AI Copilot

AI Copilot

SyncFlow includes an LLM-powered AI copilot for pipeline assistance, review, and optimization.

Endpoints

Method	Path	Description
POST	/api/ai/chat	Chat with AI copilot
POST	/api/ai/plan	Create reasoning plan
POST	/api/ai/analyze	Multi-agent analysis
POST	/api/ai/document	Search knowledge base
POST	/api/ai/review	AI pipeline review
POST	/api/ai/recommend	Optimization recommendations
GET	/api/ai/history	Conversation history

Features

Chat

Conversational interface for pipeline questions:

POST /api/ai/chat
{
  "message": "How do I set up CDC from PostgreSQL to MySQL?",
  "sessionId": "optional-session-id"
}

Pipeline Review

AI analyzes a pipeline design and suggests improvements:

POST /api/ai/review
{
  "pipelineId": "pipeline-uuid"
}

Review covers:

• Column type compatibility
• Missing transformations
• Performance bottlenecks
• Security concerns
• Best practices

Optimization Recommendations

POST /api/ai/recommend
{
  "pipelineId": "pipeline-uuid",
  "metrics": {
    "throughput": 1000,
    "latency": 50,
    "errorRate": 0.01
  }
}

Knowledge Base Search

Semantic search across pipeline documentation:

POST /api/ai/document
{
  "query": "how to handle schema changes in CDC"
}

Configuration

syncflow:
  ai:
    endpoint: ${SYNCFLOW_AI_ENDPOINT:https://api.openai.com/v1/chat/completions}
    model: ${SYNCFLOW_AI_MODEL:gpt-4o}
    api-key: ${SYNCFLOW_AI_API_KEY:}
    max-tokens: 4096
    temperature: 0.3

Authentication

AI endpoints require AI_USE permission. Check via AuthorizationService.

Privacy

• Prompts are not stored permanently
• Conversation history is session-scoped
• No sensitive data (credentials, tokens) included in prompts