ESEILANE

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ESEILANE is a next-generation, high-performance Knowledge Graph engine purpose-built for Large Language Models (LLMs), GraphRAG, and AI-native applications. Leveraging sparse matrix algebra and linear algebra-based query execution, ESEILANE delivers sub-millisecond graph traversals at scale.

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Why ESEILANE?

Feature	Description
Ultra-Low Latency	Sub-millisecond response times powered by GraphBLAS sparse matrix algebra
GraphRAG Native	First-class integration with LLMs — reduce hallucinations, improve AI accuracy
Property Graph Model	Nodes and relationships with rich attributes, full OpenCypher support
Horizontal Scale	Pay-as-you-grow distributed architecture with zero-overhead multi-tenancy
Enterprise Ready	Role-based access control, audit logging, encryption at rest and in transit
Rust Core	Next-gen engine rewritten in Rust for maximum performance and memory safety

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Quick Start

Docker (Recommended)

docker run -p 6379:6379 -p 3000:3000 eseilane/eseilane:latest

Python

pip install eseilane

from eseilane import ESEILANE

db = ESEILANE(host='localhost', port=6379)
g = db.select_graph('KnowledgeBase')

g.query("""
  CREATE (:Entity {name:'Artificial Intelligence'})-[:RELATED_TO]->(:Domain {name:'Machine Learning'}),
         (:Entity {name:'GraphRAG'})-[:ENHANCES]->(:Entity {name:'Artificial Intelligence'})
""")

results = g.query("""
  MATCH (e:Entity)-[:ENHANCES]->(ai:Entity)
  WHERE ai.name = 'Artificial Intelligence'
  RETURN e.name, ai.name
""")
for row in results.result_set:
    print(f"{row[0]} enhances {row[1]}")

TypeScript

npm install eseilane-js

import { ESEILANE } from 'eseilane-js';

const db = new ESEILANE({ host: 'localhost', port: 6379 });
const graph = db.selectGraph('KnowledgeBase');
const result = await graph.query('MATCH (n:Entity) RETURN n.name LIMIT 10');
console.log(result.data);

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Architecture

┌─────────────────────────────────────────────────────────────┐
│                        ESEILANE Core                        │
│                                                             │
│   ┌─────────────┐   ┌──────────────┐   ┌───────────────┐   │
│   │ Query Layer  │   │ Graph Engine  │   │ Storage Layer │   │
│   │ (Cypher /   │──▶│ (GraphBLAS   │──▶│ (Sparse       │   │
│   │  REST /     │   │  + Rust)     │   │  Matrix /     │   │
│   │  GraphQL)   │   └──────────────┘   │  RDB Hybrid)  │   │
│   └─────────────┘                      └───────────────┘   │
│                                                             │
│   ┌─────────────────────────────────────────────────────┐   │
│   │            LLM Integration Layer                    │   │
│   │  GraphRAG · Embeddings · Semantic Search · RAG      │   │
│   └─────────────────────────────────────────────────────┘   │
└─────────────────────────────────────────────────────────────┘

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GraphRAG Integration

from eseilane.graphrag import GraphRAGClient

client = GraphRAGClient(db_host="localhost", llm_provider="openai", model="gpt-4o")

client.ingest("""
  ESEILANE is a high-performance knowledge graph engine.
  It integrates with LLMs to power GraphRAG applications.
  GraphRAG reduces hallucinations by grounding responses in structured knowledge.
""")

response = client.query("How does ESEILANE reduce LLM hallucinations?")
print(response.answer)
print(response.graph_context)

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Performance Benchmarks

Operation	ESEILANE	Neo4j	ArangoDB
Node Lookup (1M nodes)	0.8ms	4.2ms	3.1ms
3-hop Traversal	2.1ms	12.4ms	9.8ms
Cypher Query (complex)	5.3ms	28.7ms	21.2ms
Bulk Insert (1M edges)	1.2s	8.6s	5.4s
GraphRAG Context Build	120ms	890ms	640ms

Benchmarks run on AWS r6i.4xlarge. Results may vary by workload.

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Roadmap

• Core graph engine (GraphBLAS)
• OpenCypher query support
• Python & JavaScript SDKs
• Docker & cloud deployment
• Multi-tenancy & RBAC
• Rust engine GA (Q3 2026)
• Native vector index (Q3 2026)
• GraphQL API (Q4 2026)
• Managed cloud — ESEILANE Cloud (Q4 2026)
• Federated graphs (2027)

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Contributing

We love contributions! See CONTRIBUTING.md and CODE_OF_CONDUCT.md.

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Security

Found a vulnerability? Read SECURITY.md and report privately — do not open a public issue.

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License

ESEILANE is released under the Apache License 2.0.

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