Discover Awesome MCP Servers

Constellation

Code Intelligence Platform for AI Coding Assistants

Table Charts

TableCharts MCP Server gives any LLM assistant the ability to instantly convert tabular data into beautiful, hosted, interactive dashboards. Simply provide JSON rows, raw CSV text, or a public URL (Notion page, Google Sheet, or Salesforce report), and get back a shareable dashboard URL plus an embeddable iframe code — all in one tool call. Supports 6 chart types: bar, line, area, pie, scatter, a

qucs-mcp

Enables MCP-compatible agents to generate Qucs circuit schematics, run simulations, and parse results programmatically.

DOM Inspector Plus MCP Server

Gives Claude the ability to inspect and extract UI components from any webpage through a Chrome extension, enabling element discovery, style extraction, and design token analysis.

io.github.shigechika/aruba-central-mcp

MCP server for Aruba Central that exposes access point, switch, and wireless client status to MCP-compatible AI assistants via STDIO transport.

MCP Compact

Aggregates multiple upstream MCP servers into a single stdio-only runtime with a compact surface exposing only invoke and read.

ocr-extract

Enables OCR text extraction from images via URLs or base64, with pay-per-call using x402 micropayments (USDC on Base L2).

misMEM

Provides persistent, cooperative memory for LLMs via MCP, with SQLite storage and tools for capturing, recalling, consolidating, crystallizing, and forgetting memories across sessions.

Redis MCP Server

Model Context Protocol (MCP) 도구를 사용하여 Redis 데이터베이스 작업을 수행할 수 있도록 지원하며, 해시 필드 설정, 가져오기, 스캔과 같은 명령을 통해 효율적인 데이터 관리를 가능하게 합니다.

wallstreetcn-mcp

A remote MCP server on Cloudflare Workers that supports tool registration and connects to AI clients like Cloudflare AI Playground and Claude Desktop without authentication.

openzim-mcp

MCP server for reading and searching ZIM archives, optimized for single-user deployments with a persistent Wikipedia archive.

ollama-vision-mcp

A Python MCP server that gives vision capabilities to text-only LLMs by exposing an analyze_image tool that sends local images to a vision-capable Ollama model and returns textual descriptions.

worker-bridge

Delegate coding tasks to external AI coding agents in isolated git worktrees with independent verification, enabling any MCP client to orchestrate multi-agent workflows.

gemini-nano-banana-mcp

MCP server that enables Claude Code to generate images using Google's Gemini image generation models.

GraphRAG Llama Index MCP Server

Enables AI agents to query a local knowledge graph built from document collections using hybrid search (BM25 + vector fusion) and entity-relationship extraction. Supports privacy-first, offline operation with tools for semantic search, entity graph exploration, and corpus statistics.

universal-browser-bridge

Enables MCP-compatible AI agents to securely control Chrome tabs via a local bridge, with explicit per-tab sharing and human approval for consequential actions.

dwf-mcp-server

Enables control of Digilent WaveForms instruments (oscilloscope, AWG, logic analyzer) over USB, supporting devices like Analog Discovery 2/3 and Digital Discovery.

NEAR MCP Server

The NEAR MCP Server enables AI agents to interact with the NEAR Protocol blockchain, providing smart contract interaction, transaction handling, and event listening with AI-driven processing.

Drake Lyrics MCP

Creates Drake-style rap bars from any situation you type, and provides a complete MCP example with tools, resources, prompts, and an interactive UI widget.

Exa Websets MCP Server

A Model Context Protocol server that enables interaction with Exa's Websets API for AI-powered web search and data collection, allowing users to create and manage customized websets through natural language queries.

Spotify MCP Server

Claude를 Spotify와 연결하여 대화를 통해 재생을 제어하고, 음악을 검색하고, 트랙 정보를 얻고, 대기열을 관리합니다.

python-mcp-server

A simple note-taking MCP server that allows adding notes and summarizing them via a prompt.

anki-mcp

Enables reading and writing to your local Anki collection through AnkiConnect, allowing creation, update, and search of notes and decks from MCP clients like Claude Desktop.

BindAliasPlus MCP

MCP bridge for the BindAliasPlus Minecraft mod that lets AI agents control Minecraft by querying game state, taking screenshots, executing aliases, and editing the mod config.

kbg-viewer

MCP 메모리 서버에서 생성된 지식 기반 그래프를 시각화하기 위한 사용자 정의 Vue.js 컴포넌트.

FirmMem MCP Server

A pure SQLite structured long-term memory MCP server for AI agents, featuring adaptive Ebbinghaus forgetting curves, hierarchical memory tiers, trust feedback, and anomaly detection—all fully offline with deterministic scoring.

mcp-python-bitcoinlib

An MCP server that exposes the python-bitcoinlib API. It provides tools for Bitcoin key management, address generation, transaction building, script operations, and cryptography.

zotero-fulltext-mcp

Enables searching and reading full text of papers in a Zotero library by converting PDF attachments to Markdown and exposing a full-text search index to LLM tools.

Code Contractor MCP Server

Professional MCP Server with AST-powered code intelligence, high-performance search, and smart file operations.