* feat(snowflake): credential-based auth, object pickers, and 9 new operations
Replace the per-block host + PAT fields with a Snowflake service-account
credential, move the credential picker to the top of the block, back the
object fields with metadata-only pickers, and add nine operations.
- credential: snowflake-service-account token service account (account host +
programmatic access token), verified against the SQL API with the same
headers the tools use
- selectors: database, schema, table, warehouse, execution role, file format
and procedure pickers behind one /api/tools/snowflake/objects route
- new operations: unload_data, list_databases, list_schemas, list_tables,
alter_warehouse, resume_task, suspend_task, list_query_history,
list_copy_history
* fix(snowflake): migrate renamed subblock IDs and authenticate before parsing
- add SUBBLOCK_ID_MIGRATIONS entries so the renamed object fields map onto
their pickers and the removed host/apiKey values are parked
- authenticate the caller before contract validation in the selector route,
per the API route convention
* fix(snowflake): close unload-query breakouts, drop parked secrets, correct docs
- assertBalancedQuery now skips // line comments, $$ dollar quoting and rejects
ambiguous nested block comments; each hid a paren that let an injected
OVERWRITE = TRUE escape the derived table
- always emit OVERWRITE so an injected duplicate is rejected by Snowflake
rather than silently replacing staged files
- _removed_ migration targets now drop the stored value instead of parking it
under a dead key, where export scrubbing (which walks the block config) would
never clear it
- 403 falls back to the shared invalid-credentials message, which names the
network policy and SQL API causes Snowflake does not distinguish in the body
- correct the network-policy-by-user-type claim: only SERVICE_AGENT is exempt
- correct MAX_FILE_SIZE and errorOnly tool descriptions to match the fixed code
* fix(snowflake): stop untouched switches emitting clauses; retarget migration
- an untouched switch serializes as null, and advanced mode emits every
advanced subblock, so alter_warehouse silently sent AUTO_RESUME = FALSE and
permanently disabled auto-resume on the warehouse; normalize optional
booleans to undefined in tools.config.params
- point the subblock migration at the advanced text members: a migrated block
has no credential, so a picker cannot hydrate a stored name, and legacy
fileFormat values were qualified while the picker lists bare names
- add the missing json-object wand type and scope the SQL wand prompt, which
promised bindings that unload_data does not accept
* fix(migrations): sweep already-parked subblock values; align picker 403
- an earlier version of this migration renamed retired fields into _removed_*
keys instead of deleting them, so deployed workflows still hold those values;
they match no oldId, so a dedicated sweep clears them for every block type
- the picker now treats a Snowflake 403 like a 401: it means a network policy
or a disabled SQL API, which the credential validator already reports as a
credential problem rather than a bad request
* fix(wand): add json-array generation type for array-contract fields
The json-object reinforcement tells the model the response must start with {
and end with }, which fights any field whose contract is an array. Snowflake's
rows, matchColumns and procedureArguments all ask for arrays, so they were
being steered toward an object that the JSON parse would then reject.
Adds a sibling json-array type that strips fences the same way but reinforces
brackets, and points the three array fields at it. bindings and filters are
genuine objects and stay on json-object.
* fix(snowflake): unload a table, not an inline query
The COPY INTO grammar places the source immediately before its copy options, so
an inlined query sits one parenthesis from being able to rewrite them. Guarding
that means matching Snowflake's tokenizer exactly, and three successive versions
of the guard were each defeated: // line comments, $$ dollar quoting, and a bare
carriage return, which the scanner did not treat as a line terminator but
Snowflake does. Each fix was a guess at a lexer the public docs do not specify.
Removes the inline-query source instead of guessing a fourth time. A table name
goes through qualifiedIdentifier, which is provably safe. Exporting a query
result now means materializing it first — a view, or CREATE TABLE AS SELECT via
Execute SQL — which the tool description, the block skill and the docs all say.
Also from the final audit:
- optionalBoolean accepts the string forms a direct tool call delivers, matching
the other boolean readers on this block, and its TSDoc no longer states the
serializer rule backwards
- the five JSON editors declare language: 'json', so invalid JSON is caught
inline instead of at execution
- bound the RESULT_SCAN read in SQL, not only by rows_per_resultset
- pin every migration target to a live subblock id, for all blocks
A workspace to build, deploy and manage AI agents and workflows.
Quickstart
Cloud-hosted: sim.ai
Self-hosted
git clone https://github.com/simstudioai/sim.git && cd sim
bun install
bun run setup
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, and knowledge all live in the same workspace.
Tables — a database, built in |
Files — one store for your team and every agent |
Knowledge — your agents' memory |
Self-hosting
bun run setup is an interactive wizard: it provisions the database, generates secrets, writes your .env files, connects a Chat API key, and starts Sim the way you choose:
- Local dev — run from source to contribute or hack on Sim
- Docker Compose — a self-contained instance for testing self-hosting
- Kubernetes (Helm) — deploy to a local cluster
When it finishes, open http://localhost:3000.
Reconfigure an optional capability without rerunning the full wizard:
bun run setup status
bun run setup email
bun run setup storage
bun run setup sandbox
bun run setup jobs
bun run setup cache
bun run setup knowledge
bun run setup llm
bun run setup integration slack
bun run setup status detects the effective local-dev, Docker Compose, or current-context
Helm configuration and reports configured, missing, or invalid capabilities and OAuth
integrations without printing credential values. This is separate from bun run sim status,
which reports whether installed services are running and healthy.
Manage your install with bun run sim:
bun run sim start | stop | restart # bring your install up / down / cycle
bun run sim status # what's installed and healthy
bun run sim logs # follow logs
bun run sim doctor # diagnose configuration problems
bun run sim down # remove containers (data kept)
bun run sim reset # archive .env and wipe managed data
sim detects how you're running (Docker Compose, local dev, or Kubernetes) and acts accordingly.
Prefer a bare sim? Run bun link once — but note sim lands in ~/.bun/bin, which Homebrew's bun doesn't add to your PATH, so you may need export PATH="$HOME/.bun/bin:$PATH" in your shell profile.
Sim also supports local models via Ollama and vLLM. See the self-hosting docs for details.
Chat API Keys
Chat is a Sim-managed service. bun run setup connects a Chat API key for you — sign in when it opens your browser and the key is stored automatically. To view, create, or revoke keys later, go to sim.ai/selfhost/settings/chat-keys.
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.




