MCP Scoreboard

68948

Discovered

→

33679

Scored

→

2112

Verified

→

16953

Complete

Our Methodology How we score servers → Find & Claim Your Server Free score alerts & badge →

Last updated 6 hours, 57 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
○ Unscored
68851	codex-pets Claim Companion Gallery for Codex: public read-only registry for Codex-compatible ani…	—	○ ⏳	—	—	—	—	—	—
68852	byrdocs-search-mcp Claim Enables AI clients to search BUPT byrdocs materials, past exam papers, and fres…	—	○ ⏳	—	—	—	—	—	—
68853	robinhood-mcp Claim Enables AI models to manage Robinhood portfolios, execute trades, and run autom…	—	○ ⏳	—	N/A	N/A	—	—	—
68854	ExcelMCPAdvanced Claim Fast, multi-sheet Excel retrieval and writing via MCP, supporting efficient dat…	—	○ ⏳	—	N/A	N/A	—	—	—
68855	Financial Data Provider MCP Server Claim Provides financial data including stock prices, cryptocurrency rates, forex rat…	—	○ ⏳	—	—	—	—	—	—
68856	DramaCraft Claim Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama vide…	—	○ ⏳	—	N/A	N/A	—	—	—
68857	Redis MCP Server Claim A Model Context Protocol (MCP) server for Redis. Connect to any Redis instance …	—	○ ⏳	—	N/A	N/A	—	—	—
68858	RAG Regression Gate Claim MCP server that diagnoses RAG pipeline regression by detecting which failure mo…	—	○ ⏳	—	N/A	N/A	—	—	—
68859	ansys-mcp-server Claim Enables Claude Code to control Ansys engineering simulations (CFD, FEA, meshing…	—	○ ⏳	—	—	—	—	—	—
68860	SmartOffice-MCP Claim Enables AI agents to create, edit, format, and analyze Microsoft Office documen…	—	○ ⏳	—	N/A	N/A	—	—	—
68861	case-chat Claim A conversational chat interface that uses RAG over a synthetic test corpus and …	—	○ ⏳	—	N/A	N/A	—	—	—
68862	FS-MCP Claim Provides Claude with complete file system integration including directory manag…	—	○ ⏳	—	N/A	N/A	—	—	—
68863	mcp-agent-app Claim Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Olla…	—	○ ⏳	—	N/A	N/A	—	—	—
68864	Shopify MCP Claim A read-only MCP server that exposes the full Shopify Admin GraphQL API through …	—	○ ⏳	—	N/A	N/A	—	—	—
68865	codex-gpt-bridge Claim Streamable HTTP MCP bridge that allows ChatGPT to delegate code execution reque…	—	○ ⏳	—	—	—	—	—	—
68866	marimo-mcp Claim Auto-discovers running marimo notebooks and exposes tools for reading, editing,…	—	○ ⏳	—	N/A	N/A	—	—	—
68867	GDB MCP Server Claim Enables AI agents to interact with GDB for debugging via the MCP protocol. Supp…	—	○ ⏳	—	N/A	N/A	—	—	—
68868	financial-agent Claim Enables AI agents to manage personal finances with deterministic, grounded tool…	—	○ ⏳	—	N/A	N/A	—	—	—
68869	Proton Drive MCP Claim MCP server that provides full access to Proton Drive via Claude Desktop or CLI,…	—	○ ⏳	—	N/A	N/A	—	—	—
68870	sourcify-context-server Claim A simple notes MCP server that enables creating, listing, and summarizing text …	—	○ ⏳	—	N/A	N/A	—	—	—
68871	creating-your-first-mcp-server Claim Enables to perform mathematical calculations, retrieve weather information, and…	—	○ ⏳	—	N/A	N/A	—	—	—
68872	Weather MCP Server Claim Provides weather alerts and forecasts via MCP tools, supporting both STDIO and …	—	○ ⏳	—	—	—	—	—	—
68873	Launch Engine — Business Execution OS Claim Agentic pipeline — 39 tools from idea to revenue for solo founders.	—	○ ⏳	—	N/A	N/A	—	95	—
68874	kannaka-quantum Claim Enables AI agents to execute quantum circuits, generate true quantum random bit…	—	○ ⏳	—	—	—	—	—	—
