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🦊 MCPBench: A Benchmark for Evaluating MCP Servers
MCPBench is an evaluation framework for MCP servers. It supports evaluating three types of servers (Web Search, Database Query, and GAIA) and is compatible…
Mem0 (Long-Term Memory)
Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and…
go-mcp-mysql
Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.
PostgreSQL MCP Server
This repo is an extension of PostgreSQL MCP Server providing functionalities to create tables, insert entries, update entries, delete entries, and drop tables.
Mcp Server
Connect your LLM to the Firebolt Data Warehouse for data querying and analysis.
Emojikey (via Supabase)
Integrates with Supabase to persist and retrieve LLM interaction styles using emojikeys, enabling consistent personalized experiences across conversations.
MCP MongoDB Server
A Model Context Protocol (MCP) server that provides an interface between LLMs and MongoDB databases, optimized for small context windows (3k tokens). Specially…
Doris-MCP-Lite
A lightweight MCP server for connecting to Apache Doris and other MySQL-compatible databases, providing tools and prompts for LLM applications.
Kollektiv MCP
Build and access a personal LLM knowledge base from your editor or client without any infrastructure setup.
CPersona
Persistent AI memory server with 3-layer hybrid search, confidence scoring, and 16 tools. Zero LLM dependency.
CoreMCP
Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source bridge for LLM data analysis.
mem0-mcp-selfhosted
Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.
Quran Cloud
Access the Quran API from alquran.cloud to retrieve accurate Quranic text and reduce LLM hallucinations.
OracleDB MCP Server
An MCP server for interacting with Oracle Database, enabling SQL generation and data retrieval via LLM prompts.
Mantora
Mantora is a local-first MCP observer: a lightweight UI + proxy for inspecting LLM data access (sessions, tool calls, results) with protective defaults.
Rails PG Extras MCP
An MCP interface for the rails-pg-extras gem, providing PostgreSQL metadata and performance analysis through LLM prompts.
Baby-SkyNet
An autonomous memory management system for Claude AI, featuring multi-provider LLM integration and a persistent memory database.
hs-sql-agent
C# SQL Agent MCP server featuring raw SQL input, strict AST validation, and an embedded Admin UI. Eliminates LLM hallucinations and security risks across 6…
Kremis
Deterministic knowledge graph MCP server. Single binary, no LLM in the loop.
Grey Swan
Provides a MongoDB-integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through detailed thread…
Tabular Mcp
An MCP server for local Tabular Models like PowerBI. It allows LLM clients to debug, analyze, and compose DAX queries by connecting to a local Tabular model…
Octodet Elasticsearch Mcp
An MCP server for interacting with Elasticsearch clusters, enabling LLM-powered applications to search, update, and manage data.
Exasol
Exasol MCP server. Provides knowledge about the Exasol database to an LLM through the Model Context Protocol. With Exasol’s MCP Server, you’re not just giving…