LlamaIndex integration for SynapCores (RAG, GraphRAG, and hybrid retrieval)

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GitHub - SynapCores/synapcores-llamaindex: Official LlamaIndex integration packages for SynapCores — RAG, GraphRAG, and hybrid retrieval on the AI-native SQL engine. · GitHub

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synapcores-llamaindex

Official LlamaIndex integration packages for SynapCores — the AI-native SQL engine.

Replace Postgres + pgvector + Neo4j + Redis with one self-hosted binary. RAG, GraphRAG, agent memory, and SQL in a single deployable engine.

# Vector store (RAG)<br>pip install llama-index llama-index-vector-stores-synapcores

# Property graph store (GraphRAG)<br>pip install llama-index llama-index-graph-stores-synapcores

from llama_index.core import VectorStoreIndex<br>from llama_index.vector_stores.synapcores import SynapCoresVectorStore

vector_store = SynapCoresVectorStore(<br>uri="http://localhost:8080",<br>table_name="llama_nodes",<br>embedding_dim=1536,

index = VectorStoreIndex.from_documents(docs, storage_context=...)<br>response = index.as_query_engine().query("What is in the docs?")

Packages

Package<br>Class<br>Status

llama-index-vector-stores-synapcores<br>SynapCoresVectorStore<br>v0.1.0 alpha

llama-index-graph-stores-synapcores<br>SynapCoresPropertyGraphStore<br>v0.1.0 alpha

A hybrid retriever — SynapCoresHybridRetriever combining vector + graph + SQL in a single retrieval call — is on the v0.2.0 roadmap.

Engine requirements

synapcores/community:v1.7.0.2-ce or newer (needs HNSW DDL, ->> JSON arrow, Cypher)

Default HTTP gateway on :8080

Docs

SRD.md — design + implementation notes

docker/docker-compose.yml — local engine for tests

License

MIT.

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Official LlamaIndex integration packages for SynapCores — RAG, GraphRAG, and hybrid retrieval on the AI-native SQL engine.

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Readme

License

MIT license

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