promptfoo--promptfoo/examples/integration-slack

integration-slack (Slack Integration)

This example shows how to collect human feedback via Slack for evaluating AI responses.

Prerequisites

1. Install the Slack Web API (optional dependency):

   npm install @slack/web-api
   

2. Create a Slack App:

   • Go to https://api.slack.com/apps
   • Click "Create New App" → "From scratch"
   • Give it a name (e.g., "Promptfoo Evaluator")
   • Select your workspace

3. Add Bot Token Scopes:

   • Go to "OAuth & Permissions"
   • Under "Bot Token Scopes", add:
     • chat:write
     • channels:history
     • channels:read
     • groups:history
     • groups:read
     • im:history
     • im:read

4. Install to Workspace:

   • Click "Install to Workspace"
   • Copy the Bot User OAuth Token (starts with xoxb-)

5. Set Environment Variable:

   export SLACK_BOT_TOKEN=xoxb-your-token-here
   

6. Invite Bot to Channel:

   • In Slack, go to your test channel
   • Type /invite @your-bot-name

Running the Example

You can run this example with:

npx promptfoo@latest init --example integration-slack
cd integration-slack

Then update the channel ID in promptfooconfig.yaml and run:

npx promptfoo@latest eval

Configuration

The example compares AI responses with human feedback:

providers:
  - openai:gpt-4o-mini # AI model
  - slack:C_YOUR_CHANNEL_ID # Human feedback

When you run the evaluation:

1. The AI model generates responses
2. The Slack provider posts prompts to your channel
3. Humans respond in Slack
4. Results are collected and compared

Finding Your Channel ID

In Slack:

1. Click the channel name at the top
2. Click "About" tab
3. Look for "Channel ID" at the bottom

Advanced Usage

For more advanced configurations (specific user feedback, timeout settings, etc.), see the Slack provider documentation.