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Knowledge Bases & Search API Specification & Integration Reference

POST Knowledge Bases & Vector Search API

/api/v1/knowledge-bases

Manage AI knowledge bases, index FAQs, plain text, and PDF documents, and perform grounded vector search & Q&A.

Base Billing 1 Credit
Typical Response 1-3 s
Client Timeout 15-30 s (recommended)
Provider Fallback Automatic
JSON Contract Envelope v1

Architecture Role & AI Definition

Knowledge Bases & Vector Search API provides low-latency, deterministic REST execution for production engineering workflows. It processes structured payloads with strict schema validation, returns uniform JSON envelopes, and is secured via SHA-256 API key authentication with atomic credit pre-authorization locks.

Production Reliability Guidelines

1. Strict Timeout Windows

Configure a hard client timeout of 5 to 8 seconds. If network latency spikes, cancel connection to avoid holding open sockets in worker pools.

2. Exponential Backoff with Jitter

Upon receiving 429 Rate Limit or transient 5xx, pause with exponential backoff:
wait = min(max_backoff, base * 2^attempt + jitter).

3. Atomic Pre-Auth Locks

RSFlowHub acquires an atomic lock verifying base credits before model invocation. If validation fails, zero credits are deducted.

Request Body Parameters

Field Type Required Description
name string Required Name of the Knowledge Base (e.g. "Support KB")
description string Optional Optional description of the knowledge base content.
status string Optional Status: active or inactive. Default is active.
settings object Optional Optional settings object for the knowledge base.
Management Operations are Free

Creating, listing, updating, and deleting Knowledge Bases, Items, and Documents are 0 AI credits. Credits are only charged when performing embedding generation, document processing, vector search, or AI question answering.


Integration Journey

  1. Create Knowledge Base: POST /api/v1/knowledge-bases
  2. Add Knowledge Items / FAQs: POST /api/v1/knowledge-bases/{id}/items
  3. Upload Documents (PDF / TXT): POST /api/v1/knowledge-bases/{id}/documents
  4. Perform Vector Search: POST /api/v1/knowledge-bases/{id}/search
  5. Perform Grounded Q&A: POST /api/v1/knowledge-bases/{id}/ask

Example Knowledge Ask Request

JSON Request
{
  "question": "What is the refund policy for annual subscriptions?",
  "top_k": 3,
  "min_confidence": 0.3
}
curl-trigger.sh cURL
curl -X POST https://rsflowhub.com/api/v1/knowledge-bases/1/ask \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "question": "What is the refund policy for annual subscriptions?"
  }'

Example Response

response.json JSON Response
200 OK
{
  "success": true,
  "request_id": "req_7f3a9c2d1e4b8a6f",
  "data": {
    "answer": "Annual subscriptions are eligible for a full refund within 14 days of purchase.",
    "sources": [
      {
        "id": "12",
        "source_type": "faq",
        "title": "Refund Policy",
        "confidence": 0.94
      }
    ],
    "usage": {
      "credits_used": 3,
      "credits_remaining": 997
    }
  },
  "meta": {
    "version": "v1",
    "timestamp": "2026-09-27T12:34:56+00:00"
  }
}

Common Failure Modes & Troubleshooting Matrix

HTTP Code Error Code Root Cause Recommended Remediation
401 API_KEY_MISSING / INVALID_API_KEY No key sent, or the key was mistyped or regenerated. Copy the current key from Dashboard → API Keys and send it as Authorization: Bearer (or X-API-Key).
402 INSUFFICIENT_CREDITS Your balance cannot cover the estimate for this call (base 1 credits plus input/output size). Buy a plan in Dashboard → Billing. Nothing was charged.
422 VALIDATION_ERROR A field is missing, too long or the wrong type, or the body is not valid JSON. Read error.details for the field messages and fix the request. Do not retry the same body.
429 RATE_LIMIT_EXCEEDED Your plan-wide or per-endpoint per-minute limit was reached. Wait the seconds in the Retry-After header, then retry with jitter. Rate limits
502 AI_PROVIDER_ERROR The AI model and its backup both failed. Retry with backoff and check the status page. Nothing was charged.

Technical Q&A (FAQ)

Each Knowledge Bases & Search API call costs 1 base credit, plus about 1 credit per 1,000 input characters. Failed calls are not charged.

No. Every request is processed fresh, because results depend on the full context you send.

Most requests complete in 1 to 3 seconds; set a client timeout of 60 seconds so a call that switches to a backup model can finish. On HTTP 429, wait for the Retry-After delay. Retry network errors once or twice with exponential backoff and jitter.

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