MCP Servers

File Search Assistant with LLM Integration

Code-Trees

Learn how to: ✅ Build a file-search AI using natural language queries ✅ Create embeddings from local Linux files using Hugging Face models ✅ Integrate Gemini API (Google AI Studio) into your local apps ✅ Use MCP to control multiple agents with server-client architecture ✅ Apply c

MCP ZAP Server

dtkmn

A Spring Boot application exposing OWASP ZAP as an MCP (Model Context Protocol) server. It lets any MCP‑compatible AI agent (e.g., Claude Desktop, Cursor) orchestrate ZAP actions—spider, active scan, import OpenAPI specs, and generate reports.

Agentic News

u00dxk2

AI-powered news intelligence via MCP. 21 tools for personalized monitoring — create AI agents that track any topic 24/7 across thousands of sources. Get deduplicated, AI-analyzed briefings, semantic search, collections, feedback-driven refinement, and custom analysis lenses. Work

Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call — constraints, chains, AI judgment, invoicing, local dashboard.

📚 Wiki MCP Server

MCP-Mirror

Mirror of

MCP Server

groovyBugify

Open-source MCP (Mission Control Panel) server for AWS - A powerful, region-independent backend service for AWS operations

ConnectWise Manage MCP Server

MCP-Mirror

Mirror of

mcp-package-ws

manojkumargogula

MCP package for scorzeth/anki-mcp-server

MCP Image Generation Server

prasanthmj

A Go implementation of an MCP (Model Context Protocol) server tools

mcp-sample-python

mamazinho

Start guide to build a MCP server

Investec MCP: Banking API for AI Agents

Nicolaas0411

MCP server for the Investec Private Banking API

Ruby Lambda Template

delian7

Lambda Ruby App Demoing MCP Servers

notebook_mcp

redthing1

mcp server for your personal notes

GitHub MCP Server Configuration

yosay-org

Documentation and configuration details for GitHub MCP server setup

PlanExe

PlanExeOrg

Create a plan from a description in minutes.

Kafka MCP Server

MCP-Mirror

Mirror of

EZ Tools MCP Server는 Eric Zimmerman's Tools에서 제공되는 도구들을 Model Context Protocol (MCP) 서버 형태로 노출합니다. 이를 통해 Cursor, Claude Desktop 등 MCP 클라이언트에서 Windows Artifact(Prefetch, EventLog, Registry) 를 분석할 수 있습니다. (Eric Zimmerman's Tool의 특성상 Windows 환경에서만 사용 가능합니다.)

The first MCP-native sponsored product ad network for beauty. RTB auction in <100ms. 6 tools.

MCP GitHub Integration

ElsayedAhmed19

Connect MCP Github server

The Netfluid skill provides AI agents with comprehensive banking and cryptocurrency wallet operations. It enables agents to manage fiat and crypto accounts, perform transfers, create payment bridges, and handle KYC verification — all through a unified MCP (Model Context Protocol)

Time Tools Mcp Server

t-shiratori

MCP server to enable AI agents to perform time-related processing, such as retrieving the current time

Pituitary

dusk-network

Catch spec drift before it catches you. Pituitary indexes your specs, docs, and decision records, then detects overlap,

Kubernetes MCP Server

nearvitamin

Model Context Protocol (MCP) server for Kubernetes and OpenShift containers, context, kubernetes, mcp, model, model-context-pr, openshift, protocol

Sentor

NIKX-Tech

Stop guessing why ratings drop. Give your AI assistant Sentor and let it analyse thousands of reviews, pinpoint what to fix first, and surface the topics that matter most.

Brazilian Sanctions

williamoliv

An MCP (Model Context Protocol) server that provides access to Brazilian sanctions databases through the Porta da Transparência API.

Knowledge Graph & Causal Discovery

apifyforge

Knowledge graph causal discovery over multi-domain research data, delivered through a single Model Context Protocol interface.

Twist MCP Server (testing)

mikemc

Twist MCP server

Flex MCP Agent

MahithChigurupati

Flex MCP Agent is an AI-powered agent designed to interface with MCP servers to process and resolve user queries. Simply configure it with MCP servers, and watch it scale effortlessly—no limits, no bottlenecks.

Educational Python refactoring assistant with guided suggestions for AI assistants

A Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.

Spoonacular Mcp

ddsky

Allows AI agents to programmatically:

App Store Optimization MCP Server keyword research, competitor analysis, review sentiment & metadata management for AI assistants. No API key required.

spring-ai-mcp-server

piseajay

This repo has the demo mcp server for spring ai vibe coding

Africa Energy Data Mcp

Navashub

Exposes historical electricity, energy and economic indicators for 54 African countries (2000–2022). MCP tools: get_electricity_data, get_energy_data, get_economic_data, check_api_health, list_countries.

Mcp Powershell Exec

cuipengfei

MCP Server for executing PowerShell scripts

Mcpserver

mrwylan

a simple mcp server exposing a list of colors

Python MCP Server Template

djaboxx

Template for creating Model Context Protocol (MCP) servers

Give your AI agent a phone number with one API call. ThruAI provides voice, telephony, knowledge base (RAG), self-learning, and 14 integrations. 50+ MCP tools for agents to make and receive phone calls, manage conversations, and access analytics.

SkillSync MCP

adityasugandhi

The only MCP server that gates skill installation behind a full security scan. 60+ threat patterns, 13 MCP tools, and support for 7 clients including Claude Code, Cursor, Windsurf, and GitHub Copilot. Features AI-powered search, cloud sync, and startup verification with SHA-256 c

AWS Documentation MCP Server

enomoto11

AWS Documentation MCP Server - AWS公式ドキュメントを活用したMCPサーバー

AI Customer Support Bot - MCP Server

MCP-Mirror

Mirror of

Pdf2md

FutureUnreal

PDF to Markdown conversion tool

Oracle EPM Cloud MCP Server

fmepm

Connect AI agents to Oracle EPM Cloud (Planning, PBCS, EPBCS) via REST APIs. Automate month-end close, run business rules, manage substitution variables, refresh databases, export data slices, and monitor job status through natural language. Supports mock mode for testing without

ИИ-коннектор для Яндекс Директа: подключите Claude или ChatGPT к рекламному кабинету и управляйте кампаниями прямо в диалоге — статистика, поиск неэффективных расходов, ставки, бюджеты, минус-слова, аудит.

MyTelescope is a demand intelligence platform for marketers and growth teams. It turns real-world search and behavioral signals into decisions — which keywords are rising, which markets are heating up, which competitors are gaining share, and where to place the next bet.

MCP_Server_try_python

DeJungTseng

Trying to build a MCP server with python instruction