MCP Servers Directory — Top 400 Ranked

browser automation (14)

microsoft/playwright-mcp

Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots

ANG Score: 95/100 View details →

34892002/bilibili-mcp-js

A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.

ANG Score: 85/100 View details →

browserbase/mcp-server-browserbase

Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)

ANG Score: 85/100 View details →

kontext-dev/browser-use-mcp-server

browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.

ANG Score: 85/100 View details →

eyalzh/browser-control-mcp

An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).

ANG Score: 85/100 View details →

refreshdotdev/web-eval-agent

An MCP Server that autonomously debugs web applications with browser-use browser agents

ANG Score: 85/100 View details →

bytedance/UI-TARS-desktop

Browser automation capabilities using Puppeteer, both support local and remote browser connection.

ANG Score: 85/100 View details →

Skyvern-AI/skyvern

Automates browser-based workflows using LLMs and computer vision — navigate pages, fill forms, extract data, handle authentication, and automate any website v

ANG Score: 85/100 View details →

BrowserMCP/mcp

BrowserMCP/mcp MCP server connecting AI assistants to browser automation capabilities. Free, open-source setup guide with install commands and a verified ANG

ANG Score: 78/100 View details →

FradSer/mcp-server-apple-events

FradSer/mcp-server-apple-events MCP server connecting AI assistants to browser automation capabilities. Free, open-source setup guide with install commands an

ANG Score: 78/100 View details →

kimtaeyoon83/mcp-server-youtube-transcript

kimtaeyoon83/mcp-server-youtube-transcript MCP server connecting AI assistants to browser automation capabilities. Free, open-source setup guide with install

ANG Score: 78/100 View details →

VikashLoomba/MCP-Server-Playwright

VikashLoomba/MCP-Server-Playwright MCP server connecting AI assistants to browser automation capabilities. Free, open-source setup guide with install commands

ANG Score: 70/100 View details →

eat-pray-ai/yutu

eat-pray-ai/yutu MCP server connecting AI assistants to browser automation capabilities. Free, open-source setup guide with install commands and a verified AN

ANG Score: 70/100 View details →

executeautomation/mcp-playwright

executeautomation/mcp-playwright MCP server connecting AI assistants to browser automation capabilities. Free, open-source setup guide with install commands a

ANG Score: 70/100 View details →

cloud platforms (20)

alexei-led/aws-mcp-server

A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a

ANG Score: 95/100 View details →

alexei-led/k8s-mcp-server

A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes

ANG Score: 85/100 View details →

aliyun/alibaba-cloud-ops-mcp-server

A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.

ANG Score: 85/100 View details →

Flux159/mcp-server-kubernetes

Typescript implementation of Kubernetes cluster operations for pods, deployments, services.

ANG Score: 85/100 View details →

kubestellar/console

Multi-cluster Kubernetes dashboard with built-in MCP server (kc-agent) for AI-assisted operations, real-time observability, and integrations with 20+ CNCF pro

ANG Score: 85/100 View details →

nwiizo/tfmcp

A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configu

ANG Score: 85/100 View details →

portainer/portainer-mcp

A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, d

ANG Score: 85/100 View details →

reza-gholizade/k8s-mcp-server

A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API

ANG Score: 85/100 View details →

rohitg00/kubectl-mcp-server

A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through n

ANG Score: 85/100 View details →

silenceper/mcp-k8s

MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interac

ANG Score: 85/100 View details →

StacklokLabs/mkp

MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for l

ANG Score: 85/100 View details →

weibaohui/k8m

Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOp

ANG Score: 85/100 View details →

weibaohui/kom

Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools co

ANG Score: 85/100 View details →

hashicorp/terraform-mcp-server

The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API in

ANG Score: 85/100 View details →

containers/kubernetes-mcp-server

powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides

ANG Score: 85/100 View details →

TencentCloudBase/CloudBase-AI-ToolKit

One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-clic

ANG Score: 85/100 View details →

txn2/kubefwd

Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming.

