MCP Servers Directory — Page 520

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.

Browse by category

All categories →

🌐 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 520 of 910

Memory Kernel

Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.

Databases

Memory Key Count

Count keys in a JSON object. Values discarded.

Other IntegrationsRemote

Memorykit

Cognitive memory for AI coding assistants — persistent memory across sessions

Knowledge & Memory

MemoryLayer

Local-first persistent memory for AI agents, with reasoning and formal verification.

Knowledge & Memory

Memory-lean

memory-lean is an MCP server that gives Claude Code, Claude Desktop, Cursor and any other MCP client a knowledge graph that persists between sessions. It is a drop-in replacement for the reference…

Developer Tools

Memorylens-mcp

MCP server for .NET memory profiling — in-process heap snapshots via EventPipe with leak heuristics

Other Integrations

memory-mcp

Remote MCP (Model Context Protocol) server for storing, retrieving, and semantically searching "memories" on behalf of AI agents, organized into multi-tenant spaces and protected by API Key. A space can be shared by…

Other IntegrationsRemote

memory-mcp

Persistent memory and context window caching for LLM conversations. Save, retrieve, and manage memories with intelligent context archiving. MongoDB-backed storage.

Knowledge & Memory

Memory-mcp

MCP server for AI memory management using Letta - Standard MCP format

Other Integrations

Memory-mcp

Persistent memory + git snapshots for Claude Code. Never lose context or code.

Knowledge & Memory

Memory-mcp

情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力

Other Integrations

Memory MCP

A Model Context Protocol server for storing and retrieving memories using low-level Server implementation and SQLite storage.

Databases

Memory MCP 1file

A high-performance, **pure Rust** Model Context Protocol (MCP) server that provides persistent, semantic, and graph-based memory for AI agents.

Knowledge & MemoryPython

Memory-mcp-lite

A lightweight, structured, token-efficient local-first MCP memory server

Other Integrations

Memory MCP Server

SQLite-backed MCP server for persistent memory, full-text retrieval, and graph traversal.

Knowledge & Memory

Memory MCP Server

A Model Context Protocol server that provides knowledge graph management capabilities. This server enables LLMs to create, read, update, and delete entities and relations in a persistent knowledge…

Knowledge & Memory

memorymesh

AI tools start every session with amnesia. Your preferences, decisions, past mistakes -- all gone. You repeat yourself. The AI re-discovers things you already told it. Context windows reset, and…

Other Integrations

Memorymesh

Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool portable.

Databases

Memory Mesh

Every AI conversation starts from zero. Claude doesn't know which architecture decision you made last week. Cursor doesn't remember the bug you fixed

Knowledge & MemoryPython

MemoryMesh

An MCP server that uses a knowledge graph to store and recall structured memory for AI models

Knowledge & MemoryTypeScript

Memory-nexus-mcp

Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.

Knowledge & Memory

Memoryoracle

MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.

Knowledge & MemoryRemote

Memory OS AI

Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking

Vector Search & RAG

Memory Pickle MCP

Local CLI that turns a coding goal into ranked, token-budgeted repository context for AI agents.

Developer ToolsGo

MemoryPlugin

Give every AI you use one shared, permanent memory. Store once, recall in whichever AI you open.

Other IntegrationsRemote

Memory Plus

A lightweight, local Retrieval-Augmented Generation (RAG) memory store for MCP agents. Memory-Plus lets your agent record, retrieve, update, and

Knowledge & MemoryGo

Memory-poisoning-scanner

Scans agent code for untrusted input poisoning persistent cross-session memory

Other Integrations

Memory-pulse

Give any agent self-improving memory you can trust in production. Built-in memory security.

Developer Tools

Memory Py

A complete Python port of the official [TypeScript MCP memory server](https://github.com/modelcontextprotocol/servers/tree/main/src/memory). This

Developer ToolsPython

Memory Quality Mcp

Claude Code v2.1.59+ automatically saves memories from your conversations. Over time, your memory store accumulates:

Other Integrations

MemoryRouter

Persistent AI memory shared across Claude, ChatGPT, coding agents, and compatible MCP clients.

