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Official Stripe server for payments, customers, subscriptions, invoices, and billing via natural language.
Official MCP reference server that fetches a URL and returns its content as clean Markdown, with chunking.
Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
AI-powered task-management system for AI-driven development that drops into Cursor, Windsurf, Claude Code, and more.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
Create, manage, and query your InstantDB apps, schemas, permissions, and data from your AI editor.
AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Platform-agnostic mobile automation for iOS & Android — simulators, emulators, and real devices.
Generate beautiful, modern UI components from natural-language descriptions inside your IDE.
macOS screen capture, AI visual analysis, and full GUI automation for AI agents.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Index local code into a graph database to give AI assistants deep, queryable code context.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
Search, download, and read arXiv research papers from your AI assistant via MCP.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Manage serverless Postgres on Neon with natural language: projects, branches, migrations, and SQL.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
Run SQL over files, databases, and 40+ apps (GitHub, Notion, Chrome, Todoist) — and expose them to LLMs via MCP.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Powerful Slack MCP with stdio/SSE/HTTP, DMs, group DMs and no-admin token auth
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Linear's official hosted MCP server — find, create, and update issues, projects, and comments.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
Official Apify MCP server — search and scrape the web via thousands of ready-made Actors; local or remote.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
Run Cypher queries and explore graph schema on Neo4j from your AI assistant.
Popular no-API-key MCP server for DuckDuckGo web search plus page fetching and parsing.
Full Telegram user-account MCP via MTProto: read chats, manage groups, send messages
Connect AI to Jupyter Notebooks in real-time — run cells, read outputs, and manage multiple notebooks.
Token-efficient documentation search and reading for coding agents across public and private docs.
Official Qdrant server using a vector collection as semantic memory: store and find embeddings.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
Official ClickHouse server: read-only SQL queries plus database/table exploration and chDB support.
Automattic's archived plugin exposing WordPress posts, users and WooCommerce to MCP clients; superseded by mcp-adapter.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
Google's gcloud-mcp Storage server for managing GCS buckets and objects via natural language.
Selenium WebDriver MCP server — cross-browser automation for Chrome, Firefox, Edge, and Safari.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Search and explore any OpenAPI spec in simple language, via oapis.org.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
Let AI agents control a real web browser to browse, navigate, and extract data via browser-use + Playwright.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Atlassian's official hosted MCP server for Jira and Confluence Cloud — search, create, update.
REPL-driven Clojure development for AI assistants: live nREPL eval plus structure-aware, paren-safe code editing.
Official Jina AI remote MCP server — read web pages as Markdown and run grounded web search over HTTP.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Official Redis server: natural-language access to keys, search, and data structures in Redis.
Official Elastic server: list indices, read mappings, and search with Query DSL.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
Official Chroma server: create collections and run vector, full-text, and metadata search.
Run Apify's RAG Web Browser and 5,000+ Actors as MCP tools — web search and scrape to clean markdown.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Surgical Obsidian vault editing — read, write, search, and patch notes, tags, and frontmatter.
Generate Mermaid diagrams and charts with AI dynamically, exporting to SVG, PNG, base64, file, or shareable URLs.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
Point at browser DOM elements with Option+Click and feed them as context to agentic coding tools via MCP.
Retrieve transcripts and subtitles from YouTube videos through a simple MCP interface.
Give MCP clients access to your iTerm session to run commands, read output, and drive REPLs.
Official Resend MCP to compose and send transactional email from your assistant
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
Make your meetings accessible to AI agents — let them join, talk, and act in Zoom, Meet & Teams calls in real time.
Let any LLM interactively debug your code in VS Code via breakpoints and expression evaluation.
Execute shell commands on remote Linux and Windows servers over SSH via MCP.
Document format conversion (Markdown, HTML, LaTeX, DOCX, PDF, and more) via Pandoc over MCP.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Deploy HTML, folders, or full-stack projects to Tencent EdgeOne Pages and get a public URL.
Official Kagi MCP server (Python/uvx) — privacy-first web search and URL/video summarization.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
Control Android devices with AI through the Model Context Protocol via ADB.
Lightweight community Todoist server for natural-language task create, update, and search.
AI-powered Bazi (Chinese Four Pillars) calculator for accurate destiny and personality data.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Connect Claude Desktop to any Hugging Face Space (Gradio app) with minimal setup — image gen, vision, TTS, STT and more.
Golang-based MCP server connecting to Kubernetes — list, get, create and modify resources, read logs, run commands.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
Interact with Trello boards — cards, lists, comments — with built-in rate limiting and type safety.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Snowflake Labs server for Cortex AI, object management, and SQL orchestration over Snowflake.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
Official Xero MCP server for accounting, invoicing, contacts, and payroll via the Xero API.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
Control and query Home Assistant from Claude and other LLMs over the Model Context Protocol.
