Discover Awesome MCP Servers

Elasticsearch MCP Server

An MCP server that enables AI assistants to directly interact with Elasticsearch for searching, aggregating, and retrieving documents from indices, supporting full-text search, semantic search, and various query modes.

context-mem

Your AI forgets everything between sessions. This fixes that — 98%+ retrieval accuracy, With llm 100% on LongMemEval, 99% token savings. 44 MCP tools. Fully local, zero cost.

astroway-mcp

Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas, Tarot, Numerology, Human Design. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits per month.

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.

Capture Win MCP

Enables AI assistants to interact with macOS windows through yabai, providing window listing organized by Spaces and screenshot capture capabilities.

PlanFlow

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

code-copy-mcp

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

Snippets MCP

Enables storing, searching, and managing code snippets using hybrid semantic search and keyword matching with automatic language detection and tag-based organization.

A2A Identity Toll MCP

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

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.

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.

codelens-mcp

A deterministic structural code map server for AI agents, giving them the shape of a codebase (imports, exports, classes, functions, signatures, comments, TODO-markers) without reading whole files into context. Powered by tree-sitter WASM grammars, it runs anywhere Node 18+ works.

Jina AI Remote MCP Server

Provides access to Jina AI's web reading, search, embeddings, and reranking capabilities. Enables URL content extraction, web/arXiv/image search, document deduplication, and relevance ranking through natural language.

stickyrice-mcp

MCP server for Sticky Rice - interact with your notes from Claude.

mcp-sarb-za

Enables access to South African Reserve Bank data via natural language queries, part of the Pipeworx MCP gateway.

Stoa

Persistent shared memory for AI coding agents that turns a folder of markdown files into searchable memory across sessions, repos, and machines.

JSONPlaceholder MCP Server

Enables interaction with the JSONPlaceholder REST API for managing posts, comments, and users through MCP tools.

EVE-NG MCP Server

An MCP server that gives Claude and other LLM agents programmatic access to EVE-NG network labs, enabling creation, configuration, and management of virtual network topologies through natural language.

mcp-jp

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

lo-eyes

Visual frontend accessibility inspector MCP server. WCAG contrast checking, touch target validation, heading hierarchy audits, responsive screenshots, and S+ grading across mobile and desktop viewports.

Promo Kit MCP

Creates a complete promotional campaign kit from a short brief using web research, images, voiceovers, and evaluation.

openai-agents-chat-demo

OpenAIエージェントのチャットデモ。カスタムLLM、MCPサーバー、および関数ツールとの統合。

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.

youtube-playlists-mcp

A simple MCP server to manage YouTube playlists built in TypeScript.

Source Parts MCP Server

Enables Claude to search and manage electronic components, PCB parts, and manufacturing services through direct access to the Source Parts API. Provides comprehensive product search, pricing, inventory checking, and parametric filtering capabilities for electronics procurement.

mcp-coinpaprika

Enables access to Coinpaprika cryptocurrency data, including coin listings, prices, historical OHLC, market overview, and search through MCP tools.

MCP Interactive Service

An interface enabling high-frequency communication between AI tools (like Cursor and Windsurf) and users, allowing for option selection and information gathering through CLI, Web, or PyQt interfaces.

Cloud Music MCP Server

Enables AI agents to control NetEase Cloud Music playback, login, search, and get personalized recommendations through official APIs.

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.

Calendly MCP Server

Enables interaction with Calendly's scheduling platform via MCP, allowing users to manage events, invitees, and schedule meetings directly using the Calendly API.