diff --git a/README-ko.md b/README-ko.md
index f643f46f..8ac58768 100644
--- a/README-ko.md
+++ b/README-ko.md
@@ -222,7 +222,7 @@
 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합
 - [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino 클러스터에서 데이터를 쿼리하고 접근하기 위한 Trino MCP 서버.
 - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino를 위한 Model Context Protocol (MCP) 서버의 Go 구현.
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - Memgraph에 대한 쿼리 실행 도구 및 스키마 리소스 포함.
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - Memgraph에 대한 쿼리 실행 도구 및 스키마 리소스 포함.
 - [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: MongoDB 데이터베이스를 위한 모든 기능을 갖춘 MCP 서버
 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLM이 데이터베이스와 직접 상호 작용할 수 있게 하는 MongoDB 통합.
 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB를 위한 모델 컨텍스트 프로토콜 서버
diff --git a/README-th.md b/README-th.md
index ed107d66..81b10b58 100644
--- a/README-th.md
+++ b/README-th.md
@@ -212,7 +212,7 @@
 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - การผสานรวมฐานข้อมูล DuckDB พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - การผสานรวมฐานข้อมูล BigQuery พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
 - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - เชื่อมต่อกับฐานข้อมูลที่เข้ากันได้กับ JDBC และสืบค้น แทรก อัปเดต ลบ และอื่นๆ
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา
 - [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
 - [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว
 - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol กับ Neo4j
diff --git a/README-zh.md b/README-zh.md
index d1cd14c9..a53c1ef2 100644
--- a/README-zh.md
+++ b/README-zh.md
@@ -232,7 +232,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能
 - [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - 用于查询和访问Trino集群数据的Trino MCP服务器。
 - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - 用于 Trino 的 Model Context Protocol (MCP) 服务器的 Go 实现.
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
 - [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens：功能全面的MongoDB数据库MCP服务器
 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能够直接与数据库交互。
 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文协议服务器
diff --git a/README.md b/README.md
index 88efa0aa..9689785d 100644
--- a/README.md
+++ b/README.md
@@ -349,7 +349,7 @@ Secure database access with schema inspection capabilities. Enables querying and
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
 - [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
 - [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
 - [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
 - [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
 - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)