68875	standup-mcp Claim Generates daily standup drafts from your actual GitHub, Jira, Linear, and Slack…	—	○ ⏳	—	N/A	N/A	—	—	—
68876	NOESIS Claim A cognitive optimization engine exposed as an MCP server that amplifies LLM rea…	—	○ ⏳	—	—	—	—	—	—
68877	iris-execute-mcp Claim MCP server for InterSystems IRIS that provides 8 tools including ObjectScript e…	—	○ ⏳	—	—	—	—	—	—
68878	Google Docs + Gmail MCP Server Claim Enables appending content to Google Docs and creating Gmail drafts with human-i…	—	○ ⏳	—	—	—	—	—	—
68879	Grimoire Claim Read-only MCP server that gives Claude live access to your UE5 project state — …	—	○ ⏳	—	N/A	N/A	—	—	—
68880	sensorium-mcp Claim MCP server with persistent memory, voice understanding, multi-thread orchestrat…	—	○ ⏳	—	—	—	—	—	—
68881	MCP Code Review Server Claim Enables automated AI-powered code review for pull requests across GitHub, GitLa…	—	○ ⏳	—	—	—	—	—	—
68882	mediawiki-mcp Claim An MCP server for MediaWiki instances with multi-wiki support, providing full r…	—	○ ⏳	—	N/A	N/A	—	—	—
68883	Handle Figma MCP Claim Enables AI assistants to read and modify Figma designs programmatically through…	—	○ ⏳	—	—	—	—	—	—
68884	ifg-tax Claim International tax research — 213 jurisdictions, 500K+ legal documents.	—	○ ⏳	—	N/A	N/A	—	83	—
68885	GitLab MCP Server Claim Connects AI assistants to GitLab, enabling natural language queries for merge r…	—	○ ⏳	—	—	—	—	81	—
68886	Memryzed Claim Local-first cross-agent memory for AI coding agents. Persistent, shared memory …	—	○ ⏳	—	N/A	N/A	—	—	—
68887	Magic Eden MCP Server Claim Enables interaction with the Magic Eden NFT marketplace across multiple blockch…	—	○ ⏳	—	N/A	N/A	—	—	—
68888	SSH + Oracle DB MCP Server Claim Enables secure SSH and Oracle DB operations with persistent sessions, audit log…	—	○ ⏳	—	N/A	N/A	—	—	—
68889	Mindset AI Sample MCP Server Claim Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…	—	○ ⏳	—	—	—	—	—	—
68890	MCP-Edge Claim Enables cloud LLM agents to discover and invoke physical hardware on edge and I…	—	○ ⏳	—	N/A	N/A	—	—	—
68891	Metro MCP Claim A unified MCP server for US transit systems, supporting Washington DC Metro and…	—	○ ⏳	—	—	—	—	—	—
68892	Figma Console MCP Server Claim Bridges AI assistants with Figma for design system extraction, bidirectional to…	—	○ ⏳	—	—	—	—	—	—
68893	Anki Card Manager (acm) Claim This MCP server connects Claude with Anki, allowing users to create flashcards …	—	○ ⏳	—	N/A	N/A	—	—	—
68894	self-inspect Claim Enables agents to reflect on their own thinking by returning a metathought ques…	—	○ ⏳	—	N/A	N/A	—	—	—
68895	Database Operations MCP Claim Enables database inspection, backup/restore, analysis, and querying, plus media…	—	○ ⏳	—	N/A	N/A	—	—	—
68896	OpenAPI MCP Server Claim Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …	—	○ ⏳	—	—	—	—	—	—
68897	apple-mcp Claim Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…	—	○ ⏳	—	N/A	N/A	—	—	—
68898	luogu-mcp-server Claim A read-only MCP server for discovering and fetching Luogu problems, training se…	—	○ ⏳	—	—	—	—	—	—
68899	WonderSuite-Ai-Bug-Bounty Claim AI-Powered Offensive Security Research Engine - desktop-native security testing…	—	○ ⏳	—	N/A	N/A	—	—	—
68900	Weather Travel Advisory MCP Server Claim Enables weather-based travel advisory generation using wttr.in API, including t…	—	○ ⏳	—	—	—	—	—	—

Showing 68851–68900 of 68948 servers

« Prev 1 … 1376 1377 1378 1379 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops