Discover Awesome MCP Servers

mcp-claude-designer-arabic

Provides Arabic UI/UX design tools as an MCP server, offering RTL conversion, Arabic typography validation, cultural palettes, and anti-AI-slop auditing for AI-assisted design workflows.

alphaportal-mcp

Enables querying AlphaPortal student information, assigned bus stops, live bus GPS locations, and arrival/departure notifications, with confirm-gated updates to notification preferences and walk-zone radius.

glm4v-vision-mcp

MCP server that provides image analysis, OCR text extraction, and image description using the GLM-4V Flash model from Zhipu AI.

Telegram MCP — Next Generation

Enables MCP-compatible clients to securely access and manage Telegram accounts, chats, messages, media, and contacts, with tiered permissions, write controls, and local caching.

OneMap MCP Server

Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.

dsh-web-search-free

A dual-transport MCP server enabling anonymous free web search via Parallel (default) or Exa (backup), with no API keys or DSH dependency, for Claude Code, Codex, and any MCP client.

cisco-umbrella-mcp

MCP server for Cisco Umbrella that enables querying DNS/proxy/firewall/AMP activity reports, roaming computers, app discovery data, and managed provider customer/console information via the classic Umbrella REST API v2.

Documentation MCP Server

A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

mysql-mcp

Provides safe read, insert, and update operations on MySQL databases with guardrails against destructive actions.

Lineage MCP Server

Provides tools to interact with the Lineage blockchain API, including wallet seed phrase and keypair generation, balance queries, and latest block retrieval.

Excel MCP Server

Enables AI-powered employee data management in Excel files, automatically classifying employees by department, designation, and salary band based on experience and role, with automatic data validation and backup capabilities.

Tabduct

Enables CLI coding agents to interact with your live browser tabs via MCP, using your real sessions and cookies without a sandbox.

primereact-mcp

MCP server that gives AI assistants full access to PrimeReact v10 component documentation — props, events, examples, and search.

MLLoop

An MCP server that enforces a scientific-method loop for AI-driven machine learning experiments, with hypothesis gating, diagnostics, and data forensics.

Data Dictionary MCP

AIエージェントを連携させて、データベースのテーブルをWikipediaスタイルのデータディクショナリに変換する、モデルコンテキストプロトコル（MCP）サーバー。

eco2mix-mcp

Connects to real-time French power grid data (carbon intensity, consumption, generation mix) to make Kiro carbon-aware, enabling it to defer heavy jobs when the grid is dirty.

parliamentary-nlp-mcp

MCP server that audits Brazilian parliamentary speeches for hate speech and offensive language using a fine-tuned BERTimbau classifier, returning classification, confidence, and human review recommendations.

ticket-generator-mcp

Enables AI agents to generate ticket IDs with QR codes, send tickets via email/SMS/WhatsApp, and retrieve event details through the Ticket Generator API.

VA Form Generation MCP Server

Provides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.

Roboflow MCP Server

Integrates the Roboflow platform with Claude Code to manage computer vision datasets, trigger training runs, and perform inference directly from the CLI. It enables users to search Roboflow Universe for public datasets and handle image uploads or model evaluations using natural language commands.

Agent Reliability MCP Server

Computes AI agent reliability metrics like success rates, latency statistics, and failure patterns from provided numbers, with zero external API cost.

mcp-novel-calc

Provides calculations for novel writing including dates, traditional units, currency, travel time, and growth rates, helping AI avoid arithmetic errors in fiction.

auranet-omni-engine

Omni-channel x402-gated MCP Oracle providing structured data across 12 verticals monetized via Base USDC micropayments.

ephemeral-reasoning-mcp

Provides an MCP server that decomposes complex problems into ordered, isolated reasoning contexts, yielding compressed summaries before discarding intermediate steps. Enables sequential or parallel step execution with optional verification for more reliable LLM reasoning.

Sozio Business

Sozio Business is a standalone local MCP server for combining private company data with 22,635 profiled Swiss open-data resources.

MCP Color Converter

A comprehensive toolkit for color conversion, manipulation, and accessibility analysis supporting formats like OkLCH and WCAG compliance. It enables AI agents to manage design systems by generating harmonious palettes, transforming color spaces, and performing contrast checks.

mcp-opencode

An MCP server that lets an AI coding agent delegate implementation work to the OpenCode CLI, choosing an explicit provider + model on every call.

GraphRAG MCP Server

Enables AI agents to access detailed research findings, implementation patterns, and best practices for building graph-enhanced retrieval-augmented generation systems.

UFC-MCP

A local file conversion server supporting audio, video, image, document, and specialized formats via Model Context Protocol. It enables batch and single-file conversions without cloud dependencies.

Record MCP Server

Enables storing and managing dynamic review records with custom schemas for any category (coffee, whisky, wine, etc.), supporting both local filesystem and Cloudflare R2 storage with flexible field definitions.