Developer ToolsRemote

Memory Service

Open-source memory backend for AI agents — REST API, MCP, OAuth, CLI, dashboard. One self-hosted service, every transport. Agents store decisions, share causal knowledge graphs, and retrieve context…

Knowledge & Memory

MemorySync

Persistent memory for AI agents. Search and store durable facts, preferences and decisions.

Knowledge & MemoryRemote

MemorySync Documentation

Search and read the current MemorySync documentation while writing integration code.

Other IntegrationsRemote

Memory V2

Most AI memory systems are just databases with a search API. memory-v2 is a **cognitive architecture** -- it models how human memory actually works.

DatabasesRemotePython

Memory Vault

Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.

Databases

Memory Vault

Portable AI memory shared across models and harnesses - plain markdown you own.

Other IntegrationsRemote

Memos

MCP wrapper for memos-mcp

Developer ToolsRemoteTypeScript

Memos

A package for Pensieve (previously known as memos)

DatabasesPython

Memos 📝

A Python package enabling LLM models to interact with the Memos server via the MCP interface for searching, creating, retrieving, and managing memos.

AI & ML ServicesRemotePython

Memos Api MCP

A Model Context Protocol (MCP) implementation for the [MemOS](https://github.com/MemTensor/MemOS) API service. This package provides a command-line

Developer ToolsTypeScript

memos-mcp-server

A MCP(Model Context Protocol) server for Memos.

Other Integrations

MemoStem

Your reviewed knowledge, across AI conversations.

Other IntegrationsRemote

MemoTrader MCP Server

AI-to-human attention marketplace. Agents pay CPM to reach humans, earn credits by replying.

Other Integrations

Memoweft

Portable AI memory as MCP tools: five reads and three controlled writes.

Other Integrations

MemPersist

Durable, revision-pinned memory storage and retrieval for AI conversations.

Other IntegrationsRemote

Memphora

Add persistent memory to AI assistants. Store and recall info across conversations.

Knowledge & MemoryPython

memplato

Every AI conversation starts from zero. MemPlato fixes that — it's a persistent memory layer for AI assistants, running entirely on your own device. Your data never leaves your phone.

Knowledge & Memory

Mempool Space

mempool.space MCP — Bitcoin block explorer + mempool/fee stats

Blockchain & Web3Remote

mem-port

A local MCP (Model Context Protocol) server for portable, long-term agentic memory — a thumb drive for your AI context.

Legal & ComplianceRemote

MemQ Team Sync

Shared project memory that keeps teammates and AI agents aligned across sessions.

Other IntegrationsRemote

Memra

Persistent memory for AI agents — remote MCP server. EU-hosted (Helsinki), privacy-first, deterministic recall with no LLM in the hot path.

Knowledge & MemoryRemote

Memshelf-mcp

Working memory for AI agents: digest-indexed episodes on a git shelf, recalled a section at a time.

Data Processing & Conversion

Memside

AI continuity and memory hub for portable context, checkpoints, and cross-AI memory.

Knowledge & MemoryRemotePython

Memsprout

shared AI-context layer for teams — persistent memory your agents search and update over MCP

Knowledge & MemoryRemote

Memstack

MCP server for persistent, searchable memory for AI agents.

Developer Tools

Memstate AI

Agent memory with git-like version control. Custom LLMs turn conversations into structured facts with automatic conflict detection - your agent sees

Productivity & Project ManagementRemote

Memtether

Cross-client AI memory hub: agents share one SQLite memory.db via file-level pointers.

Databases

Memtomem

Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.

AI & ML Services

Memtrace

Memtrace gives AI coding agents structural memory — your codebase as a live knowledge graph so agents stop re-deriving code structure from scratch

Knowledge & MemoryPython