Awesome MCP Servers

Put performance and error data directly in the hands of your AI assistant.

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

An MCP server with an LLMling backend that uses YAML files to configure LLM applications.

A Ruby gem for integrating Large Language Models (LLMs) via the Model Context Protocol (MCP) into development workflows.

Access and read llms.txt documentation files for various Large Language Models.

Laravel MCP server that exposes API routes, controllers, FormRequest validation rules, and response schemas to AI agents

Universal registry for 20,000+ MCP servers and agent skills with A/B/C/F security grading, CLI installer (npx loaditout add), verified publisher badges, and curated packs.

A Python-based server that locally indexes codebases using ChromaDB to provide semantic search for tools like Cursor.

A collection of reference implementations for the Model Context Protocol (MCP), giving LLMs secure access to tools and data.

MCP for monitoring local application logs with real-time tailing, error tracking, and log search capabilities.

A test server for local MCP development and setup.

An MCP server for running Locust load tests. Configure test parameters like host, users, and spawn rate via environment variables.

An MCP server for log analysis using the LogAI framework, with optional Grafana and GitHub integrations.

Provides access to OpenTelemetry traces and metrics through Logfire.

Loggles is a local-first log sink with an MCP interface that lets coding agents (Claude Code, Cursor) query application logs directly

Add translation keys to Lokalise projects. Requires a Lokalise API key.

Debug and investigate app issues using AI and Grafana Loki

A Go-based server to query Grafana Loki logs using the Model Context Protocol (MCP).

Enables LLMs to process array items sequentially with a specific task.

Integrates with Language Server Protocol (LSP) to provide features like code completion, diagnostics, and hover information.

Provides access to the Lucide icon library for use in LLM and agentic applications.

Generate and manipulate AI videos and images using Luma AI's Dream Machine API.

Verify AI agent communication with session types and formal proofs

Provides access to coding rules and examples for your projects.

Premium Flutter UI components for AI coding agents — 46 widgets, 3 themes, design tokens that make Claude Code and Cursor produce beautiful Flutter apps instead of generic Material defaults.

A server for integrating with MagicPod, an AI-powered test automation platform.

Execute make targets from any Makefile in a safe and controlled environment.

Exposes Makefile targets as callable tools for AI assistants.

Execute terminal commands for malware analysis. Requires Node.js 18 or higher.

Interface with Malware Bazaar to get real-time threat intelligence and sample metadata for cybersecurity research.

Executes Manim Python scripts to generate and return rendered video animations.

Integrates MantisBT bug tracker into Claude and other MCP clients via the REST API. Read and manage issues, notes, file attachments, tags, relationships, and monitors — with optional offline semantic search across all issues.