Business knowledge (RAG) - apowerb by thaink2

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Concepts

Business Agents

Frontend

Automation

AgentOps

Integrations

Tools & Skills

Ecosystem

Contributing

Business knowledge (RAG) lets an agent answer from documents you provide. Indexing is delegated to the RAG service (th2rag), reachable at RAG_BASE_URL.

Use Case: FAQ Automation

Automatically answering common customer or internal questions based on your support knowledge base.

Upload documents → indexed by th2rag → the agent searches them when answering

Sources

Source	Endpoint	Notes
Files	`POST /api/rag/index-files`	PDF, CSV, TXT, DOCX… max 50 MB per file
URL	`POST /api/rag/index-url`	Crawls and indexes a web page
Database, SQL	`POST /api/rag/index-db`	Indexes the result of a SQL query
Database, natural language	`POST /api/rag/index-db-nl`	Same, from a question
S3	`POST /api/rag/index-s3`	Indexes files from a bucket

Following progress

Poll GET /api/rag/status/{knowledge_id}
Or stream GET /api/rag/stream/{agent_id}?session_id=xxx — events connected, status, complete

GET /api/rag/knowledge/{agent_id} lists what an agent currently has indexed.

Security

Path traversal is blocked on session and agent identifiers
URL indexing refuses localhost and private address ranges (SSRF protection)
Session ownership is validated on every call
Completion callbacks from th2rag are verified with an HMAC-SHA256 signature (RAG_WEBHOOK_SECRET)