MCP Servers

A

atlas-mcp-server

mongodb-labs

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

C

CloudBase AI ToolKit

TencentCloudBase

One-stop backend services for WeChat Mini-Programs and full-stack apps.

M

MongoDB MCP Server

mongodb-js

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

R

rsdoctor

yifancong

MCP server that provides build analysis and optimization recommendations for Rspack projects

Q

QGISMCP - QGIS Model Context Protocol Integration

jjsantos01

Model Context Protocol (MCP) that allows LLMs to use QGIS Desktop.

L

LLM Sandbox

vndee

Securely run LLM-generated code in isolated containers across 7 languages and 3 container backends

P

Pixelle Mcp

AIDC-AI

An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.

Y

Youtube Skills For Ai Agents

ZeroPointRepo

YouTube skills powered by TranscriptAPI gives MCP-compatible AI agents direct access to YouTube's largest knowledge base. Extract full transcripts with timestamps from any public YouTube video, search across entire channels by keyword, and pull transcripts from complete playlists

A

Atlassian Rovo MCP Server

atlassian.com

Connect to Atlassian Jira, Confluence, Loom, and more to search, create, and manage your work

R

RedNote MCP

iFurySt

MCP server for accessing RedNote (XiaoHongShu, xhs).

S

SafeDep Vet MCP

safedep

Protect your AI agents and IDEs from malicious open-source packages.

L

loki-mode

asklokesh

Autonomous spec-to-product coding-agent CLI with an MCP server exposing 39 tools over stdio

F

Flowershow

flowershow.app

Publish Markdown and HTML from your AI session as a live website. No account needed.

P

pyscn

ludo-technologies

Python code analysis for AI agents: complexity, dead code, clones, coupling, and a health score.

M

ms-365-mcp-server

softeria

A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API.

F

Fetch MCP

jae-jae

MCP server for fetching web page content using Playwright headless browser.

F

Fetcher MCP

jae-jae

MCP server for fetching web page content using Playwright headless browser.

Q

Queryweaver

FalkorDB

An open-source Text2SQL tool that transforms natural language into SQL using graph-powered schema understanding. Ask your database questions in plain English, QueryWeaver handles the weaving.

O

Openops

openops-cloud

The batteries-included, no-code FinOps automation platform, with the AI you trust.

S

Stackql

stackql

Open source SQL-native query and provisioning engine for cloud and SaaS infrastructure. Ships as a single signed binary with MCP tools for provider discovery, schema exploration, queries, and lifecycle operations.

@

@reactuses/mcp

childrentime

115+ production-ready React Hooks for sensors, UI, state & browser APIs. Tree-shakable, SSR-safe, TypeScript-first. Used by Shopee, PDD & Ctrip. Inspired by VueUse.

A

Agentic Radar

splx-ai

A security scanner for your LLM agentic workflows.

P

PDF Reader MCP Server (@shtse8/pdf-reader-mcp)

shtse8

The PDF intelligence layer for AI agents — agent document twin, evidence-first extraction, visual crops, OCR provenance, trust reports, and benchmark-gated releases. MCP server for Claude, Cursor, VS Code, and any MCP client.

P

PDF Reader MCP Server (@sylphlab/pdf-reader-mcp)

sylphlab

The PDF intelligence layer for AI agents — agent document twin, evidence-first extraction, visual crops, OCR provenance, trust reports, and benchmark-gated releases. MCP server for Claude, Cursor, VS Code, and any MCP client.

A

anymd

SylphxAI

Any file to clean Markdown for AI agents: PDF, Office, EPUB, HTML, images, audio/video. Local MCP

C

Citra

SylphxAI

Citra: PDF answers with page-level proof: structure, tables, OCR, and page citations

P

PDF Reader MCP

SylphxAI

Evidence-first PDF MCP. Agent Document Twin with citeable page+bbox evidence

A

Alpaca's Official MCP Server

alpacahq

With Alpaca's MCP server, you can:

E

Excel MCP Server

negokaz

A Model Context Protocol (MCP) server that reads and writes MS Excel data.

