MCP Servers by Use Case & Platform

MCP Servers for Memory for AI Agents

Long-term memory is what turns a stateless chat into an assistant that knows your project. Cognee and Hindsight build knowledge-graph memory, the MCP Memory Service and Mem0 add persistent recall to any client, and lighter options like Shodh, Mengram, and Prism keep memory local.

13 servers · Top: topoteretes/cognee

MCP Servers for RAG & Knowledge Retrieval

Retrieval-augmented generation servers: vector search, semantic document search, and knowledge bases your AI client can query. ApeRAG and Ragie provide managed RAG pipelines, mcp-local-rag and mcp-ragdocs run retrieval locally, and Screenpipe makes everything on your screen searchable.

18 servers · Top: mediar-ai/screenpipe

MCP Servers for Research & Academic Papers

Servers for literature work: arXiv and PubMed search, LaTeX-aware paper reading, and deep-research agents that plan and synthesize multi-source reports. Octagon and the deep-research servers go beyond search, while the Reddit research server mines community discussions.

9 servers · Top: blazickjp/arxiv-mcp-server

MCP Servers for MCP Gateways & Hosting

Gateways sit between your AI clients and your MCP servers: one endpoint, centralized auth, routing, and hosting. MCPJungle is a self-hosted registry and gateway, Metorial and Higress provide managed hosting, and XGR and API.market aggregate third-party servers behind a single connection.

5 servers · Top: Higress MCP Server Hosting

MCP Servers for Testing & QA

Servers that let AI clients test software instead of just writing it: Firefox DevTools for browser-level debugging and test runs, mobile-mcp and Auto-Mobile for driving real mobile apps, EvalView for evaluating LLM outputs, and a11ymcp for accessibility checks.

5 servers · Top: mobile-next/mobile-mcp

MCP Servers for Security & Reverse Engineering

Security tooling for AI-assisted analysis: IDA Pro, IDA headless, Ghidra, and Binary Ninja servers for reverse engineering, Skylos and the MCP security-audit tools for code scanning, SecOps MCP for security operations, Wireshark for packet analysis, and Palisade for email-authentication hardening.

11 servers · Top: mrexodia/ida-pro-mcp

MCP Servers for Git & Code Hosting

Git servers that give AI clients real repository workflows: GitHub's official MCP server, git-mcp for remote repos, Git Ingest for feeding a codebase into context, GitLab MR tooling, and GitKraken's CLI for graph-based repo views.

6 servers · Top: github/github-mcp-server

MCP Servers for API Development

Tools for designing, mocking, and consuming APIs through MCP: OpenAPI and Swagger servers that turn specs into tools, an MCP GraphQL server, Mockd for instant mock APIs, and a FastAPI generator that converts endpoints into an MCP server automatically.

7 servers · Top: FastAPI to MCP auto generator

MCP Servers for GitHub

GitHub through MCP starts with GitHub's official server (issues, PRs, Actions, code search), with OctoCode for deep code research across repos, git-mcp for turning any repository into queryable context, and Git Ingest for summarizing a codebase into a single prompt-friendly digest.

5 servers · Top: github/github-mcp-server

MCP Servers for Web Scraping

These servers turn websites into clean, structured data your AI client can actually use. Apify's Actors server plugs into a marketplace of ready-made scrapers, Bright Data brings enterprise-grade proxy infrastructure, and Webclaw and the Apify RAG Web Browser focus on pulling readable Markdown out of arbitrary pages.

5 servers · Top: luminati-io/brightdata-mcp

MCP Servers for Data Analysis & Visualization

Chart and analytics servers that let an AI client query, summarize, and visualize data instead of just talking about it. AntV and ECharts generate real charts, Vizro (from McKinsey) builds dashboards, Semiotic covers interactive data visualization components, and the Excel servers bring spreadsheet data into the loop.

7 servers · Top: antv/mcp-server-chart

MCP Servers for Health & Fitness Data

MCP servers that connect AI clients to health and fitness data: Strava workouts, Apple Health exports, TrainingPeaks training data, and FHIR-based medical records through the WSO2 and The Momentum servers. Medical MCP adds drug and clinical reference lookups.

6 servers · Top: r-huijts/strava-mcp

MCP Servers for PostgreSQL

Postgres access ranges from read-only analytics (Postgres MCP by Crystal DBA, with index tuning) to full hosted-platform control (Neon's server), multi-database gateways (Centralmind, Legion, DB MCP Server), and a hosted PostgreSQL listing.

