社内データの民主化 - GraphRAGで全DBを自然言語で横断検索できるMCPサーバーを作った話

「テーブル名を知らなくてもDBを横断検索できる」って、これマジで革命的。

GraphRAGとMCPサーバーを組み合わせて、15スキーマ・991テーブルを自然言語でクエリ可能にする設計が凄すぎる。スキーマ跨ぎの結合関係をAIがトレースしてくれるの、DB担当泣かせの業務を完全に自動化できそう。

エンジニアなら必読。
https://zenn.dev/aircloset/articles/2731787582881a

#AI #GraphRAG #MCP

Neo4j + GraphRAG in Action: Live Refactor with Jennifer Reif In this live coding session I am joined by @jmhreif from @neo4j to refactor an AI powered file search application from PostgreSQL to Neo4j. The goal is to mo...

Going live today, 20:00 CEST 🚀

Jennifer Reif (@neo4j.com) and I are adding graph traversal on top of vector search and seeing what breaks (and what gets better). Expect a bit of chaos.

Join us 👇
youtube.com/live/KUcZL2y...
#GraphRAG #LangChain4J

🧠 From SQL to Intelligence: Why the Future of Data is AI + Graphs + Agents Most modern data stacks are broken in a subtle way. Not because they lack tools — but because they...

🧠 From SQL to Intelligence: Why the Future of Data is AI + Graphs + Agents Most modern data stacks are broken in a subtle way. Not because they lack tools — but because they separate things th...

#graphrag #rag #ai #agents

Origin | Interest | Match

I keep hearing about #GraphRAG vs classic #RAG …but what actually changes?

I’ll be figuring it out live with Jennifer Reif from @neo4j.com and asking all the naive questions. If you’ve got some, bring them here youtube.com/live/KUcZL2y...

GitHub - imagines-nummorum/agentic-graph-rag: GraphRAG-Driven Agentic Reasoning: A Research Prototype using ADK, MCP, and Neo4j GraphRAG-Driven Agentic Reasoning: A Research Prototype using ADK, MCP, and Neo4j - imagines-nummorum/agentic-graph-rag

Release: Agentic Reasoning Prototype!

Instead of forcing LLMs to hallucinate confidence, we provide a graph based ground truth (including ambiguity and conflicting interpretations).

github.com/imagines-num...

#Neo4j #MCP #ADK #GraphRAG #AI #OpenSource #KnowledgeGraph

Qualche anno fa una roba del genere l’avrei archiviata sotto “fantascienza hardcore da binge notturno”, tipo una di quelle idee che ti rimangono#agentiAIautonomi #AImultiagent #AIopensource #AIsimulazionesociale #BlackMirrortecnologia #futuroAI #GraphRAG
https://www.corrierenerd.it/mirofish/

Графы знаний в юридическом домене: как не потерять сложность при построении RAG-системы

Графы знаний в юридическом домене: как не потерять сложность при построении RAG-системы Графы знаний в RAG-сис...

#AI #artificial #intelligence #graph #database #graphrag #knowledge #graphs #large #language #models

Origin | Interest | Match

GitHub - Knowledgator/RetriCo: Efficient and modular GraphRAG system Efficient and modular GraphRAG system. Contribute to Knowledgator/RetriCo development by creating an account on GitHub.

Local #GraphRAG framework with small model GLiNER-Relex trained specifically for building Graphs. Embedd #GraphDB or FalcorDB, #Neo4j, Memgraph
#OpenSource #LLM #AI
Apache 2.0
github.com/Knowledgator...

Real Reasoning Trustworthy GraphRAG utilizing ADK, MCP, and Neo4j

Agentic Prototype demonstrating the IN.IDEA model: "Real" reasoning over Epistemic Graphs, instead of simulated doubt.
Powered by ADK, MCP, and Neo4j to map structured scholarly discourse directly.

resonism.substack.com/p/real-reaso...

#ADK #MCP #Neo4j #GraphRAG #DigitalHumanities #Numismatics

GraphRAG > RAG for complex enterprise queries.

