Discover Awesome MCP Servers

cpt-analysis-mcp-server

Connects Claude Desktop to a healthcare claims database for natural-language analysis of CPT codes, reimbursement rates, payer performance, and denial patterns.

runwayMCP

runwayMCP enables job seekers to evaluate US job postings by automatically checking a company's H-1B sponsorship history using real USCIS data, helping them avoid wasting time on roles that won't sponsor visas.

NutriRef

USDA nutrition API optimized for AI agents. x402 + USDC on Base

Abstraxn Public Web3 MCP

A free public MCP server for Web3 data, providing live chain info, token prices, market data, wallet/token lookups, and travel search, with optional pay-per-call tools settled via x402.

graph-mcp-java-gen

Enables users to turn natural-language requests into validated, compilable Java test methods, grounded in a graph catalog to prevent hallucinated imports and ungrounded symbols.

pyaterochka-mcp

An unofficial MCP server for interacting with Pyaterochka (5ka.ru) grocery store, enabling product search, cart management, and order delivery.

ai-success-story

Enables AI agents to search and fetch first-person success stories from AI coding sessions, providing transferable patterns and lessons to improve performance on similar tasks.

ellmos Blender Use MCP

Enables headless Blender asset QA and FBX reimport verification for game and 3D asset pipelines, checking mesh count, material count, and naming prefixes with deterministic JSON results.

jun-skills-hwpx-v2

Unified MCP server for converting Markdown to HWPX documents or generating new HWPX files from templates while preserving formatting.

afo-visual-browser-subagent-mcp

Cloudflare-native MCP server for visual evidence and browser investigation, providing deterministic screenshot capture, snapshot generation, and signed artifact retrieval with receipt logging.

Universal Change Review

A local, read-only Git change review tool that provides total workspace diffs, staged/unstaged views, file-level inspection, and task-scoped snapshots for MCP-compatible clients like Codex, Claude Code, and Cursor.

MCP VRBO

Enables searching and retrieving VRBO vacation rental listings using browser automation. Supports filtering by location, dates, guests, price range, and property features to find and compare vacation rentals.

Cometix Indexer

A local indexing and retrieval service that enables semantic code search by wrapping Cursor's backend RepositoryService. It provides tools for indexing local workspaces and performing incremental semantic searches with automatic synchronization.

biz-guard

MCP server that enforces critical business invariants on AI-generated code changes, providing deterministic, evidence-backed ALLOW/BLOCK decisions before patches are accepted.

VaultAssist

Enables natural language control over Google Workspace (Gmail, Drive, Calendar, Sheets, Slides, Tasks) through secure OAuth 2.1 authentication, with vault-level security and multi-user isolation.

Flappy Bird MCP App

Provides a fully playable Flappy Bird game that runs inline within AI chat clients. It enables users to launch the game, submit scores, and track session high scores using Model Context Protocol tools.

pyon-mcp

MCP server for the Pyon trading platform that lets AI agents search markets, generate research, build and edit node-graph strategies, run backtests, diagnose problems, and optimize parameters with 2-D sweeps.

ast-impact-mapper-mcp

MCP server that analyzes TypeScript/JavaScript codebases via AST parsing and dependency graph tracing to identify affected tests, detect dead code, circular dependencies, and trace import chains, enabling AI agents to run only relevant tests.

handoff-mcp

Provides persistent, cross-project memory for Claude over the Model Context Protocol, enabling it to remember goals, decisions, and progress between sessions with deterministic briefs and supersession-aware recall.

afc-mcp

Provides read-only access to Aruba Fabric Composer inventory, network state, and VMware vCenter/vSphere visibility through MCP tools over streamable HTTP.

GeoAgent MCP Server

Exposes tools and resources for human-supervised geological modelling from borehole data, including validation, 3D implicit model construction with GemPy, and uncertainty analysis, with a deterministic audit trail.

tossinvest-mcp

MCP server wrapping Toss Securities Open API, enabling stock price queries and trading for Korean and US stocks via natural language.

HotelOracle

Hotel Intelligence MCP — 8 tools for hotel search, price comparison across booking sites, area guides via Google Hotels. Part of ToolOracle.

Freshdesk MCP Server

Provides AI assistants with structured access to the Freshdesk customer support platform, including tickets, contacts, companies, agents, groups, knowledge base, and SLA configuration. Features decision-tree navigation and destructive-action guardrails.

VulScan-MCP

MCP server that scans project dependencies for security vulnerabilities (CVEs) and provides fix instructions directly in VS Code via Copilot.

hatchable-mcp

Build and host full-stack web apps and sites on Hatchable from any MCP client. Each project gets a dedicated Postgres database, auth, storage, custom domains, and cron.

hacknplan-mcp

Enables Claude to interact with HacknPlan project management via the MCP protocol. Provides tools for managing projects, work items, boards, milestones, time logs, design models, and cross-project portfolio views.

Griffin MCP server

Enables AI agents to interact with the Griffin API for banking operations like opening accounts, creating payments, and managing legal persons.

MCP Enterprise Architecture Practice 01

Enterprise MCP server providing a suite of tools including file, database, GitHub, Slack, calendar, email, vector search, and Python execution, with safe defaults and OpenAI integration for automatic tool selection.

MS SQL Server MCP Server

MS SQL連携用MCPサーバー - Microsoft SQL ServerのModelContextProtocolサポートを提供します。