ANG Score: 85/100 View details →

awslabs/mcp

awslabs/mcp MCP server connecting AI assistants to cloud platforms capabilities. Free, open-source setup guide with install commands and a verified ANG qualit

ANG Score: 80/100 View details →

cloudflare/mcp-server-cloudflare

cloudflare/mcp-server-cloudflare MCP server connecting AI assistants to cloud platforms capabilities. Free, open-source setup guide with install commands and

ANG Score: 80/100 View details →

strowk/mcp-k8s-go

strowk/mcp-k8s-go MCP server connecting AI assistants to cloud platforms capabilities. Free, open-source setup guide with install commands and a verified ANG

ANG Score: 78/100 View details →

databases (47)

googleapis/genai-toolbox

Open source MCP server specializing in easy, fast, and secure tools for Databases.

ANG Score: 95/100 View details →

xing5/mcp-google-sheets

A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Go

ANG Score: 95/100 View details →

alexander-zuev/supabase-mcp-server

Supabase MCP Server with support for SQL query execution and database exploration tools

ANG Score: 85/100 View details →

aliyun/alibabacloud-tablestore-mcp-server

MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

ANG Score: 85/100 View details →

benborla/mcp-server-mysql

MySQL database integration in NodeJS with configurable access controls and schema inspection

ANG Score: 85/100 View details →

baserow/baserow

Baserow database integration with table search, list, and row create, read, update, and delete capabilities.

ANG Score: 85/100 View details →

centralmind/gateway

MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabas

ANG Score: 85/100 View details →

ChristianHinge/dicom-mcp

DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.

ANG Score: 85/100 View details →

chroma-core/chroma-mcp

Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities

ANG Score: 85/100 View details →

confluentinc/mcp-confluent

Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

ANG Score: 85/100 View details →

crystaldba/postgres-mcp

All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks

ANG Score: 85/100 View details →

designcomputer/mysql_mcp_server

MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

ANG Score: 85/100 View details →

domdomegg/airtable-mcp-server

Airtable database integration with schema inspection, read and write capabilities

ANG Score: 85/100 View details →

ergut/mcp-bigquery-server

Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities

ANG Score: 85/100 View details →

f4ww4z/mcp-mysql-server

Node.js-based MySQL database integration that provides secure MySQL database operations

ANG Score: 85/100 View details →

FreePeak/db-mcp-server

A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution

ANG Score: 85/100 View details →

hannesrudolph/sqlite-explorer-fastmcp-mcp-server

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework,

ANG Score: 85/100 View details →

isaacwasserman/mcp-snowflake-server

Snowflake integration implementing read and (optional) write operations as well as insight tracking

ANG Score: 85/100 View details →

jparkerweb/mcp-sqlite

Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.

ANG Score: 85/100 View details →

neo4j-contrib/mcp-neo4j

Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)

ANG Score: 85/100 View details →

rashidazarang/airtable-mcp

Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, s

ANG Score: 85/100 View details →

redis/mcp-redis

The Redis official MCP Server offers an interface to manage and search data in Redis.

ANG Score: 85/100 View details →

runekaagaard/mcp-alchemy

Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema

ANG Score: 85/100 View details →

Snowflake-Labs/mcp

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management

ANG Score: 85/100 View details →

subnetmarco/pgmcp

Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.

ANG Score: 85/100 View details →

supabase-community/supabase-mcp

Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching conf

ANG Score: 85/100 View details →

TheRaLabs/legion-mcp

Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery

ANG Score: 85/100 View details →

weaviate/mcp-server-weaviate

An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.

ANG Score: 85/100 View details →

wenb1n-dev/mysql_mcp_server_pro

Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions bas

ANG Score: 85/100 View details →

wenb1n-dev/SmartDB_MCP

A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL opt

ANG Score: 85/100 View details →

XGenerationLab/xiyan_mcp_server

An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

ANG Score: 85/100 View details →

zilliztech/mcp-server-milvus

MCP Server for Milvus / Zilliz, making it possible to interact with your database.

ANG Score: 85/100 View details →

ArcadeData/arcadedb

Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.

ANG Score: 85/100 View details →

furey/mongodb-lens

MongoDB Lens: Full Featured MCP Server for MongoDB Databases

ANG Score: 78/100 View details →

gannonh/firebase-mcp

gannonh/firebase-mcp MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified ANG qua

ANG Score: 78/100 View details →

kiliczsh/mcp-mongo-server

kiliczsh/mcp-mongo-server MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified AN

ANG Score: 78/100 View details →

pab1it0/adx-mcp-server

pab1it0/adx-mcp-server MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified ANG q

ANG Score: 78/100 View details →

pab1it0/prometheus-mcp-server

Query and analyze Prometheus, open-source monitoring system.

ANG Score: 78/100 View details →

neondatabase/mcp-server-neon

MCP server for interacting with Neon Management API and databases.

ANG Score: 78/100 View details →

planetscale/cli

planetscale/cli MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified ANG quality

ANG Score: 78/100 View details →

Canner/wren-engine

Canner/wren-engine MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified ANG quali

ANG Score: 70/100 View details →

ClickHouse/mcp-clickhouse

ClickHouse/mcp-clickhouse MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified AN

ANG Score: 70/100 View details →

cr7258/elasticsearch-mcp-server

cr7258/elasticsearch-mcp-server MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verif

ANG Score: 70/100 View details →

ktanaka101/mcp-server-duckdb

ktanaka101/mcp-server-duckdb MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified

ANG Score: 70/100 View details →

LucasHild/mcp-server-bigquery

LucasHild/mcp-server-bigquery MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verifie

ANG Score: 70/100 View details →

qdrant/mcp-server-qdrant

qdrant/mcp-server-qdrant MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified ANG

ANG Score: 70/100 View details →

tuannvm/mcp-trino

tuannvm/mcp-trino MCP server connecting AI assistants to databases capabilities. Free, open-source setup guide with install commands and a verified ANG qualit

ANG Score: 70/100 View details →

marketing (5)

gomarble-ai/google-ads-mcp-server

MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.

ANG Score: 95/100 View details →

stape-io/google-tag-manager-mcp-server

This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.

ANG Score: 95/100 View details →

gomarble-ai/facebook-ads-mcp-server

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

ANG Score: 85/100 View details →

open-strategy-partners/osp_marketing_tools

A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.

ANG Score: 85/100 View details →

pipeboard-co/meta-ads-mcp

Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reli

ANG Score: 85/100 View details →

coding agents (13)

cocoindex-io/cocoindex-code

AST/tree-sitter code search MCP server that indexes a codebase and returns compact, relevant snippets to reduce coding-agent context usage.

ANG Score: 85/100 View details →

CodeGraphContext/CodeGraphContext

An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.

ANG Score: 85/100 View details →

jinzcdev/leetcode-mcp-server

MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific

ANG Score: 85/100 View details →

juehang/vscode-mcp-server

A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language s

ANG Score: 85/100 View details →

micl2e2/code-to-tree

A single-binary MCP server that converts source code into AST, regardless of language.

ANG Score: 85/100 View details →

oraios/serena

A fully-featured coding agent that relies on symbolic code operations by using language servers.

ANG Score: 85/100 View details →

pdavis68/RepoMapper

An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in o

ANG Score: 85/100 View details →

rinadelph/Agent-MCP

A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.

ANG Score: 85/100 View details →

stippi/code-assistant

Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.

ANG Score: 85/100 View details →

tiianhk/MaxMSP-MCP-Server

A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.

ANG Score: 85/100 View details →

nesquikm/mcp-rubber-duck

An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting

ANG Score: 85/100 View details →

mediar-ai/terminator

Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow record

ANG Score: 85/100 View details →

ezyang/codemcp

ezyang/codemcp MCP server connecting AI assistants to coding agents capabilities. Free, open-source setup guide with install commands and a verified ANG quali

ANG Score: 78/100 View details →

developer tools (67)

aashari/mcp-server-atlassian-bitbucket

Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.

ANG Score: 85/100 View details →

abrinsmead/mindpilot-mcp

Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".

ANG Score: 85/100 View details →

admica/FileScopeMCP

Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understa

ANG Score: 85/100 View details →

augmnt/augments-mcp-server

Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current

ANG Score: 85/100 View details →

cjo4m06/mcp-shrimp-task-manager

A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. S

ANG Score: 85/100 View details →

ckanthony/gin-mcp

A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.

ANG Score: 85/100 View details →

comet-ml/opik-mcp

Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

ANG Score: 85/100 View details →

docker/hub-mcp

Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images

ANG Score: 85/100 View details →

eyaltoledano/claude-task-master

AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity,

ANG Score: 85/100 View details →

etsd-tech/mcp-pointer

Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elem

ANG Score: 85/100 View details →

gitkraken/gk-cli

A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Work

ANG Score: 85/100 View details →

GLips/Figma-Context-MCP

Provide coding agents direct access to Figma data to help them one-shot design implementation.

ANG Score: 85/100 View details →

mhmzdev/figma-flutter-mcp

Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full scr

ANG Score: 85/100 View details →

Govcraft/rust-docs-mcp-server

Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.

ANG Score: 85/100 View details →

haris-musa/excel-mcp-server

An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).

ANG Score: 85/100 View details →

hloiseau/mcp-gopls

A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features.

ANG Score: 85/100 View details →

hyperb1iss/droidmind

Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.

ANG Score: 85/100 View details →

idosal/git-mcp

gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation

ANG Score: 85/100 View details →

InditexTech/mcp-server-simulator-ios-idb

A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.

ANG Score: 85/100 View details →

joshuayoes/ios-simulator-mcp

A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about

ANG Score: 85/100 View details →

isaacphi/mcp-language-server

MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename,

ANG Score: 85/100 View details →

janreges/ai-distiller

Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first

ANG Score: 85/100 View details →

jasonjmcghee/claude-debugs-for-you

An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.

ANG Score: 85/100 View details →

Jpisnice/shadcn-ui-mcp-server

MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.

ANG Score: 85/100 View details →

lamemind/mcp-server-multiverse

A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.

ANG Score: 85/100 View details →

langfuse/mcp-server-langfuse

MCP server to access and manage LLM application prompts created with Langfuse) Prompt Management.

ANG Score: 85/100 View details →

robotmcp/ros-mcp-server

The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.

ANG Score: 85/100 View details →

lpigeon/unitree-go2-mcp-server

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a L

ANG Score: 85/100 View details →

mobile-next/mobile-mcp

MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Sam

ANG Score: 85/100 View details →

bgauryy/octocode-mcp

AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.

ANG Score: 85/100 View details →

PostHog/mcp

An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.

ANG Score: 85/100 View details →

public-ui/kolibri

Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP end

ANG Score: 85/100 View details →

traceloop/opentelemetry-mcp-server

An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).

ANG Score: 85/100 View details →

sammcj/mcp-package-version

An MCP Server to help LLMs suggest the latest stable package versions when writing code.

ANG Score: 85/100 View details →

sapientpants/sonarqube-mcp-server

A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate st

ANG Score: 85/100 View details →

SDGLBL/mcp-claude-code

An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.

ANG Score: 85/100 View details →

TencentEdgeOne/edgeone-pages-mcp

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

ANG Score: 85/100 View details →

tumf/mcp-text-editor

A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

ANG Score: 85/100 View details →

natsukium/mcp-servers-nix

A Nix-based configuration framework for Model Context Protocol (MCP) servers with ready-to-use packages.

ANG Score: 85/100 View details →

utensils/mcp-nixos

MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallu

ANG Score: 85/100 View details →

vivekVells/mcp-pandoc

MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.

ANG Score: 85/100 View details →

YuChenSSR/mindmap-mcp-server

A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.

ANG Score: 85/100 View details →

YuChenSSR/multi-ai-advisor-mcp

A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question

ANG Score: 85/100 View details →

zillow/auto-mobile

Tool suite built around an MCP server for Android automation for developer workflow and testing

ANG Score: 85/100 View details →

flytohub/flyto-core

Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace

ANG Score: 85/100 View details →

hechtcarmel/jetbrains-index-mcp-plugin

A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe del

ANG Score: 85/100 View details →

mihaelamj/cupertino

Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.

ANG Score: 85/100 View details →

DeusData/codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 66 languages, sub-ms querie

ANG Score: 85/100 View details →

CircleCI-Public/mcp-server-circleci

CircleCI-Public/mcp-server-circleci MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands a

ANG Score: 78/100 View details →

janwilmake/openapi-mcp-server

Connect any HTTP/REST API server using an Open API spec (v3)

ANG Score: 78/100 View details →

biegehydra/BifrostMCP

Connect to VSCode ide and use semantic tools like find_usages

ANG Score: 78/100 View details →

ShenghaiWang/xcodebuild

Build iOS Xcode workspace/project and feed back errors to llm.

ANG Score: 78/100 View details →

zcaceres/fetch-mcp

zcaceres/fetch-mcp MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verified ANG

ANG Score: 78/100 View details →

OpenZeppelin/contracts-wizard

Interactive smart contract generator based on OpenZeppelin Contracts.

ANG Score: 78/100 View details →

21st-dev/magic-mcp

21st-dev/magic-mcp MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verified ANG

ANG Score: 70/100 View details →

automation-ai-labs/mcp-link

automation-ai-labs/mcp-link MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a ver

ANG Score: 70/100 View details →

ckreiling/mcp-server-docker

ckreiling/mcp-server-docker MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a ver

ANG Score: 70/100 View details →

delano/postman-mcp-server

delano/postman-mcp-server MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verif

ANG Score: 70/100 View details →

JetBrains/mcp-jetbrains

JetBrains/mcp-jetbrains MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verifie

ANG Score: 70/100 View details →

JoshuaRileyDev/app-store-connect-mcp-server

JoshuaRileyDev/app-store-connect-mcp-server MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install co

ANG Score: 70/100 View details →

kadykov/mcp-openapi-schema-explorer

kadykov/mcp-openapi-schema-explorer MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands a

ANG Score: 70/100 View details →

r-huijts/xcode-mcp-server

r-huijts/xcode-mcp-server MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verif

ANG Score: 70/100 View details →

st3v3nmw/sourcerer-mcp

st3v3nmw/sourcerer-mcp MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verified

ANG Score: 70/100 View details →

storybookjs/mcp

storybookjs/mcp MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verified ANG qu

ANG Score: 70/100 View details →

wise-vision/ros2_mcp

wise-vision/ros2_mcp MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verified A

ANG Score: 70/100 View details →

xzq-xu/jvm-mcp-server

xzq-xu/jvm-mcp-server MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install commands and a verified

ANG Score: 70/100 View details →

yangkyeongmo/mcp-server-apache-airflow

yangkyeongmo/mcp-server-apache-airflow MCP server connecting AI assistants to developer tools capabilities. Free, open-source setup guide with install command

ANG Score: 70/100 View details →

aggregators (16)

microsoft/mcp-gateway

A reverse proxy and management layer for MCP servers, enabling scalable, session-aware routing and lifecycle management in Kubernetes environments.

ANG Score: 75/100 View details →

1mcp-app/agent

A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.