40% fewer escalations in one case.

Let's talk!

#GraphRAG #EnterpriseAI #dougortiz #postgres

UPCOMING MEETUPS 🚨

🔹 Mar 13: #AI Day SF – w/ Nyah Macklin 📍 San Francisco
🔗 meetup.com/sf-bay-acm/events/313153595/

🔹 Mar 17: Graph Exchange – #ContextGraphs & #GraphRAG 💻 Virtual
🔗 luma.com/c6i1ejtf

🔹 Mar 18: Data for AI – Architecting Context w/ Nyah Macklin
🔗 luma.com/s8tffnpz

GraphRAG GraphRAG (Graph Retrieval-Augmented Generation) is an advanced AI framework developed by Microsoft that enhances LLMs by using knowledge graphs to connect, retrieve, and summarize information across l...

#ITByte: #GraphRAG (Graph Retrieval-Augmented Generation) is an advanced AI framework developed by Microsoft that enhances LLMs by using knowledge graphs to connect, retrieve, and summarize information across large, complex, or disconnected datasets.

knowledgezone.co.in/posts/GraphR...

2 days for the 1st Road to #NODESAI!
https://bit.ly/4rQjSGH
Register! 2-hour workshop about #GenerativeAI, Retrieval-Augmented Generation (RAG), and #GraphRAG

See you!

Day 73 of #100daysofnetworks GrooveSeeker GraphRAG Week: Announcing Results

In today’s article, I announce the results of GrooveSeeker GraphRAG Week! My GraphRAG is now returning answers in roughly three seconds, with completeness of information. Fast and reliable GraphRAG is a joy to experience. 🧪

Networks and AI together. Beautiful.

#GraphRAG #AI #100daysofnetworks

The value of #AIAgents is in specific use cases, industries, or domains.

Where do they fall short? Hallucinations from incomplete knowledge and tool misuse.

That’s where #GraphRAG shines.

https://bit.ly/4kQB6AS

#Neo4j

最新技術を学ぶ 『GraphRAG完全ガイド』が登場！検索体験が進化する 新刊『GraphRAG完全ガイドRAGを越えた検索体験の実現に向けて』が登場。技術者必見の実践書によって検索技術の進化を探ります。

最新技術を学ぶ 『GraphRAG完全ガイド』が登場！検索体験が進化する #インプレス #技術同人誌 #GraphRAG

新刊『GraphRAG完全ガイドRAGを越えた検索体験の実現に向けて』が登場。技術者必見の実践書によって検索技術の進化を探ります。

技術の泉シリーズに新たな一冊『GraphRAG完全ガイド』が登場！ インプレスから新刊『GraphRAG完全ガイドRAGを越えた検索体験の実現に向けて』が発行されました。最新技術を駆使した検索手法を解説！

技術の泉シリーズに新たな一冊『GraphRAG完全ガイド』が登場！ #東京都 #千代田区 #技術の泉シリーズ #インプレス #GraphRAG

インプレスから新刊『GraphRAG完全ガイドRAGを越えた検索体験の実現に向けて』が発行されました。最新技術を駆使した検索手法を解説！

Как я построил Graph RAG систему с точностью 96.7% за 5 дней: от научных статей до production-ready пайплайна Skeleton Indexing (KDD 2025) + HippoRAG 2 (ICML 2025) + VectorCypher + Datalog Reasoning + 10 итераций оптимизации TL;DR Я реализовал Graph RAG систему, которая комбинирует 5 техник из свежих научных...

Как я построил Graph RAG систему с точностью 96.7% за 5 дней: от научных статей до production-ready пайплайна Я реализовал Gr...

#GraphRAG #RAG #Neo4j #NLP #LLM #Python #Datalog #Knowledge #Graph #embeddings #PageRank

Origin | Interest | Match

Stop AI Agent Hallucinations: 4 Essential Techniques 4 techniques to stop AI agent hallucinations: Graph-RAG for precise data retrieval, semantic tool...

