Waleed b686111082 feat(textract): migrate to AWS SDK, add AnalyzeExpense and AnalyzeID (#5456)
* 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
2026-07-06 19:42:36 -07:00

Sim.ai Documentation Discord X

Ask DeepWiki Set Up with Cursor

Sim — Integrate, Context, Build, and Monitor AI agents

A workspace to build, deploy and manage AI agents and workflows.

Quickstart

Cloud-hosted: sim.ai

Open sim.ai

Self-hosted

npx simstudio

Open http://localhost:3000

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.

The Sim platform — chat on the left, the visual workflow builder on the right

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 in Sim — structured data your agents can query

Tables — a database, built in

Files in Sim — documents for your team and every agent

Files — one store for your team and every agent

Knowledge bases in Sim — synced docs your agents can search

Knowledge — your agents' memory

Scheduled tasks in Sim — recurring agent runs on a calendar

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

Open http://localhost:3000

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

  1. Clone and install:
git clone https://github.com/simstudioai/sim.git
cd sim
bun install
bun run prepare  # Set up pre-commit hooks
  1. 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.

  1. 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"
  1. Run migrations:
cd packages/db && bun run db:migrate
  1. 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_KEY environment 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

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.

Built by the Sim team in San Francisco

Languages
TypeScript 77%
MDX 20.8%
JavaScript 1.9%
CSS 0.1%