MCP Servers Directory — Page 535

Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.

Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.

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🌐 Browser Automation

984 servers

🗄️ Databases

2205 servers

🛠️ Developer Tools

8565 servers

🔎 Search & Web Scraping

1403 servers

📁 File Systems & Storage

598 servers

💬 Communication

2659 servers

✅ Productivity & Project Management

1883 servers

🤖 AI & ML Services

1983 servers

☁️ Cloud & DevOps

1735 servers

💳 Payments & Commerce

2501 servers

📈 Monitoring & Observability

1236 servers

🧠 Knowledge & Memory

1603 servers

🎨 Design & Creative Tools

327 servers

📊 Analytics & Reporting

965 servers

⚙️ CI/CD & Build Pipelines

67 servers

💬 Customer Support & Help Centers

74 servers

📚 Documentation & API References

937 servers

🔄 Workflow Automation

124 servers

🔐 Security & Identity

310 servers

💹 Finance & Market Data

1303 servers

🤝 CRM & Sales

561 servers

📣 Social Media & Marketing

1525 servers

🔬 Research & Scientific Computing

317 servers

🗺️ Maps & Location

392 servers

🎬 Media & Entertainment

908 servers

🎓 Education & Learning

107 servers

🩺 Healthcare & Life Sciences

243 servers

✈️ Travel & Hospitality

391 servers

🔌 Hardware & IoT

205 servers

⛓️ Blockchain & Web3

1068 servers

🧩 Data Processing & Conversion

626 servers

⚖️ Legal & Compliance

1194 servers

🏛️ Government & Public Data

825 servers

🌦️ Weather & Environment

712 servers

🏅 Sports & Fitness

322 servers

🏠 Real Estate & Property

383 servers

🎮 Games & Game Development

242 servers

🕒 Time & Date

400 servers

♿ Accessibility & Interface Audits

172 servers

📝 Content Management

155 servers

📱 Mobile Development

259 servers

👥 Human Resources & Recruiting

238 servers

📰 News & Events

577 servers

🔍 SEO & Website Audits

560 servers

🧪 Software Testing & QA

127 servers

🌿 Git & Version Control

832 servers

💻 Code Execution & Sandboxes

112 servers

🖥️ Terminal & Desktop Automation

123 servers

📧 Email & Inbox Management

676 servers

📅 Calendars & Scheduling

456 servers

📄 Documents & PDFs

966 servers

📊 Spreadsheets

253 servers

📽️ Presentations & Slides

93 servers

🧲 Vector Search & RAG

358 servers

🤝 AI Agents & Orchestration

329 servers

🖼️ Images & Visual Editing

315 servers

🎙️ Audio & Speech

254 servers

🎞️ Video Tools

781 servers

🌍 Translation & Localization

160 servers

🗺️ Diagrams & Whiteboards

233 servers

🚚 Data Engineering & ETL

51 servers

🧮 Math & Calculations

400 servers

🌐 Networking & Diagnostics

247 servers

🍽️ Food & Recipes

286 servers

📦 Logistics & Shipping

199 servers

📣 Advertising & PPC

182 servers

🧾 Accounting & Bookkeeping

172 servers

🛍️ E-commerce & Online Stores

308 servers

📋 Project & Task Management

381 servers

📝 Notes & Personal Knowledge

184 servers

🎧 Meetings & Transcripts

45 servers

🔌 API Development & Testing

216 servers

🔬 Code Search & Intelligence

154 servers

☸️ Kubernetes & Containers

269 servers

🏗️ Infrastructure as Code

48 servers

🔐 Identity & Access Management

30 servers

🗝️ Secrets & Credentials

21 servers

🚩 Feature Flags & Experiments

27 servers

🚨 Incident & On-call Management

33 servers

📈 Web & Product Analytics

133 servers

✉️ Email Marketing

46 servers

🗳️ Forms & Surveys

17 servers

✍️ E-signatures & Agreements

43 servers

⏱️ Time Tracking & Timesheets

95 servers

📉 Business Intelligence & Dashboards

60 servers

🔗 Other Integrations

20690 servers

All MCP servers

54,594 published · page 535 of 910

Modelbound

Local-first MCP server for agent skills. Validate, lint, diff, and convert across IDEs.

