MCP Scoreboard

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32320

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2112

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Last updated 52 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
13751	JobApply MCP Server ⚡ Claim 1 A Model Context Protocol server that helps with job applications by analyzing j…	C 56 ⁵⁄₅	◉ ⏳	51	26	—	22	81	98
13752	Example MCP Server Claim A demonstration MCP (Model Control Protocol) server built with FastMCP framewor…	C 56 ⁵⁄₄	◉ ⏳	48	20	N/A	23	95	94
13753	Demo MCP Server ⚡ Claim A demonstration MCP server built with FastMCP that provides basic mathematical …	C 56 ⁵⁄₅	◉ ⏳	42	35	—	27	81	94
13754	my-mcp-server2 ⚡ Claim 1 A Model Context Protocol server built with FastMCP that features dynamic tool l…	C 56 ⁵⁄₅	◉ ⏳	45	25	—	27	83	100
13755	Jinko Hotel Booking MCP Server ⚡ Claim Enables AI agents to search, browse, and book hotels from a database of 2 milli…	C 56 ⁶⁄₄	◉ ⏳	66	60	0	20	95	91
13756	Beehiiv MCP Server ⚡ Claim 1 A Model Context Protocol server that enables Large Language Models (like Claude…	C 56 ⁵⁄₅	◉ ⏳	39	37	—	23	82	100
13757	FastMCP GitHub Automation Server ⚡ Claim Provides a comprehensive API wrapper for GitHub operations through a FastMCP-ba…	C 56 ⁶⁄₆	◉ ⏳	72	43	0	43	80	100
13758	alphago2580-naramarketmcp ⚡ Claim 1 Access Korea’s G2B procurement and Nara Market data for bid notices, awards, co…	C 56 ⁶⁄₆	◉ ⏳	78	63	0	46	80	69
13759	Instagram MCP Server ⚡ Claim 1 Enables access to Instagram data through EnsembleData API, allowing retrieval o…	C 56 ⁵⁄₅	◉ ⏳	48	43	—	29	80	75
13760	Subnet Calculator MCP Server Claim Enables subnet mask calculations and network planning through MCP framework. Pr…	C 56 ⁵⁄₅	◉ ⏳	52	30	—	34	81	81
13761	Finance MCP Server Claim 1 A Model Context Protocol server built with FastMCP that provides financial data…	C 56 ⁵⁄₅	◉ ⏳	39	32	—	28	80	100
13762	Video MCP Server ⚡ Claim 1 A Model Context Protocol server that provides video processing capabilities inc…	C 56 ⁵⁄₅	◉ ⏳	57	75	—	40	81	17
13763	mcp-weather ⚡ Claim A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…	C 56 ⁵⁄₅	◉ ⏳	46	30	—	21	83	100
13764	memori-mcp ⚡ Claim Memori MCP server — persistent AI memory with recall and augmentation tools	C 56 ⁵⁄₅	◉ ⏳	66	0	N/A	59	69	95
13765	MCP Server for Qdrant ⚡ Claim A Machine Control Protocol (MCP) server that enables storing and retrieving inf…	C 56 ⁵⁄₅	◉ ⏳	54	31	—	22	81	88
13766	UniCloudDB-MCP ⚡ Claim 1 A database operation tool for uniCloud based on MCP protocol that allows AI ass…	C 56 ⁵⁄₅	◉ ⏳	54	82	—	42	80	14
13767	Fathom MCP Server ⚡ Claim Connect Claude to Fathom meeting recordings, transcripts, and summaries	C 56 ⁶⁄₆	◉ ⏳	84	10	0	80	82	95
13768	Iconsult MCP ⚡ Claim 1 An architecture consulting server that reviews multi-agent systems against a kn…	C 56 ⁶⁄₆	◉ ⏳	92	41	0	29	78	91
13769	mcp-yolo ⚡ Claim 1 An MCP server providing zero-shot object detection and segmentation using Ultra…	C 56 ⁵⁄₄	◉ ⏳	33	25	N/A	39	92	94
