MCP Apps & Servers

Figma Console MCP

southleft

Comprehensive bridge between AI assistants and Figma for design extraction, programmatic creation, and accessibility audits.

OneRoster MCP

trilogy-group

Connect your AI to 1EdTech OneRoster APIs for seamless management of academic sessions, classes, and enrollments.

LangChainGo MCP Adapter

i2y

Bridges LangChain Go tools with Model Context Protocol (MCP) servers for seamless AI agent integration.

RustFox

chinkan

Agentic Telegram AI assistant written in Rust with persistent memory, sandboxed tools, and MCP integration.

Houtini LM

houtini-ai

Offload bounded LLM tasks from Claude Code to local or cloud LLMs to save tokens and avoid rate limits.

Artel

nicolasprimeau

Coordination layer for AI agent fleets featuring shared semantic memory, task orchestration, and session handoffs.

MCP Netutils

patrickdappollonio

Comprehensive network and domain analysis tool for AI assistants including DNS, WHOIS, and TLS checks.

ABCoder

cloudwego

AST-driven coding context engine for hallucination-free code analysis and precise repository understanding.

Context MCP

maplenk

Token-efficient, structural code retrieval for AI agents using hybrid ranked search and graph analysis.

PgLLens

dmdufresne

Self-documenting PostgreSQL MCP server with 19 tools for schema introspection, semantic discovery, safe read-only queries, and domain context injection.

CAP MCP Plugin

sleibach

Generates MCP servers and interactive Fiori UIs from SAP CAP CDS models.

ChatGPT MCP App TypeScript Template

pomerium

Production-ready starter template for building MCP Apps with React widgets, TypeScript, Tailwind CSS v4, and Storybook.

MCP Server Atlassian Bitbucket

aashari

Connect AI assistants to Bitbucket Cloud for repository management, pull request insights, and code search.

Stirrup

artificialanalysis

Lightweight framework for building customizable AI agents with built-in code execution and web search.

Ghidra MCP

bethington

245+ MCP tools for AI-powered reverse engineering, integrating Ghidra's analysis and debugging into AI agents.

MCP-X

timecyber

Open-source MCP Host Desktop Application integrating multiple LLMs with seamless MCP server connectivity.

MCP Test Servers

msfeldstein

Suite of MCP test servers with interactive UIs for validating tools, resources, prompts, OAuth, and edge cases.

MAS Sequential Thinking

fradser

Advanced sequential thinking process using a Multi-Agent System to decompose complex problems.

WaniWani SDK

waniwani-ai

MCP event tracking, embeddable chat widgets, and funnel analytics for AI-powered apps — built for the WaniWani platform.

mcp-repl

posit-dev

Persistent R and Python REPL sessions for stateful data analysis and iterative coding.

MySQL Schema Explorer

shibayu36

Efficiently explore large MySQL database schemas with compressed metadata and detailed table descriptions.

Memory MCP Server

pomazanbohdan

High-performance Rust MCP server providing persistent semantic and graph-based memory for AI agents with embedded SurrealDB.

Semble

minishlab

Fast, accurate code search for AI agents using semantic and lexical retrieval with 98% fewer tokens than grep.

MCP App Template

sebderhy

AI-agent-first starter kit for building MCP Apps — React widgets rendered inside Claude, ChatGPT, VS Code, and Goose with a Python MCP backend.

dbn-go

nimblemarkets

Golang bindings and MCP servers for Databento binary encoding (DBN) and market data.

create-mcp-docs

agentdeskai

CLI toolkit to turn any documentation website into a searchable MCP server — supports keyword and semantic search.