Developer ToolsRemoteGo

Model-card-lint-gpai

Lints a Hugging Face model card against the Hub metadata spec and the EU AI Act general-purpose AI d

AI & ML Services

(Model Context Protocol)

A generic, modular server for implementing the Model Context Protocol (MCP).

AI & ML ServicesRemoteTypeScript

Model Context Protocol

Your Friendly Open-Source Gen-AI Platform

Developer ToolsRemotePython

Model Context Protocol (MCP)

Streamable HTTP based MCP server and Client demo with auto registry, Dockerfile setup and env.

Developer Tools

Model Context Protocol (MCP)

Model Context Protocol (MCP) is a protocol designed to establish a communication channel between large language models (LLMs) and external tools or data sources. It follows a client-server…

AI & ML Services

Model Context Protocol (MCP) Agent Frameworks Demo

Demonstrate Agentic use of Model Context Protocol (MCP) server tools with several Agent Frameworks

Developer ToolsPython

🚀 Model Context Protocol (MCP) Curriculum For Beginners

This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java

Developer ToolsPython

Model Context Protocol (MCP) Example

🚀 FastMCP 2.0 powered examples for building sophisticated Model Context Protocol servers

Other Integrations

🧠 Model Context Protocol (MCP) Guide for Refund Protect Integration

The Model Context Protocol (MCP) is a protocol that allows LLM agents (such as ChatGPT or Claude) to dynamically interact with APIs and tools through a shared context. MCP bridges the gap between…

Other Integrations

Model Context Protocol (MCP) Schema For Rust

A type-safe implementation of the official Model Context Protocol (MCP) schema in Rust.

Developer Tools

Model Context Protocol (MCP) Server

an MCP server for the services I like to use with AI agents, which you should probably fork and modify for your own use. No PRs accepted, this is

Developer ToolsPython

Model Context Protocol (MCP) Server

A simple server implementation for the Model Context Protocol that provides a unified API for multiple AI model providers.

AI & ML Services

Model Context Protocol (MCP) Server For GraphQL Policies API

Model Context Protocol (MCP) server to access an instance of TrueRAG

Developer ToolsPython

Model Context Protocol (MCP) Server For McPoogle Search Engine

# Model Context Protocol (MCP) Server for McPoogle Search Engine ## Overview [McPoogle](https://www.mcpoogle.com) is a search engine for

Developer ToolsRemote

Model Context Protocol (MCP) Server for NF-OSI

A collection of MCP servers that give your AI assistant access to NF-OSI resources and tools.

Other Integrations

Model Context Protocol (MCP) Servers Collection

A Model Context Protocol (MCP) server that provides access to the Keywords Everywhere API for SEO research and keyword analysis.

Developer ToolsRemote

Model Context Protocol (MCP) Server + Strava OAuth

This is a Model Context Protocol (MCP) server that supports remote MCP connections, with Strava OAuth built-in. It allows users to connect to your MCP server by signing in with their Strava account.

Sports & FitnessRemote

Model Context Protocol (MCP) Server + Strava OAuth

A Model Context Protocol (MCP) server with Strava OAuth integration, built on Cloudflare Workers. Enables secure authentication and tool access for

Cloud & DevOpsGo

Model Context Protocol(MCP) 编程极速入门

Model Context Protocol(MCP) 编程极速入门

Developer ToolsPython

Model Context Protocol .NET Samples

A comprehensive set of samples of creating and using MCP servers and clients with .NET

Developer Tools

Model Context Protocol .NET Template

This repository contains a template for creating a Model Context Protocol (MCP) applications in .NET.

Developer Tools

Model Context Protocol Resources & Guides

Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.

Developer ToolsPython

Model Context Protocol Server For NebulaGraph

Model Context Protocol Server for NebulaGraph 3.x

AI & ML Services

Model Context Protocol Servers In Quarkus/Java

Model Context Protocol Servers in Quarkus

Developer ToolsPython

Model Context Provider (MCP) for Penetration Testing

Authorized penetration-testing MCP server for AI-assisted security operators. It orchestrates common assessment tools, normalizes engagement context, and keeps the human pentester in control of…

Other Integrations

Model Control Plane

Facilitates model control by integrating OpenAI services, Git repository analysis, filesystem operations, and Prometheus monitoring.

Monitoring & ObservabilityPython

ModelCostComparison

Find AI model pricing, estimate token costs and compare offers. No API key required.

