OpenAI Semantic Reverse Proxy (kachedb-proxy)

The kachedb-proxy service is a lightweight, standalone reverse proxy that bridges AI developer tools (Cursor, Aider, Continue.dev, LiteLLM, LangChain, and OpenAI SDKs) with KacheDB's in-memory SIMD vector cache.


🏗️ Architecture & Packet Flow

┌─────────────────────────────────────────────────────────────────────────────┐
│                    CLIENT: Cursor / Aider / OpenAI SDK                      │
└──────────────────────────────────────┬──────────────────────────────────────┘
                                       │ POST /v1/chat/completions
                                       ▼
┌─────────────────────────────────────────────────────────────────────────────┐
│                   KACHEDB-PROXY (localhost:8080)                            │
│  1. Extract messages & canonicalize prompt text                             │
│  2. Compute local 384-dim embedding via FastEmbed/ONNX in 2-4 ms ($0 cost)  │
│  3. SIMD vector query to KacheDB daemon (127.0.0.1:6379, < 0.3 ms)          │
└───────────────────────┬─────────────────────────────┬───────────────────────┘
                        │                             │
              [ SEMANTIC HIT (>= 0.85) ]      [ SEMANTIC MISS ]
                        │                             │
                        ▼                             ▼
        ⚡ Return Cached Response (JSON/SSE)    🌐 Forward to Upstream LLM
        - Latency: < 5 ms                      - Pass client auth headers
        - Upstream Cost: $0.00                 - Stream chunks to client
        - Header: X-KacheDB-Cache: HIT         - Async VADD to KacheDB

🚀 Quickstart

1. Start KacheDB Server

./target/release/kachedb-server -p 6379

2. Launch kachedb-proxy

cargo run --release --manifest-path kachedb-proxy/Cargo.toml -- \
  --port 8080 \
  --upstream https://api.openai.com/v1 \
  --kachedb-port 6379

3. Connect Cursor / IDE

Set OpenAI Base URL in Cursor settings:

http://localhost:8080/v1

⚙️ Configuration Reference

ParameterEnvironment VariableDefaultDescription
--portKACHEDB_PROXY_PORT8080Local HTTP listening port
--upstreamUPSTREAM_BASE_URLhttps://api.openai.com/v1Target LLM endpoint
--kachedb-hostKACHEDB_HOST127.0.0.1KacheDB daemon IP
--kachedb-portKACHEDB_PORT6379KacheDB daemon port
--thresholdSIMILARITY_THRESHOLD0.85Cosine similarity threshold (0.0–1.0)
--ttlCACHE_TTL_SECONDS86400Expiration time for cached responses (seconds)
--embedding-modelEMBEDDING_MODELbge-small-en-v1.5On-device ONNX embedding model