MCP Servers Directory — Page 438

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 438 of 910

Llm

Llm Compliance Comparison tools for AI agents. Capabilities: compare providers, recommend fo...

Legal & Compliance

Llm

Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, handoffs, tasks.

AI & ML ServicesRemoteTypeScript

Llm

LLM Sandbox is a lightweight and portable sandbox environment designed to run large language model (LLM) generated code in a safe and isolated mode.

AI & ML ServicesPython

Llm

Local-first, multi-provider tool that captures LLM API spend and exposes it to coding agents via MCP

Developer ToolsRemote

Llm

A TypeScript MCP server that gives text-only LLMs image understanding through StepFun vision models.

Browser AutomationTypeScript

Llm

MCP server for Karpathy-style LLM wikis: persistent markdown your agent grows over time.

Knowledge & MemoryPython

LLM Abacus

Compare up-to-date pricing for 40+ LLMs (incl. Chinese) & estimate cost from tokens. EN/zh.

Other IntegrationsRemote

Llm Advisor MCP

MCP server for LLM/VLM model selection — compare 300+ models with real-time benchmarks, pricing, and personalized recommendations. No API key

Developer ToolsPython

LLM API Pricing and Automation Tools by shurco.ai

Daily LLM API prices, cost estimates and automation ROI tools from shurco.ai

Other IntegrationsRemote

Llm Brand Monitor MCP

MCP server for LLM Brand Monitor — track how AI models mention your brand

AI & ML ServicesTypeScript

Llm Bridge MCP

LLM Bridge MCP allows AI agents to interact with multiple large language models through a standardized interface. It leverages the Message Control

AI & ML Services

LLM Broker

One key, every model: measured scores and live prices, routed per request to the cheapest fit.

Other IntegrationsRemote

Llmcache

llmcache is an MCP server that caches AI-generated understanding of your source code. Claude reads each file once and every session after that starts from cached understanding, saving you tokens and…

Developer Tools

Llm Cli Gateway

Secure local control plane for AI coding agents across supported MCP clients, with workspace-scoped remote access, approval gates, durable jobs

Developer ToolsRemoteTypeScript

LLM Configurator

Read-only: which local LLMs a GPU or Mac can run - VRAM fit, tokens/sec, model specs.

Other IntegrationsRemote

Llm Context.Py

Getting the right context into LLM conversations is friction-heavy:

Knowledge & MemoryPython

Llmconveyors MCP

MCP server that connects AI agents to LLM Conveyors — run Job Hunter, B2B Sales, and other AI agents from Claude, Cursor, or any MCP client

Monitoring & ObservabilityTypeScript

Llm-cost-estimator

Token counting & multi-model LLM cost estimates: GPT-4o, Claude, Gemini, 25+. No API key.

Other Integrations

Llmctx

LLM presets and MCP for Svelte 5 and SvelteKit. Visit the site at [svelte-llm.stanislav.garden](https://svelte-llm.stanislav.garden).

AI & ML Services

LLMemory

Search your AI chat history (ChatGPT, Claude, Codex) from any MCP client. Remote, private, read-only

Other IntegrationsRemote

Llmgraph

Invoke deployed LLMGraph no-code LLM workflows (chat, RAG, automations) as MCP tools.

Vector Search & RAG

LLM Hosting Pricing

LLM and GPU rental prices: model price lookup, GPU listings, cheapest-GPU search, price history

Real Estate & PropertyRemote

LLMIntel Model Lifecycle

Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to.

Other IntegrationsRemote

Llm Jukebox

A Model Context Protocol (MCP) server that enables LLMs to search, download, and play YouTube music.

Media & EntertainmentGo

llmkit

LLMKit is an open-source AI gateway and SDK suite for cost attribution, budget admission, and request evidence. The gateway reserves estimated spend before provider dispatch. It rejects requests…

Other Integrations

Llmkit

Open-source API gateway for AI providers. Logs every request with token counts and dollar costs.

