ladybugdb

Python, LlamaIndex, LangChain, 15 Property Graph, 4 RDF , 10 Vector, OpenSearch, Elasticsearch, Alfresco, Nuxeo DBs. 14 data sources (10 auto-sync), KG auto-building, Ontologies, LLMs, Docling, LlamaParse, LiteParse, GraphRAG, RAG, Hybrid Search, AI Chat. TypeScript React, Vue, Angular frontends, REST, MCP Server. Options: Langflow, CocoIndex

AI-native financial intelligence platform for accounting, financial reporting, and investment management. Models your ledger, reports, and portfolios as a knowledge graph that AI agents can query and operate. Fork-ready: GitHub Actions CI/CD deploys the CloudFormation infrastructure to your own AWS account.

A local MCP server for cross-repository semantic code intelligence in TypeScript and Go, backed by a persistent LadybugDB graph.

CLI + MCP for agent context: a task layer over TickTick, Notion, GitHub, Obsidian & more (RRF retrieval, provenance, reviewed writes, undo) plus a knowledge-graph layer — ats kg: facts from any source, human-ratified. Recommended engines: Graphiti (server), LadybugDB (embedded).

A rag + rag-graph native code intelligence layer for Java microservice estates, exposed to LLM agents via CLI

Benchmark suite for graph databases. Built to compare Grafeo with Neo4j, Memgraph, ArangoDB, FalkorDB, Nebula Graph and LadybugDB.

Thin Rust knowledge-graph service over LadybugDB. Logical successor to the Python graphiti fork.

A second brain in 3D: local-first hybrid graph-RAG. Flat vector search → graph traversal. Embedded DuckDB + LadybugDB, Ollama, NetworkX. Makes small local models punch above their weight via context efficiency.

Visual Object-Role Modeling (ORM 2) for VS Code: draw conceptual schemas, verbalize them in FORML, validate them, and map them to relational or LadybugDB property graph schemas.

Interactive graph visualization for Python notebooks.

nodejs bindings for ladybugdb

Fact evidence-first brain with property graph + hybrid RAG. Search is deduction. ETL included.

Git mirror for the Ruby binding for the LadybugDB embedded graph database

LLM First Graph RAG

🧬 Probabilistic identity resolution with stable temporal CellIDs, IdentityREIM calibration, and graph persistence.

Docker scaffold for popular graph databases

local-first temporal knowledge graph

PHP client for LadybugDB (embedded graph database) — native extension and FFI connectors behind one API

A Spring Data-like integration framework for [LadybugDB](https://ladybugdb.com), providing familiar Spring patterns for graph database operations.

YCSB in Go, forked to benchmark zu (embedded property-graph DB) head-to-head against LadybugDB, Neo4j, DuckDB, SQLite and PostgreSQL