* feat(aws): expand SES/STS/Secrets Manager tool coverage, fix API alignment gaps
- SES: add suppression list management, email identity CRUD, template
update, configuration set creation, custom verification email (10
new tools); fix silent httpsPolicy drop in create_configuration_set
and unvalidated suppression reason enum in list_suppressed_destinations
- STS: add AssumeRoleWithWebIdentity and AssumeRoleWithSAML (unsigned,
no static credentials required); extend assume_role with
policyArns/tags/transitiveTagKeys session params
- Secrets Manager: add describe_secret, tag_resource, untag_resource,
restore_secret, rotate_secret; fix list_secrets dropping
rotation/version metadata fields; normalize tool versions to 1.0.0
and alphabetize registry entries
All 31 tools verified param-by-param against live AWS API docs across
two independent audit passes.
* fix(aws): address review findings on SES config/identity and Secrets Manager rotation
- ses_create_configuration_set: validate suppressedReasons against
BOUNCE/COMPLAINT enum before calling AWS (was silently reaching AWS
as a generic 500 for bad values); tags now a proper Zod array schema
instead of a string with route-side JSON.parse
- ses_create_email_identity: dkimSigningAttributes and tags now proper
Zod object/array schemas instead of strings with route-side
JSON.parse, matching the pattern used elsewhere (e.g. sts_assume_role
tags, secrets_manager_tag_resource)
- secrets_manager_rotate_secret: reject automaticallyAfterDays and
scheduleExpression when both are supplied — AWS RotationRules
accepts only one
- sts createUnauthenticatedSTSClient: corrected a misleading comment
claiming these calls are fully unsigned; the SDK still falls through
its default credential provider chain
* fix(ses): correct json input types for tags/dkimSigningAttributes
The SES block declared the tags and dkimSigningAttributes block inputs
as 'string' instead of 'json', so the generic block executor never
parsed the JSON code-editor value before forwarding it — workflow runs
sent a raw JSON string where the contract now expects a structured
object/array, failing validation. Also corrected the corresponding
tool param TypeScript types, which were still typed as string | null.
* fix(ses): stop coercing switch string 'false' to true in create_configuration_set
Boolean('false') evaluates to true, so turning off the
reputationMetricsEnabled or sendingEnabled switch sent the opposite of
the user's choice to SES. Match the established === 'true' string
comparison pattern used elsewhere in the codebase.
* fix(sts): stop double-parsing assume_role session tags input
tags was declared as a 'json' block input, so the generic executor
JSON.parse'd it before the switch-case handler ran — but that handler
already converts the raw table-rows array (or a passthrough string)
into the JSON string the sts_assume_role contract expects. Declaring
it 'json' broke that conversion for non-string inputs. Reverted to
'string' so the handler's existing string/array disambiguation runs
on the untouched raw value.
* fix(sts): supply placeholder credentials to the unauthenticated client
createUnauthenticatedSTSClient omitted credentials entirely, so the
SDK's signing middleware fell through the default credential provider
chain and threw CredentialsProviderError before the request was sent
in any environment with no ambient AWS identity — even though
AssumeRoleWithWebIdentity/AssumeRoleWithSAML never check the
signature. Static placeholder credentials skip that resolution
without granting or requiring any real IAM identity.
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.