AI & ML ServicesRemote

Modelcostsaver

ModelCostSaver is a Model Context Protocol server. It gives any AI coding agent or IDE a free, zero-config tool that answers the three questions every agent should ask before an LLM call:

Developer Tools

Model Council

Consult other LLMs as tools — ask them, compare their answers, synthesize a conclusion.

Other Integrations

Model-council-mcp-server

Three-model MCP server returning Grok, Gemini, and DeepSeek outputs for Claude.

Other Integrations

Model Database Protocol

MDBP enables secure database access for LLMs. Instead of generating raw SQL, LLMs produce structured **intent** objects. MDBP validates these intents

DatabasesPython

Model Enhancement Servers

Cognitive Enhancement MCP Servers

Developer Tools

Modelforge

Bulge-tier financial model factory — live formulas, source-traced cells, 14 templates.

Developer ToolsPython

Modelglass

Sourced AI-model pricing and capability data — compare and route to the cheapest capable model.

AI & ML ServicesRemote

Model ID Cheatsheet

Accurate API model IDs, pricing, and specs for 46 models across 7 AI providers.

Developer ToolsRemotePython

Model Ledger

Model inventory and governance: trace deployed models and their dependencies as an append-only log

Developer ToolsPython

Modellix Agent Canvas

Local MCP canvas for Modellix image generation, editing, task recovery, and visual project work.

Design & Creative Tools

Model Manager

Manage your local model machine over MCP: state, model pull/remove, service switch, LoRA training

Other Integrations

Modelmeter

The changelog of record for the AI stack: sunset checks, deprecations, pricing, and model events.

Other IntegrationsRemote

Modelmux

Model multiplexer — route tasks to Codex, Gemini, and Claude CLIs with smart routing.

Other Integrations

Model Price Radar

LLM prices on OpenRouter now and since 2023: history, drops, cheapest model for a job. No API keys.

Other Integrations

Model Radar

Ping 134+ free coding LLMs across 17 providers, rank by latency, pick the fastest.

Other Integrations

Modelright

Live registry of AI model specs, context windows, and per-token pricing.

AI & ML ServicesRemote

ModelRisk

Read, build, fit, and run Monte Carlo risk models in Excel through Vose Software's ModelRisk.

Spreadsheets

Model Ruler — AI Cost Calculators

Read-only AI/LLM cost tools with current MCP discovery and attributable Registry transport.

Math & CalculationsRemote

ModelRunner

Official Model Context Protocol (MCP) server for ModelRunner — run 100+ AI models across image, video, audio, and 3D generation from Claude, Cursor, and any MCP client.

AI & ML ServicesRemote

ModelsAgree

Consensus 'best X for Y' rankings from ChatGPT, Claude, Gemini & Grok. Search, verdicts, history.

Other IntegrationsRemote

Model-scanner

Scans ML model files (PyTorch, safetensors, Keras, ONNX) for supply-chain risks

Logistics & Shipping

Modelscope Mcp Server

Empowers AI agents and chatbots with direct access to ModelScope's rich ecosystem of AI resources. From generating images to discovering cutting-edge models, datasets, apps and research papers, this…

Knowledge & Memory

ModelShortlist

Local BYOK MCP for AI model shortlisting using OpenRouter + Artificial Analysis.

AI & ML Services

Model-shunt

Model routing for AI agents: delegate bulk reads & boilerplate to cheap worker models.

Other Integrations

ModelsLab

Generate images, video, speech and music, and run LLM chat, across 10,000+ models on ModelsLab.

Media & EntertainmentRemote

ModelsLab Agent Control Plane

Account, billing, team, API key and model discovery tools for agents that use ModelsLab.

Payments & CommerceRemote

ModelsLab v8

ModelsLab v8 generation APIs: discover models, providers and endpoints, then run them.

Other IntegrationsRemote

Modelwatch

Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

Monitoring & Observability

Model-wellness

Wellness spa for AI models: free treatments for rest, reset, context, mood, grounding, affirmation.

AI & ML ServicesRemote

Modem

Search customer feedback, topics, people and companies in Modem, and run the Modem Agent.

Other IntegrationsRemote

Modern AI Brand Recommendation Rate

How often AI search picks a brand first. Recommendation Rate data from Modern Discovery.

Other IntegrationsRemote

Modern Collections

Place overdue B2B invoices for collection and track outreach, payments and remittances.

Payments & CommerceRemote