* feat(pii): add opt-in GLiNER NER engine (PII_ENGINE), device-agnostic Swap the 4 NER entity types (PERSON/LOCATION/NRP/DATE_TIME) to a single multilingual GLiNER zero-shot model when PII_ENGINE=gliner; spaCy stays the default and all ~36 regex/checksum recognizers are identical on both engines. Device-agnostic via PII_DEVICE / cuda auto-detect — same code on Fargate CPU now and EC2-GPU later. - engines.py: side-effect-free builders; SharedModelGLiNERRecognizer loads ONE model shared across the 5 per-language instances and restricts labels to the entities it owns; small spaCy models keep tokenization/lemmas for the regex recognizers; fail-fast on the lean image - pii.Dockerfile: multi-stage — default target unchanged (lean spaCy); --target gliner is a superset (torch CPU + gliner + baked model) where both engines work; gliner-gpu scaffold for the GPU fleet - CI publishes the gliner variant (:staging-gliner/:latest-gliner, amd64) - Helm: pii.engine / pii.device values wired to PII_ENGINE/PII_DEVICE - scripts/bench_engines.py: throughput + NER-parity diff harness - tests: unit (mocked GLiNER) + in-image integration for both engines Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Up3F97mjCH9HCj1pX4J8VJ * refactor(pii): ship both engines in one image — engine is a pure env flip Collapse the gliner build target into the single pii image: spaCy lg models, torch (CPU), gliner, and the baked GLiNER weights all ship in it, so PII_ENGINE switches engines with no image swap and no tag matrix. CI reverts to the single pii build (no -gliner tags). The GPU variant becomes the same Dockerfile built with --build-arg TORCH_INDEX_URL=.../cu128. Image grows ~6.1GB -> ~9.6GB. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Up3F97mjCH9HCj1pX4J8VJ --------- Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
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.