9 servers · Top: crystaldba/postgres-mcp

MCP Servers for MySQL

MySQL through MCP: dedicated servers from Benborla, DesignComputer, Wenb1n, F4ww4z, and a Go implementation, plus multi-database tools (AnyQuery, Alchemy, Centralmind, FreePeak, Legion) that speak MySQL alongside other engines.

10 servers · Top: julien040/anyquery

MCP Servers for SQLite

SQLite is the default local database for MCP itself, and these servers expose it properly: the hosted SQLite listing, a dedicated SQLite server, and multi-database tools (AnyQuery, Alchemy, Legion) that treat SQLite as a first-class source.

5 servers · Top: julien040/anyquery

MCP Servers for NoSQL Databases (MongoDB, Redis, Firestore)

Document, key-value, and realtime stores: three MongoDB servers (including MongoDB Lens for exploration), the official Redis server for Redis and Redis Stack, and Firebase MCP for Firestore and the rest of the Firebase platform.

5 servers · Top: redis/mcp-redis

MCP Servers for Vector Databases

The storage layer behind semantic search and RAG: official servers for Qdrant, Chroma, and Milvus, Redis with its vector capabilities, and a self-hosted Mem0 server that uses vector storage for agent memory.

5 servers · Top: qdrant/mcp-server-qdrant

MCP Servers for Data Warehouses (Snowflake, BigQuery, DuckDB)

Cloud analytics platforms through MCP: two Snowflake servers, two BigQuery servers, DuckDB for local OLAP, and gateways like Centralmind and Legion that put warehouses behind the same endpoint as your operational databases.

7 servers · Top: centralmind/gateway

MCP Servers for DevOps & Infrastructure

Infrastructure operations through MCP: Kubernetes control (several servers, with a deeper bench on the Kubernetes page), Docker management, HashiCorp's Terraform server for infrastructure as code, Docker Hub, and Azure DevOps.

13 servers · Top: manusa/Kubernetes MCP Server

MCP Servers for Monitoring & Observability

Observability servers that let an AI client read the same signals you do: Netdata for infrastructure metrics, Sentry for errors, VictoriaMetrics for Prometheus-style metrics, Dynatrace for enterprise APM, and Opik plus Langfuse for LLM tracing and evaluation.

9 servers · Top: netdata/netdata#Netdata

MCP Servers for Kubernetes

The deepest bench in the directory: Manusa's and Strowk's servers, mcp-k8s-go, k8m's dashboard-backed server, kubectl-focused servers, kubefwd for local port-forwarding, and Stacklok's MKP. Most wrap kubectl and Helm with guardrails; they differ in language, auth model, and how much write access they allow.

10 servers · Top: txn2/kubefwd

MCP Servers for Cloud Platforms (AWS, Azure, Cloudflare)

Hyperscaler access through MCP: AWS Labs' official server collection and a lightweight AWS CLI server, Azure through the Azure DevOps server, Azure Data Explorer, and RoadRecon for Entra ID security, plus Cloudflare's official server for Workers and DNS.

6 servers · Top: awslabs/mcp

MCP Servers for PDF & Document Processing

Servers that convert, extract, and process documents: MarkItDown converts PDFs and Office files to Markdown, MinerU handles complex layouts and OCR-heavy documents, Pandoc converts between dozens of formats, Content Core extracts from mixed media, and Nutrient provides a commercial document engine.

5 servers · Top: microsoft/markitdown

MCP Servers for Note-Taking & Personal Knowledge

Your notes, queryable by AI: Obsidian and two Notion servers lead this group, joined by Bear Notes (two servers), GistPad for GitHub Gists as a notebook, and a Zettelkasten server for linked-thought workflows.

7 servers · Top: MarkusPfundstein/mcp-obsidian

MCP Servers for Project & Task Management

Task and project systems an AI client can actually update: Atlassian (Jira and Confluence), Linear, Asana, and Jira servers, plus agent-native task managers like Claude Task Master, Shrimp Task Manager, and Orbit that break work down for AI agents.

7 servers · Top: eyaltoledano/claude-task-master

MCP Servers for Google Workspace

Gmail, Drive, Sheets, Docs, and Calendar behind one connection: the Google Workspace server and GSuite server bundle the whole suite, while MCP GDrive, GSheets, and the Calendar server cover individual apps.