🚀📝 Stop AI Agent Hallucinations: 4 Essential Techniques

#GraphRAG #SemanticToolSelection #NeurosymbolicGuardrails #MultiAgentValidation #StrandsAgents

Discover how #ContextEngineering and knowledge graphs can power #GraphRAG for explainable, trustworthy, and highly accurate #AI solutions.

Feb 26!
Americas: https://bit.ly/3ZN24Ql Europe: https://bit.ly/4qLkTh,Q Asia Pacific: https://bit.ly/4c4pZlB

#agentarium
#intelligence_module
#cognitive_infrastructure
#vdb
#ai
#data
#datasets
#agenticai
#rag
#graphrag

GitHub - morph-kgc/morph-kgc: Powerful RDF Knowledge Graph Generation with RML Mappings Powerful RDF Knowledge Graph Generation with RML Mappings - morph-kgc/morph-kgc

morph-kgc to map #SQL, CSV, XML, JSON into #RDF triples to make a virtual #knowledgegraph.
Apache 2.0 lic.
#GraphRAG #RAG #Graph #OpenSource

github.com/morph-kgc/mo...

Neo4j Live: From Language to Logic - Why Graph AI Succeeds Where LLMs Fail YouTube video by Neo4j

Tune in later today and see how #graph can bring logic to enterprise AI
https://youtube.com/live/RliboHtmrDs #genai #graphrag #llm

Neo4j Live: From Language to Logic - Why Graph AI Succeeds Where LLMs Fail YouTube video by Neo4j

Find out why #knowledgegraphs are becoming the foundation for trustworthy, enterprise-grade AI in our stream this week:
youtube.com/live/RliboHt... #neo4j #graphrag

FalkorDBlite: embed #GraphDB logic with User Defined Functions in #Python 🧩🐍 by @falkordb.bsky.social
Run UDF rules inside queries → lower latency, simpler pipelines
🗄️ In-process 🔗 Python APIs 📦 Lightweight
📜 BSD #OpenSource

#AI #RAG #GraphRAG Repost 🔁
🔗 Link in first 💬⤵️

MemMachine: long-term #Memory for #AI #Agents 🧠💾
#Graph + vector search → durable context across runs
🧩 Sessions 🗂️ History 👤 Profiles 🔌 APIs
📜 Apache 2.0 lic #OpenSource

#LLM #RAG #GraphRAG #VectorDB Repost 🔁
🔗 Link in first 💬⤵️

@apache.org AGE extension for #PostgreSQL18: native #GraphDB in #SQL 🗄️🕸️
Mix SQL + #Cypher → no external graph stack
🧩 Hybrid queries
📊 Fast indexing
🔌 Multi-SDK
📜 Apache 2.0 lic

#AI #RAG #OpenSource #GraphRAG #Graph
Repost 🔁 🔗 Link in first 💬⤵️

Neo4j Live: From Language to Logic - Why Graph AI Succeeds Where LLMs Fail YouTube video by Neo4j

Graph AI brings structure, causality, and explainability - exactly what enterprise AI needs.
In our next Neo4j Live, we break down why #GraphRAG is the path from language to logic
https://youtube.com/live/RliboHtmrDs #genai #llm

GitHub - Knowledgator/GLinker: Efficient and scalable zero-shot entity linking Efficient and scalable zero-shot entity linking . Contribute to Knowledgator/GLinker development by creating an account on GitHub.

GLiNKER - #EntityLinking Framework by Knowledgator
transforms raw text into structured, disambiguated entity mentions. Built around #GLiNER - a family of lightweight, generalist models for information extraction.
#Graph #GraphRAG #RAG #AI #LLM #SLM #NER
Apache 2.0 lic

github.com/Knowledgator...

GraphRAG: 8 способов укротить расширенный контекст у LLM В 22% случаев онкологи не могут назначить лечение из-за ри...

#rag #graphrag #llm #medtech #медицина #Machine #Learning #Оптимизация #производительности #хранилища #PostgreSQL

Origin | Interest | Match