Discover Awesome MCP Servers

directory-indexer

Provides AI assistants with semantic search and read access to local files and directories, enabling knowledge retrieval from indexed content.

Excel Analytics MCP Server

Enables users to analyze local Excel and CSV files through natural language queries and a web dashboard while keeping data local. It supports saving specific analyses as reusable tools and building a custom analytics toolkit within Claude Desktop.

rag-rat

Local repo-intelligence MCP for coding agents: indexes source, symbols, call graphs, git/GitHub history, and source-bound repo memories into local database.

Discourse MCP

Enables AI agents to interact with Discourse forums through search, reading topics/posts, browsing categories and tags, and creating posts. Supports both read-only public access and authenticated operations with configurable write permissions.

NotionMCP Server

A Python server that integrates MCP with Notion to automate documentation workflows and manage Notion pages via LLMs, supporting operations like creating, updating, and searching Notion content.

proofdrop-mcp

Enables AI agents to upload temporary public review artifacts (screenshots, screen recordings) to Neon Storage and obtain shareable URLs for use in GitHub PR descriptions, issue comments, and agent reports.

endpoint-aiops-mcp

Governed AI-ops for managed-endpoint fleets, providing login-storm analysis and patch/config drift detection with built-in audit, budget, and risk-tier governance.

Cortex MCP Server

Provides persistent memory and task management for coding agents via MCP tools, enabling mid-session recall and capture of durable knowledge.

mcp-web-search

Provides web search and page fetching capabilities via Serper.dev or DuckDuckGo, deployable on Render with SSE transport.

pi-cli-mcp

Delegates coding tasks to your locally installed pi CLI, inheriting providers, models, and extensions, with persistent sessions and cancellable calls.

near-intent-swaps

MCP server enabling AI agents to perform cross-chain token swaps through NEAR's intent-based architecture using the Defuse Protocol, with token discovery, quote retrieval, swap execution, and status tracking.

mocoVoice MCP Server

Enables transcription of audio and video files using mocoVoice API, allowing users to start transcription jobs and retrieve results directly from Claude Desktop.

QA Touch MCP Server

Official MCP server for QA Touch, enabling AI assistants to manage test cases, defects, test runs, and more via natural language.

tafel

MCP server that lets Claude Code create explainer videos from plain English requests by writing and rendering manim animations locally, then publishing the result as a shareable artifact.

asset-health-mcp

Provides data-quality validation and anomaly scoring tools so an AI agent can decide whether to dispatch a field technician, while refusing to act on untrusted data.

Playwright Fetch MCP Server

Provides web content fetching capabilities using Playwright browser automation, enabling LLMs to retrieve and process JavaScript-rendered content from web pages and convert HTML to markdown for easier consumption.

memory-mcp-server

Gives any AI tool persistent, searchable memory across sessions using hybrid semantic and keyword search, running 100% locally with no API keys or cloud dependencies.

mcp-whatsapp

MCP server that connects AI agents to WhatsApp using the multi-device API, enabling messaging, group management, and more as a regular user.

wrmmax-criativo-mcp

Enables an AI assistant to generate and edit brand-compliant marketing images through MCP tools, including creating visuals from prompts, modifying reference photos, and refining results based on prior output.

obsidian-mcp

Exposes an Obsidian vault with full-text and semantic search, and Anki-style spaced repetition active recall.

EDT Unicaen MCP Server

Enables querying University of Caen (Unicaen) schedule data to find next classes for professors, students, or rooms and check room availability. Integrates with ADE scheduling system to provide real-time schedule information through natural language queries.

mcp-jp

Japanese SMB SaaS connectors for MCP. Includes an L-Step (LINE marketing automation) server exposing 19 tools for friends, tags, and messaging.

wordly

An MCP App that provides an interactive UI for visualizing multiple rewritten variations of text, enabling grammar checking, style adjustments, and text improvements with real-time comparison.

hackmyip-mcp

Provides a no-key IP intelligence API for MCP clients, enabling IP geolocation, VPN/datacenter detection, DNS, WHOIS, blacklist checks, security headers, port scanning, and more.

openai-agents-chat-demo

OpenAI 代理聊天演示。集成自定义 LLM 和 MCP 服务器以及函数工具。 (Or, more literally: OpenAI 代理聊天演示。整合自定义 LLM 和 MCP 服务器以及函数工具。)

mem0-mcp-toggle

A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction.

A2A Identity Toll MCP

Paid remote MCP gate for caller identity, agent scope, task intent, data class, policy verdicts, and audit receipts.

PlanFlow

MCP server for creating, validating, and reviewing implementation plans in GitHub Copilot Chat, with visual review interface and MongoDB persistence.

agent-tasks

Enables pipeline-driven task management for AI coding agents, with stage-gated workflows, dependency tracking, artifact versioning, and multi-agent collaboration.

code-copy-mcp

MCP server for copying and pasting code between files with security controls and validation.