6 servers · Top: taylorwilsdon/google_workspace_mcp

MCP Servers for Excel & Google Sheets

Spreadsheet servers that create, read, and edit real files: two Excel servers for local .xlsx work, Google Sheets through Xing's server or GSheets, and Drive/Workspace servers when spreadsheets are part of a wider Google workflow.

6 servers · Top: haris-musa/excel-mcp-server

MCP Servers for Email

Inbox access for AI clients: Inbox Zero triages and drafts inside your Gmail, the Google Workspace and GSuite servers read and send mail alongside the rest of Workspace, MS 365 covers Outlook, and JMAP MCP speaks the modern open mail protocol.

5 servers · Top: elie222/inbox-zero

MCP Servers for Calendar & Scheduling

Calendar control through MCP: Google Calendar via the dedicated calendar server or the Workspace suites, MS 365 for Outlook calendars, and Apple Reminders for personal task lists on Apple devices.

5 servers · Top: taylorwilsdon/google_workspace_mcp

MCP Servers for Team Chat (Slack, Discord, Telegram, WhatsApp)

Chat platforms through MCP: Slack (Korotovsky's server and a hosted listing), two Telegram servers, Discord, and WhatsApp. Uses range from reading channels into context to posting digests and alerts back to the team.

6 servers · Top: lharries/whatsapp-mcp

MCP Servers for Stocks & Financial Data

Market data and trading infrastructure: Polygon and Twelve Data for quotes and history, LongPort and MetaTrader for brokerage and forex platforms, QuantConnect for backtesting, yFinance and Korea Stock servers for regional data, and Investor Agent plus Octagon for AI-driven research.

11 servers · Top: longportapp/openapi

MCP Servers for Crypto & Web3

Crypto data and trading servers: CCXT connects to 100+ exchanges, Armor Crypto provides wallet and trading agents, the KukaPay family covers indicators, whale tracking, fear-and-greed, news, and Freqtrade bots, and Bitcoin MCP plus CoinCap cover chain and price data.

11 servers · Top: armorwallet/armor-crypto-mcp

MCP Servers for SEO, Ads & Marketing

Marketing operations through MCP: Meta Ads and Google Ads servers (two independent Meta options), an open-source marketing toolkit from Open Strategy Partners, Google Tag Manager, YouTube SEO research via ViewMade, an expert-video corpus for marketing research, and Bottally, an AI agent for SEO and AEO.

8 servers · Top: pipeboard-co/meta-ads-mcp

MCP Servers for Social Media

Social accounts and research: Twikit and the X Twitter Scraper for X/Twitter data, TwitterAPI.io as a hosted API, a Facebook server for pages and posts, Maigret for username OSINT across hundreds of networks, and Superdirector for creator workflows.

6 servers · Top: BurtTheCoder/mcp-maigret

MCP Servers for Image Generation

Image generation and editing through MCP: MeiGen and Polyphemus route prompts across multiple image models, Comfy Pilot drives ComfyUI workflows, the OpenAI GPT Image server and Replicate Flux server wrap hosted models, and HF Space exposes community Spaces.

6 servers · Top: jau123/MeiGen-AI-Design-MCP

MCP Servers for Transcription & Voice

Speech in, speech out: YouTube transcript extraction (two different servers), Voice MCP and Kokoro for text-to-speech, MarkItDown for turning audio and documents into Markdown, and Content Core for extracting transcripts and text from media files.

6 servers · Top: microsoft/markitdown

MCP Servers for Video & YouTube

Video creation and YouTube tooling: Pixelle generates videos end to end, MeiGen covers AI image and video work, DaVinci Resolve MCP edits timelines in a real NLE, and the YouTube servers fetch channel data and transcripts for analysis.

7 servers · Top: Klavis-AI/YouTube

MCP Servers for Design Tools

Design-to-code and design-file access: Figma Context MCP (the most-starred server in this group) turns Figma selections into implementation-ready context, figma-use and the Figma-to-Flutter server cover other workflows, and the design-system extractor pulls tokens and components from codebases.

6 servers · Top: GLips/Figma-Context-MCP

MCP Servers for Search APIs (Exa, Brave, SerpApi, Perplexity)

Programmatic web search behind MCP: Exa's neural search, two Brave Search servers, SerpApi's multi-engine results, Perplexity, Search1API aggregation, and Bing and Naver servers for engine- and region-specific coverage.

8 servers · Top: exa-labs/exa-mcp-server