Built Different. Built Better.
RapidCore isn't just another RAG platform. Our hybrid multi-layer search, metadata-aware embeddings, and MCP integration give you capabilities no other platform offers.
What Only RapidCore Can Do
These are the features that set RapidCore apart from every other RAG platform on the market.
Hybrid Multi-Layer Search
Vector search results seed knowledge graph traversal to find contextually related documents. Other platforms run layers independently — we chain them for richer, more relevant results.
Metadata-Aware Embeddings
Document metadata is embedded alongside content, so searches understand context like fund names, ISINs, or department tags — not just raw text similarity.
HyDE Search (4 Modes)
Hypothetical Document Embeddings generate an ideal answer first, then search for real documents matching it. Four modes: off, on, auto, and both — configurable per request.
MCP Tool Integration
Native Model Context Protocol support lets your LLM use structured tools — sequential thinking, memory graphs, and custom tool servers — without custom code.
Vision-Based PDF Processing
Complex PDFs with tables, multi-column layouts, and scanned content are processed with marker-pdf vision extraction — with automatic fallback for simple documents.
6 Pluggable Document Splitters
Recursive character, markdown header, CSV row/grid, JSON structure, token-based, and Python code splitters — auto-detected by file type or overridden via YAML config.
Feature Comparison
See how RapidCore stacks up against popular RAG platforms and vector databases.
| Feature | RapidCore | RAGFlow | R2R | LlamaIndex | Vector DBs |
|---|---|---|---|---|---|
| Hybrid search (vector → graph chaining) | |||||
| Multi-layer parallel search | |||||
| Knowledge Graph RAG | |||||
| Metadata-aware embeddings | |||||
| HyDE (Hypothetical Document Embeddings) | |||||
| Vision-based PDF extraction | |||||
| Pluggable document splitters | |||||
| MCP tool integration | |||||
| WebSocket streaming | |||||
| Full self-hosted deployment | |||||
| Local / open-source model support | |||||
| API-first design | |||||
| Cross-encoder reranking | |||||
| Admin dashboard |
See RapidCore in Action
Book a personalized demo and see how RapidCore's unique capabilities can transform your enterprise knowledge retrieval.