AI Counsel

120

Facilitates true deliberative consensus among AI models by enabling multi-round debates to refine positions and reach informed decisions.

Demo Mcp On Amazon Bedrock

116

Demonstrates how to enhance ChatBot applications using Amazon Bedrock with the Model Context Protocol (MCP) to enable seamless integration with external systems and data sources.

Gospy

93

Inspects and analyzes running Go processes to provide insights into goroutine states and memory usage.

Mem0

81

Provides a flexible memory system for AI applications, integrating with MCP-compatible applications or functioning as a direct library.

SymPy

43

Enables language models to perform symbolic mathematics and computer algebra through tool-calling.

Minimal Dev

40

Provides project code and learning notes for collaborative study of the MCP Minimalist Development course.

Notes

28

Record and manage notes with AI models using a simple note-taking server.

Local Dev

26

Automates local development environment management using Large Language Models (LLMs).

Common Chronicle

24

Transforms unstructured information into organized, sourced timelines.

Awesome MCP

21

A curated collection of Model Context Protocol (MCP) servers, clients, and SDKs designed to facilitate integration between large language models and external systems.

SecBench

18

Systematically benchmarks and provides a playground for testing the security of Model Context Protocols.

Kali Server

15

Connects various MCP clients to a Kali Linux terminal via a lightweight API bridge, enabling remote command execution and AI-assisted offensive security workflows.

Zignet

Provides intelligent code analysis, validation, and documentation for Zig, leveraging a fine-tuned LLM and the official Zig compiler.

Ollama

Enables seamless integration between local Ollama LLM instances and MCP-compatible applications for advanced task management.

Swift OpenAI

Provides a universal Model Context Protocol (MCP) server for accessing OpenAI's APIs and other compatible AI providers through a standardized interface.

Biomart

Interfaces with Biomart databases using the Model Context Protocol (MCP) to provide biological data to Large Language Models.

EventOrOutage

Identifies potential external events like holidays or major happenings that may be causing traffic drops, helping SREs distinguish them from actual outages.

Zen AI Devtools

Provides a versatile MCP server accessible via SSE for Git operations, file manipulation, and shell command execution, enhancing AI assistant capabilities.

VLLM Benchmark

Benchmarks vLLM endpoints interactively through MCP, enabling performance evaluation of large language models.

AI Council

Queries multiple AI models in parallel, synthesizes responses to reduce bias, and improves accuracy through ensemble decision-making.

Florentine

Enables natural language querying for MongoDB data, transforming questions into aggregations for AI agents and desktop applications.