MCP servers

mcp-streamlit-agent

qhdrl12

A Streamlit interface for creating and interacting with LLM agents using MCP tools. Build intelligent assistants with Claude, GPT, or Gemini models and visualize their reasoning in real-time.

ai-sdk-playground

niawjunior

An AI chat playground built with Vercel’s AI SDK — supports text to text to visualize, text streaming, multi-session memory, tool calling (MCP-style).

Memory-Plus

Yuchen20

🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

llm-chat-replay

jonmadison

chat replay visualizer for sesssions saved in your LLM. create transcripts using your LLM + MCP filesystem server, and replay them here, to share with others

AiCore

BrunoV21

AiCore now includes a comprehensive observability module that helps you track, analyze, and visualize your LLM operations. Now with MCP support!

memory-visualizer

mjherich

Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, debug, and analyze entities, relations, and observations from memory.json files in the Model Context Protocol.

Wazuh OpenSearch Analytics

jetbalsa

Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and monitoring.

mcp_simulation

thecodingcult

MCP Simulation visualizes Model Context Protocol interactions using animations.

deep-filesystem-tree-mcp

andredezzy

Deep Filesystem Tree MCP visualizes complex directory structures for enhanced workflows.

Memory-Knowledge-Graph-3D

TheSethRose

A 3D Visualization Tool for Memory Knowledge Graphs This project utilizes Force Graph 3D technology to visualize captured memories from the Memory Knowledge Graph (MCP).

BloodHound-MCP

erickemj

BloodHound-MCP is a powerful tool designed to analyze and visualize complex network relationships within Active Directory environments. It helps security professionals identify potential attack paths and improve their overall security posture.

mcp-micromanage-your-agent

yodakeisuke

A Micromanagement Tool for Development Workflows: Helps coding agent plan, track, and visualize sequential development tasks with detailed commit-level granularity. Features interactive visualization, automated status tracking, and structured workflow management.

deep-directory-tree-mcp

andredezzy

Deep Directory Tree MCP visualizes complex directory structures for efficient development.

gsc-mcp-server

seotesting-com

The gsc-mcp-server integrates with Google Search Console, allowing users to analyze SEO performance, visualize data through charts, and identify optimization opportunities. It is beginner-friendly and enables easy setup and advanced search analytics with Claude Desktop.

GOATsolana-mcp

FarseenSh

A Model Context Protocol (MCP) server that enables Claude to access, analyze, and visualize Solana blockchain data through natural language conversations.

Effortlessly design, deploy, and scale production-grade databases in minutes. Just describe your requirements in natural language, and GibsonAI generates the rest: - A managed, AI-optimized database usable from anywhere, including serverless functions - CRUD API with documentation to manage your data - ORM models and validation schemas - Entity-Relationship Diagram (ERD) to visualize your database - Distinct development and production environments ... and much more Get started at gibsonai.com