A

Arc UI

uiarc.dev

React components and blocks with motion. Search docs, props and shadcn install commands

M

Mcp Server Chatsum

chatmcp

MCP server to query and summarize your chat messages.

C

ChatSum

mcpservers

MCP server to query and summarize your chat messages.

A

ACTIVE DEVELOPMENT - WORK IN PROGRESS

agentic-community

MCP Gateway and Registry

S

Scaleway MCP server

scaleway

Scaleway MCP server for interacting with the Scaleway APIs

M

Mcp Google Sheets

xing5

This MCP server integrates with your Google Drive and Google Sheets, enabling creation and modification of spreadsheets.

H

HOL Guard

hashgraph-online

Local-first AI agent security evidence and approval workflows through HOL Guard's stdio MCP server.

C

Code Index MCP

johnhuang316

A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup.

🧪

🧪

Azure-Samples

Labs to explore AI models, MCP servers, and agents with the AI Gateway powered by Azure API Management and Microsoft Foundry.

C

ChiR24-unreal_mcp

smithery.ai

Control Unreal Engine to browse assets, import content, and manage levels and sequences. Automate…

C

ChiR24-unreal_mcp_server

smithery.ai

A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal E…

U

unreal-engine-mcp

ChiR24

EngineWire: drive the Unreal Editor (UE 5.0-5.8): levels, Blueprints, UI, materials, VFX and more

N

Neo4j MCP Clients & Servers

neo4j-contrib

Model Context Protocol with Neo4j

M

mcp-neo4j-aura-manager

neo4j-contrib

MCP server for Neo4j Aura Database Instance Manager.

M

mcp-neo4j-cypher

neo4j-contrib

A simple Neo4j MCP server that allows you to run Cypher queries against a Neo4j database.

M

mcp-neo4j-data-modeling

neo4j-contrib

A simple Neo4j MCP server for creating graph data models.

M

mcp-neo4j-memory

neo4j-contrib

MCP Neo4j Knowledge Graph Memory Server

🔐

🔐 ssh-mcp-server

classfang

SSH-based MCP server. Included in the official MCP community repository.

M

MCP-LLM Bridge

patruff

Bridge between Ollama and MCP servers, enabling local LLMs to use Model Context Protocol tools.

D

Derisk

derisk-ai

AI-native risk intelligence systems. OpenDeRisk — your application system risk intelligent manager provides 7×24-hour comprehensive and in-depth protection.

K

Kubectl MCP Tool

rohitg00

Published in CNCF Landscape: A MCP server for Kubernetes.

J

JetBrains MCP Proxy Server

JetBrains

A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also works with Android Studio.

A

Agent Swarm

desplega-ai

Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration

S

Sequential Thinking Working Notes

arben-adm

Local working notes, decisions, evidence and resumable sessions with SQLite persistence

U

UniFi Access MCP

sirkirby

Manage UniFi Access doors, credentials, policies, visitors, and events via MCP

U

UniFi Network MCP

sirkirby

Manage UniFi Network devices, clients, firewall, VLANs, VPNs, and more via MCP

U

UniFi Protect MCP

sirkirby

Manage UniFi Protect cameras, events, recordings, and smart detections via MCP

📡

📡 UniFi Network MCP Server

sirkirby

MCP server implementation for the UniFi network application

O

Octocode

bgauryy

Advanced AI code assistant that intelligently searches and discovers connections across GitHub repositories and NPM packages. Features zero-config authentication, smart fallbacks, and LLM-optimized content delivery. Ask natural language questions to understand code architectures

S

sentry-mcp

getsentry

An MCP server for interacting with Sentry via LLMs.

S

Sessy — Amazon SES observability

marckohlbrugge

Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats