MCP Scoreboard

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Last updated 46 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
9001	Kakao Navigation Claim kakao navigation mcp server using kakao mobility & kakao map api	C 68 ⁵⁄₅	◉ ⏳	62	68	—	52	76	77
9002	MCP Server Playground Claim 1 A TypeScript-based MCP server designed for experimentation and integration with…	C 68 ⁵⁄₅	◉ ⏳	86	82	N/A	25	95	33
9003	Scientific Paper Reading Assistant Claim 1 Enables local analysis of scientific papers including PDF parsing, mathematical…	C 68 ⁵⁄₄	◉ ⏳	90	48	N/A	26	92	70
9004	Interactive Feedback MCP ⚡ Claim Enables AI coding assistants like Cursor and Claude to engage in real-time two-…	C 68 ⁵⁄₄	◉ ⏳	54	58	N/A	40	95	92
9005	MCP Wait Timer Server ⚡ Claim 1 Provides a simple 'wait' tool that introduces deliberate pauses into workflows …	C 68 ⁵⁄₅	◉ ⏳	78	70	—	46	83	51
9006	MCP Seat Reservation Server ⚡ Claim Enables comprehensive office seat reservation management including viewing avai…	C 68 ⁵⁄₅	◉ ⏳	72	55	—	21	81	100
9007	LMStudio-MCP Claim A bridge that allows Claude to communicate with locally running LLM models via …	C 68 ⁵⁄₄	◉ ⏳	60	41	N/A	51	92	99
9008	sqlite-reader-mcp ⚡ Claim A lightweight MCP server that provides read-only access to SQLite databases, al…	C 68 ⁵⁄₄	◉ ⏳	74	35	N/A	37	95	96
9009	TaskMateAI ⚡ Claim 2 AI-driven task management application that operates via MCP, enabling autonomou…	C 68 ⁵⁄₄	◉ ⏳	86	57	N/A	43	89	53
9010	Multi Agent Orchestrator MCP ⚡ Claim Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to autono…	C 68 ⁵⁄₅	◉ ⏳	84	43	—	31	81	89
9011	ydb-mcp ⚡ Claim 1 MCP server for interacting with [YDB](https://ydb.tech) databases	C 68 ⁵⁄₅	◉ ⏳	63	37	—	67	83	96
9012	Chrome DevTools MCP ⚡ Claim 1 MCP server for Chrome DevTools	C 68 ⁵⁄₄	◉ ⏳	65	25	N/A	70	90	96
9013	GitHub Integration Server Claim 2 Enable your AI assistants to manage GitHub repositories, track issues, and perf…	C 68 ⁵⁄₅	◉ ⏳	57	75	N/A	20	81	100
9014	Terminal Control MCP ⚡ Claim Enables AI agents to interact with terminal-based TUI applications by capturing…	C 68 ⁵⁄₄	◉ ⏳	66	41	N/A	44	95	93
9015	Coolify MCP Server ⚡ Claim 1 Enables AI assistants to interact with Coolify self-hosted instances for applic…	C 68 ⁵⁄₅	◉ ⏳	84	95	—	20	81	40
9016	agloop-mcp ⚡ Claim 1 An MCP server providing 14 introspection tools for AgLoop, a custom agent frame…	C 68 ⁵⁄₄	◉ ⏳	57	37	N/A	63	90	99
9017	MySQL Explorer ⚡ Claim An intelligent MySQL MCP Server with expert data analytics capabilities and com…	C 68 ⁵⁄₅	◉ ⏳	84	75	N/A	41	81	46
9018	MCP ContentEngineering Claim Enables direct access to raw Markdown content from files or directories without…	C 68 ⁵⁄₅	◉ ⏳	84	53	—	44	81	67
9019	Weather MCP Server Claim 1 An MCP server with integrated ATXP micropayment functionality that requires USD…	C 68 ⁵⁄₅	◉ ⏳	59	71	—	21	81	100
9020	MCP Sample Server ⚡ Claim A simple Model Context Protocol server providing basic utility tools including …	C 68 ⁵⁄₄	◉ ⏳	72	55	N/A	33	95	77
9021	Configurable Command MCP Server ⚡ Claim 1 A flexible MCP server that enables users to define and execute arbitrary comman…	C 68 ⁵⁄₅	◉ ⏳	84	87	N/A	19	95	35
9022	MCP Server Diff TypeScript ⚡ Claim 1 This server provides a tool to generate unified diffs between two text strings,…	C 68 ⁵⁄₅	◉ ⏳	78	83	—	38	81	47
9023	Hostinger Ecommerce MCP ⚡ Claim Enables interaction with the Hostinger Ecommerce API to retrieve product inform…	C 68 ⁵⁄₅	◉ ⏳	60	70	—	21	81	100
9024	Voice Generation MCP Server Claim Enables text-to-speech conversion using Minimax AI's voice synthesis API with a…	C 68 ⁵⁄₅	◉ ⏳	76	46	—	39	80	91
9025	Directus MCP Server ⚡ Claim 1 A Model Context Protocol server that allows AI tools to connect to and interact…	C 68 ⁵⁄₅	◉ ⏳	59	57	—	49	81	96
9026	Grants Search MCP Server Claim 2 An MCP server that enables users to search for government grants based on keywo…	C 68 ⁵⁄₅	◉ ⏳	69	66	—	27	80	88
9027	Alpaca MCP Server ⚡ Claim Enables natural language trading operations through Alpaca's Trading API, suppo…	C 68 ⁵⁄₅	◉ ⏳	72	43	—	42	81	100
9028	DiSH MCP Server ⚡ Claim Enables interaction with the DiSH room booking platform to search availability,…	C 68 ⁵⁄₄	◉ ⏳	76	43	N/A	29	92	90
9029	Sphere MCP Gaming Server Claim 1 Provides LLM access to Unicity gaming platform games through a payment-gated da…	C 68 ⁵⁄₅	◉ ⏳	60	70	—	27	78	99
9030	Mathematica MCP Server ⚡ Claim Allows LLMs to execute Wolfram Language code in a secure, session-based environ…	C 68 ⁵⁄₄	◉ ⏳	68	50	N/A	20	95	100
9031	ComfyUI MCP Server Claim Enables orchestration of ComfyUI workflows through natural language by discover…	C 68 ⁵⁄₅	◉ ⏳	60	82	—	24	81	81
9032	MCP Datastore Server Claim 2 An MCP server that provides simple query capabilities for Google Cloud Datastor…	C 68 ⁵⁄₅	◉ ⏳	71	56	—	22	82	99
9033	MCP Frontend Testing Server Claim Provides tools for frontend testing including code analysis, test generation, t…	C 68 ⁵⁄₅	◉ ⏳	76	60	—	43	81	71
9034	Meme MCP Server ⚡ Claim 1 A simple Model Context Protocol server that allows AI models to generate meme i…	C 68 ⁵⁄₅	◉ ⏳	66	58	—	52	80	84
9035	PAELLADOC ⚡ Claim 2 A Model Context Protocol (MCP) server that implements AI-First Development fram…	C 68 ⁵⁄₅	◉ ⏳	80	31	—	64	80	85
9036	ResilientDB MCP Server ⚡ Claim Enables interaction with ResilientDB blockchain through smart contract operatio…	C 68 ⁵⁄₅	◉ ⏳	78	52	—	22	81	94
9037	Minecraft RCON MCP Server ⚡ Claim Connects AI agents to Minecraft servers via RCON to execute commands, monitor l…	C 68 ⁵⁄₅	◉ ⏳	66	46	—	46	80	99
9038	PostgreSQL MCP Server Claim Enables AI agents to interact with PostgreSQL databases through the Model Conte…	C 68 ⁵⁄₅	◉ ⏳	72	46	—	53	80	89
9039	everything-mcp-server Claim	C 68 ⁵⁄₅	◉ ⏳	80	75	N/A	24	95	49
9040	GNOME UI MCP ⚡ Claim GNOME Wayland desktop automation via AT-SPI discovery and Mutter input.	C 68 ⁵⁄₄	◉ ⏳	78	22	N/A	65	90	89
9041	MCP Knowledge Base Server ⚡ Claim Enables semantic search and document management with support for text, PDF, and…	C 68 ⁵⁄₅	◉ ⏳	60	68	—	24	81	99
9042	Continuo Memory System ⚡ Claim 2 Enables persistent memory and semantic search for development workflows with hi…	C 68 ⁵⁄₅	◉ ⏳	88	41	—	39	82	81
9043	Seafile MCP Server Claim Connects Claude to your self-hosted or cloud-based Seafile storage for managing…	C 68 ⁵⁄₅	◉ ⏳	76	36	—	47	80	99
9044	mcp-server-opendal ⚡ Claim 1 Access any storage with Apache OpenDAL™	C 68 ⁵⁄₅	◉ ⏳	68	33	—	64	80	100
9045	Placeholder Image Generator ⚡ Claim Generates customizable placeholder images with configurable dimensions, colors,…	C 68 ⁵⁄₅	◉ ⏳	54	100	N/A	32	95	46
9046	Spotify MCP Server ⚡ Claim 1 Enables AI assistants to control Spotify playback, search for music, manage pla…	C 68 ⁵⁄₅	◉ ⏳	48	100	N/A	29	89	65
9047	ssh-mcp-server ⚡ Claim 1 An MCP server that enables remote SSH command execution and bidirectional file …	C 68 ⁵⁄₅	◉ ⏳	51	68	—	45	76	100
9048	MCP Docker Hub Server Claim Enables interaction with Docker Hub through Claude to search images, get image …	C 68 ⁵⁄₅	◉ ⏳	66	70	—	26	80	90
9049	MCPilot ⚡ Claim A powerful gateway for the Model Context Protocol (MCP) that unifies AI toolcha…	C 68 ⁵⁄₅	◉ ⏳	84	67	—	28	81	63
9050	MCP Git Commit Generator ⚡ Claim Automatically generates conventional commit messages from staged git changes an…	C 68 ⁵⁄₅	◉ ⏳	70	31	—	70	82	93

Showing 9001–9050 of 57597 servers

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