding ID document fields - Front-document fields (fileUpload/fileReference) are shared across all 3 operations; gate them with a values-aware condition so switching to Analyze Identity Document keeps them visible even if a stale processingMode='async' is left over from a previous operation - S3 URI field now also requires operation !== 'analyze_id', since that operation never supports S3 input * fix(textract): preserve first-page metadata across async pagination pollTextractJob's merge callbacks spread only the latest page, dropping any field (DocumentMetadata, model version) the first page had but a follow-up NextToken page omits. Merge accumulated first so later pages only override fields they actually return. * fix(textract): pass through the real upstream status for filePath fetch failures fetchDocumentBytes hardcoded 400 for any non-OK response from a document URL, masking transient 5xx failures from the document host as client errors and blocking tool-execution retries. Use the actual response status instead. * chore(textract): drop redundant inline comments
A workspace to build, deploy and manage AI agents and workflows.
Quickstart
Cloud-hosted: sim.ai
Self-hosted
npx simstudio
Docker must be installed and running. Use -p, --port <port> to run Sim on a different port, or --no-pull to skip pulling the latest Docker images.
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, knowledge, and scheduled tasks all live in the same workspace.
Tables — a database, built in |
Files — one store for your team and every agent |
Knowledge — your agents' memory |
Scheduled tasks — runs on your schedule |
Self-hosting
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.
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).
Chat API Keys
Chat is a Sim-managed service. To use Chat on a self-hosted instance:
- Go to https://sim.ai → Settings → Chat keys and generate a Chat 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
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.





