RAG 与向量检索 MCP 服务器

Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose.

Classify documents, extract structured fields, mask PII, export JSONL/RAG datasets for AI agents.

Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

Read markdown with inlined images and index headings for agentic RAG workflows.

Pay-per-call APIs settled on Kaspa L1: text tools, web reading, embeddings and semantic search, Kaspa chain data, LLM inference and RISC…

Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant.

Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI…

MCP server for Forge, Voxell's embedding API. Voxell's Ingot-8B-R3 ranks #1 for English on MTEB.

Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers

Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.

Connect to [Vpuna AI Search Service](https://aisearch.vpuna.com), a developer first platform for semantic search, summarization, and…

Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why.