Discover Awesome MCP Servers

GitLab MCP Server

Um servidor MCP que permite a comunicação com repositórios GitLab, possibilitando a interação com a API do GitLab para gerenciar projetos, issues e repositórios através de linguagem natural.

dispersl-mcp

Integrates with Dispersl to provide multi-agent orchestration for AI-driven software development, enabling code generation, testing, documentation, git operations, and chat.

io.github.Xvvln/pdf-reader-mcp

A PDF MCP server for extracting text, rendered pages, tables, links, annotations, outlines, metadata, and text statistics from PDF files.

parti-mcp

Renders architectural floor plans and site plans as SVG in blueprint or whiteprint styles, following real drawing conventions with precise geometry.

contract-risk-analyzer

Analyzes financial contract PDFs to extract clauses, flag risk terms, and compare contract versions, producing structured risk briefs for legal and risk teams.

Storyblok MCP

Enables to manage Storyblok components through natural language descriptions, including creating and updating components with various field types.

screenshot-vision-mcp

An MCP server that captures screenshots of URLs or local app windows and analyzes them with a local Ollama vision model, enabling Claude to visually inspect web pages and desktop applications without sending image data externally.

better-code-review-graph

Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.

MCP-SST

Enables monitoring and control of the SST development process by streaming dev logs, managing Lambda invocations, and executing lifecycle commands like start, stop, and restart. It provides real-time access to event streams and deployment status directly through the Model Context Protocol.

Sandbox MCP

Production-ready MCP server for secure Python code execution with artifact capture, virtual environment support, and LM Studio integration.

Finance News RSS MCP Server

Enables fetching and searching real-time finance news from major RSS feeds like Bloomberg, WSJ, CNBC, Seeking Alpha, MarketWatch, and Financial Times.

Skillroute MCP

Provides AI agents with a structured library of engineering skills, best practices, and playbooks for software development.

AlienSec MCP Server

Enables AI agents to perform endpoint security scanning using AlienVault OTX and VirusTotal, including multi-platform scans, threat intelligence queries, and scan data persistence.

arxiv-query-mcp

Enables AI assistants to search arXiv papers, retrieve metadata, browse categories, and read paper text.

tuiml

TuiML is an agent-native ML runtime that lets you install, connect to your AI agent, and run real ML workflows—classification, regression, clustering, experiments—from one structured interface.

FinanceMarker MCP Server

MCP server for integrating FinanceMarker.ru with LLM agents, IDEs, n8n, and other MCP-compatible clients. It proxies the FinanceMarker REST API and exposes it as a set of MCP tools.

PT5 MCP Server

Enables parsing, analysis, and export of power measurement data from Monsoon Power Monitor PT5 files, including summary statistics, sample retrieval, trend analysis, and CSV export.

mcp-server-Bloom

Uma implementação de servidor de Protocolo de Contexto de Modelo (MCP) que se integra com capacidades de web scraping.

Listmonk MCP Server

An MCP server implementation that enables AI assistants to interact with Listmonk instances, providing programmatic access to newsletter and mailing list management functionality including subscriber, list, and campaign operations.

Monimo PoC FastMCP Server

Provides domain mock tools (81) and skill VDB search/load/run tools for a Monimo AI Agent, enabling semantic skill retrieval and mock domain operations via streamable HTTP MCP.

troubleshooting-mcp-server

A comprehensive MCP server that provides system troubleshooting and diagnostic tools, enabling LLMs to diagnose system issues, monitor resources, check logs, and test connectivity.

SMILES Visualizer MCP Server

Enables molecular visualization and analysis from SMILES strings using multiple rendering approaches (RDKit, NetworkX, Plotly, matplotlib), providing detailed molecular properties, validation, and batch processing capabilities for chemical structures.

mcp_odoo_fresh

Enables AI agents to interact with Odoo ERP to perform sales tasks such as searching clients and products, and creating and confirming quotations via the MCP protocol.

Memory MCP

An advanced cognitive memory agent for AI chatbots that provides long-term, autonomous memory using a four-agent system for monitoring, extraction, reconciliation, and consolidation.

mcp-k8s-context-server

Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform pod health analysis with resource trend tracking.

israel-weather-mcp

MCP server that uses Playwright to scrape real-time weather forecasts for Israeli cities and returns structured text data (temperature, humidity, wind) to LLMs.

cc-recommender

Analyzes project dependencies and recommends relevant skills, plugins, and MCP servers for Claude Code, enabling users to discover and install optimal tools.

MCP Drift State Tracker

MCP server that scans multi-language codebases to detect stubs, missing imports, and structural incompleteness, assigning drift scores to quantify LLM context erosion.

Cuéntica MCP

MCP server to interact with the Cuéntica accounting API, allowing users to manage invoices, expenses, income, clients, providers, and bank accounts via natural language.

Kynth Core MCP

Enables document parsing, field extraction, PII redaction, contract analysis, chargeback handling, and company enrichment via the Kynth Core API. Provides tools for Claude and any MCP client to process documents and extract structured data.