Developer ToolsPython

Llm-kosh

Local-first AI memory cartridge with persistent MCP memory for Claude via SQLite FTS5.

Databases

LLM Latency Tracker

Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.

Other IntegrationsRemote

Llmling

A backend for pydantic-AI agents and MCP servers.

Developer ToolsPython

Llmling

[Read the documentation!](https://phil65.github.io/mcp-server-llmling/)

Developer ToolsPython

Llm MCP

A Ruby gem that exposes Large Language Models (LLMs) via the Model Context Protocol (MCP), enabling seamless integration of AI capabilities into your

AI & ML Services

LLMnesia

Search your AI chat history from Claude, Cursor, Codex, and other MCP clients.

Other Integrations

Llm-observability-orchestration

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

Monitoring & ObservabilityRemote

Llm-observability-orchestration

LLM Observability & Orchestration Agent

Monitoring & ObservabilityRemote

Llm-observability-orchestration-agent-langchain

LLM Observability & Orchestration Agent (Langchain)

Monitoring & ObservabilityRemote

Llm-observability-orchestration-agent-langchain-community

LLM Observability & Orchestration Agent (LangChain Community)

Monitoring & ObservabilityRemote

LLM Optimizer

AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.

Analytics & ReportingRemote

Llm-oracle

Up-to-date LLM pricing + availability catalog with cited sources for AI agent routing.

Other Integrations

Llm-orchestration-agent

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

Other IntegrationsRemote

Llm-orchestration-agent-2

MCP-Native LLM Orchestration Agent

Other IntegrationsRemote

Llm-orchestration-agent-2-df5979

LLM Orchestration Agent 2

Other IntegrationsRemote

Llm-orchestration-agent-cryptography

LLM Orchestration Agent (Cryptography)

Other IntegrationsRemote

Llm-orchestration-agent-d0a1a1

LLM Orchestration Agent

Other IntegrationsRemote

Llm-orchestration-agent-d2feb0

LangSmith-Traced LLM Orchestration Agent

Other IntegrationsRemote

Llm-orchestration-agent-langchain

LLM Orchestration Agent (Langchain)

Other IntegrationsRemote

Llm-orchestration-agent-langchain-anthropic

LLM Orchestration Agent (Langchain Anthropic)

AI & ML ServicesRemote

Llm-orchestration-agent-langchain-core

LLM Orchestration Agent (Langchain Core)

Other IntegrationsRemote

Llm-orchestration-agent-langchain-openai

LLM Orchestration Agent (Langchain Openai)

AI & ML ServicesRemote

Llm-orchestration-agent-langgraph

LLM Orchestration Agent (Langgraph)

AI Agents & OrchestrationRemote

Llm-orchestration-agent-langsmith

LLM Orchestration Agent (Langsmith)

Other IntegrationsRemote

Llm-orchestration-agent-mcp

LLM Orchestration Agent (Mcp)

Other IntegrationsRemote

Llm-orchestration-agent-openai

LLM Orchestration Agent (Openai)

AI & ML ServicesRemote

Llm-orchestration-agent-opentelemetry-api

LLM Orchestration Agent (Opentelemetry Api)

Monitoring & ObservabilityRemote

Llm-orchestration-agent-opentelemetry-instrumentation-fastapi

LLM Orchestration Agent (Opentelemetry Instrumentation Fastapi)

Monitoring & ObservabilityRemote

Llm-orchestration-jwt-agent

LLM Orchestration JWT Agent

Other IntegrationsRemote

Llm-orchestration-mcp-agent

LLM Orchestration MCP Agent

Other IntegrationsRemote

Llm-orchestration-observability-agent

LLM Orchestration Observability Agent

Monitoring & ObservabilityRemote

Llm-orchestration-traced-agent

LLM Orchestration Traced Agent

Other IntegrationsRemote

Llm-output-quality-monitor

Cloudflare Workers MCP server: llm-output-quality-monitor

Cloud & DevOpsRemote

LLM Preflight

Local, cross-provider preflight checks for LLM integration changes.

Other Integrations