Database

Enables AI interaction with Logseq knowledge graphs for capturing notes, organizing information, and retrieving knowledge from personal databases

Large language model persistent memory module that lives outside the model itself

by Rotoslider

Reduce Claude Code, Codex, OpenCode wall clock and token use by 50% with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.

by ory

## 🔦 SnipeFactory: Lumen MCP Engine Lumen MCP is a specialized forensic analysis server designed to give AI agents (Gemini, Claude, etc.) the "eyes" to see inside a Java Virtual Machine. By parsing **JVM Flight Recorder (JFR)** binary data, Lumen enables real-time troubleshooting and post-mortem investigation of production incidents. ### 🚀 Key Capabilities - **Incident Forensics:** Automatically trace "swallowed" exceptions and hidden errors that standard logs miss. - **SQL Intelligence:** Pinpoint slow database queries and map them directly to your DAO/Mapper code (Java 11+). - **Socket Latency Analysis:** Detect bottlenecks in RDS, Redis, or external API calls through deep network I/O triage. - **Resource Profiling:** Identify CPU hotspots and memory allocation issues with line-level precision. ### 🏹 The SnipeFactory Edge Unlike standard monitoring tools that only show "what" happened, Lumen shows you **"why"** and **"where"** in your code the failure occurred. It is built for developers who need to snipe performance bottlenecks with surgical precision. --- © 2026 **SnipeFactory**. Part of the Lumen Incident Forensic System.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

by carterlasalle

MCP server for Meta-AgentsDB — persistent causal memory for AI agents

by spshkar84

Persistent graph-powered memory for AI agents using Kuzu embedded database.

MCP server for Manticore Search — lets AI assistants query and manage search databases.

by manticoresoftware

An MCP server for Oracle databases.

by marcelo-ochoa

Databricks MCP Server for exploring Unity Catalog - catalogs, schemas, tables, and data

MCP Server for MariaDB

by rsalgado

A multi-module course teaching everything you need to know about using GitHub Copilot as an AI Peer Programming resource.

by microsoft

A generic SQL query interface for MCAP robotics data via the Model Context Protocol

by Antoine Bodin

Asynchronous coordination layer for AI coding agents: identities, inboxes, searchable threads, and advisory file leases over FastMCP + Git + SQLite

by Dicklesworthstone

MCP server for interacting with Kusto databases

by aditya.vaish

by exploring-curiosity

The evaluation benchmark on MCP servers

by modelscope

MCP server for BigQuery database operations

by few9229999

MCP Server Package: redis-mcp-server

by chrishayuk

MCP CosmosDB - Azure CosmosDB MCP Server for database analysis and operations

by hendrickcastro

MCP server for SQLite, PostgreSQL, and MySQL with natural language to SQL and direct SQL tooling.

by Souhar-dya

MCP for Databricks Server

by achalsaxena2021

Duckdb-based MCP server for datasets

by boettiger-lab

by elliottatran