Did some exploration over the weekend on how to enhance @neo4j.com Cypher MCP server. Here are my thoughts: towardsdatascience.com/preventing-c...

Struggling to evaluate your LLM agents' complex graph queries? Tomaz Bratanic's new article tackles the lack of robust evaluation for GraphRAG in MCP agentic systems. Learn how to build a benchmark for measuring retrieval quality and multi-step reasoning.

Everyone’s building agents and spinning up MCP servers. But almost no one is talking about evaluation. In my latest post, I introduce a framework for evaluating graph retrieval in @neo4j.com MCP-based agentic systems, using @langchain.bsky.social towardsdatascience.com/evaluating-g...

In my latest @towardsdatascience.com blog, I've used @langchain.bsky.social to show how to structure legal docs as a knowledge graph in @neo4j.com , and then implement a LangGraph agent with supporting benchmark to demonstrate the power of agentic GraphRAG. towardsdatascience.com/agentic-grap...

Over the past months, we've been exploring text2cypher agentic flows with @llamaindex.bsky.social . The result? A comprehensive repository featuring multiple @neo4j.bsky.social workflows, a benchmarking framework, and an web UI. www.llamaindex.ai/blog/buildin...

Text embeddings are great at encoding unstructured text, but they aren’t very good at dealing with structured information and operations such as filtering, sorting, or aggregations. What do you need? Other tools, such as #KnowledgeGraphs :) bit.ly/3XMWrjC #Neo4j #llms

We've added an example how to build an advanced @neo4j.bsky.social text2cypher agent with @langchain.bsky.social 's LangGraph. Would love to hear your thought! python.langchain.com/docs/tutoria...

I'm learning @llamaindex.bsky.social workflows by implementing an advanced @neo4j.bsky.social text2cypher agent. I'm quite impressed by the ease of implementing various, optionally concurrent, flows.

My last blog post on @towardsdatascience.com was about the underlying implementation of constructing knowledge graphs with @langchain.bsky.social 's LLMGraphTransformer! towardsdatascience.com/building-kno...