MCP server paired with a Firefox extension for tab management, history search, and reading webpage content.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Offload large-context file analysis to 500+ OpenRouter models (up to 2M tokens) from any MCP agent.
Search, analyze, and manage Elasticsearch & OpenSearch clusters through MCP tools.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Give your LLM live Wikipedia access: search, full articles, summaries, sections, links and key facts in any language.
Provider-agnostic email MCP over IMAP/SMTP — read, search and send from any mailbox
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
Box's official hosted MCP server for secure, OAuth-gated access to enterprise content in Box.
MySQL CRUD plus anomaly analysis: SQL optimization, health checks, lock and index diagnostics, with role-based permissions.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
Exposes VSCode language-server features (find usages, rename, go-to-definition) to AI coding assistants via MCP.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
Give Claude access to all 200+ AWS services through the AWS CLI.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Connect AI agents to crypto: wallets, swaps, DCA, limit orders, and staking on Solana.
Securely execute whitelisted shell commands over MCP, with stdin, argv pipelines, timeouts, and audit logging.
MCP server to search Bilibili videos and fetch trending lists, video details, UP-host info, and anime schedules.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
Official Alpha Vantage remote server for stocks, crypto, forex, and technical indicators.
Render Mermaid diagrams in Claude Code with live-reload browser preview and SVG/PNG/PDF export.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
Access and manage your Langfuse prompts through the Model Context Protocol.
Interact with Apache Airflow's REST API through MCP — manage DAGs, runs, tasks, variables, connections, and more.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
Give Claude Code a browser that thinks — delegate agentic web browsing and deep research to Perplexity Comet.
Deep research for crypto tokens — free and fully local, across CoinGecko, DeFiLlama, and more.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
Manage Postman collections, environments, and APIs through the Postman API.
Centralize ESP-IDF/ESP32 commands and drive embedded builds, flashing, and tests via LLM-driven MCP tools.
Multi-cluster Kubernetes MCP server with 59 tools for resources, pods, nodes, deployments and YAML.
Kubernetes MCP server: manage cluster resources and Helm releases through MCP tools, with fine-grained write controls.
Native macOS integration with Apple Reminders and Calendar via EventKit
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
AI-powered financial research over SEC filings, earnings calls, stock & crypto data, and prediction markets.
Webflow's official MCP server: agents manage CMS, pages and the live Designer canvas via OAuth at mcp.webflow.com.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
50+ cryptocurrency technical indicators and trading strategies for AI agents, sourced from any ccxt exchange.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Integrate LeetCode problems, solutions, contests, and user data into MCP clients, supporting leetcode.com and leetcode.cn.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
Local MCP server that delegates coding tasks to specialized AI sub-agents (Codex, Claude, Cursor, Gemini) in parallel.
Debug embedded systems (ARM Cortex-M, RISC-V) from AI assistants via probe-rs.
Search and manage your Discogs music catalog, collection, wantlist, and marketplace from your AI client.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Community server generating images and SVG assets via Replicate's Flux models.
MCP server for OpenAI GPT-4o / gpt-image-1 image generation and editing.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Discord MCP for messaging, channel/forum management, reactions and webhooks
Community server for image, video, music, and audio generation across fal.ai models.
Manage Keycloak identity and access — users, realms, clients, roles, groups, IDPs and auth — over MCP.
Hosted remote MCP for email, calendar and contacts across Gmail, Outlook, IMAP
MCP server for spatial transcriptomics analysis via natural language
MCP server for xAI's Grok API: agentic tool calling, image/video generation, vision, and file support.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.
Give AI agents eyes and hands on any desktop via native accessibility APIs — no vision model required.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Send text, markdown, image, news, and template-card messages to a WeCom (WeChat Work) group robot.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Let AI models post notes and send Lightning zaps on the Nostr protocol.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Official Flowbite MCP server: access 60+ Tailwind CSS components, generate branded themes, and convert Figma to code.
Automate token swaps on Uniswap DEX across multiple blockchains for AI agents.
Real-time web search for MCP clients via a self-hosted crawler API over stdio.
Map clinical terminology to standardized OMOP CDM concepts using LLMs and the OMOPHub vocabulary API.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Control robots in ROS2 environments with natural language via topics, services, and actions.
Give AI assistants Roslyn semantic analysis and the Visual Studio Debugger via MCP — 41 tools.
Native macOS markdown preview MCP server — Claude writes markdown, MarkView renders it live in a real native window.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
Access S3, Azure Blob, Google Cloud Storage and many more storage services through one unified MCP interface.
Universal interface between AI agents and Alibaba Cloud Hologres — query metadata, run SQL, diagnose performance.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Local-first LLM router for AI coding tools — routes prompts to the cheapest capable model with automatic provider fallback.
Render interactive charts, dashboards and KPI widgets directly inside your AI conversation.
Query and manage SingleStore workspaces, jobs, notebooks, and Stage files in natural language.
Check Maven dependency versions and look up the latest releases from Maven Central in real time.