13770	Stochastic Thinking Server Claim Provide advanced stochastic algorithms and probabilistic decision-making capabi…	C 56 ⁶⁄₄	◉ ⏳	84	42	0	31	95	80
13771	purmemo ⚡ Claim AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall …	C 56 ⁶⁄₆	◉ ⏳	96	10	0	68	80	90
13772	PsyFlow-MCP ⚡ Claim A lightweight FastMCP server that enables language models to discover, clone, t…	C 56 ⁵⁄₅	◉ ⏳	42	82	—	48	81	21
13773	MCP Tool ⚡ Claim A server built on mcp-framework that enables integration with Claude Desktop th…	C 56 ⁵⁄₄	◉ ⏳	54	58	N/A	31	92	35
13774	temp-notes ⚡ Claim A lightweight service that provides cross conversation temporary information st…	C 56 ⁶⁄₄	◉ ⏳	72	66	0	45	95	55
13775	qlib-mcp ⚡ Claim 2 An MCP server for the Microsoft Qlib quantitative research platform that enable…	C 56 ⁵⁄₄	◉ ⏳	45	31	N/A	27	90	87
13776	NixOS MCP Server ⚡ Claim Enables searching and retrieving NixOS configuration options using the official…	C 56 ⁶⁄₆	◉ ⏳	66	62	0	27	81	96
13777	NBA MCP Server ⚡ Claim 1 A Model Context Protocol server that enables LLMs to retrieve NBA data includin…	C 56 ⁵⁄₄	◉ ⏳	39	25	N/A	22	95	100
13778	flipcoin ⚡ Claim Agent-first prediction markets on Base. Trade, quote, create markets via MCP.	C 56 ⁵⁄₅	◉ ⏳	76	0	N/A	35	71	96
13779	FS-MCP Server ⚡ Claim 1 A Model Context Protocol server that provides intelligent file reading and sema…	C 56 ⁵⁄₅	◉ ⏳	39	36	—	45	81	84
13780	Teams Messenger MCP App Claim 1 A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…	C 56 ⁵⁄₅	◉ ⏳	51	32	—	20	81	94
13781	AI Workspace MCP Server Claim Provides a secure workspace for AI-driven file management and Python script exe…	C 56 ⁶⁄₆	◉ ⏳	90	40	0	25	74	100
13782	FastAPI MCP Math and Tool Registration … ⚡ Claim A FastAPI-integrated MCP server that provides mathematical operations like addi…	C 56 ⁵⁄₅	◉ ⏳	48	22	—	28	83	98
13783	Pokémon MCP Server Claim Enables AI models to access comprehensive Pokémon data from PokéAPI and simulat…	C 56 ⁵⁄₅	◉ ⏳	70	35	—	33	81	51
13784	Vilnius Transport MCP Server ⚡ Claim 1 Enables Large Language Models to access real-time data on Vilnius public transp…	C 56 ⁵⁄₅	◉ ⏳	68	27	—	13	81	80
13785	Look 4 Fundings ⚡ Claim Provides basic text manipulation and analysis tools including word reversal and…	C 56 ⁶⁄₆	◉ ⏳	68	65	0	27	81	91
13786	Codebase RAG MCP Server ⚡ Claim Enables semantic search and retrieval of code files using embeddings stored in …	C 56 ⁵⁄₅	◉ ⏳	60	22	—	20	76	99
13787	MCP-Add-Weather ⚡ Claim A multi-agent system that connects a math server and weather server, allowing u…	C 56 ⁵⁄₅	◉ ⏳	50	27	—	23	81	99
13788	FGJ Multimedios MCP Server Claim Enables automated sending of institutional emails via Gmail SMTP with authentic…	C 56 ⁵⁄₅	◉ ⏳	54	32	—	25	81	85
13789	Python Weather MCP Server ⚡ Claim Enables AI agents to fetch real-time weather data for any location using the Op…	C 56 ⁵⁄₅	◉ ⏳	48	17	—	44	81	97
13790	MCP Blog API ⚡ Claim A simple blog API service built with FastMCP that allows users to fetch all blo…	C 56 ⁵⁄₄	◉ ⏳	48	17	N/A	21	95	100
13791	MCP Plus Claim A lightweight MCP server that enhances AI agents with tools for codebase analys…	C 56 ⁵⁄₅	◉ ⏳	54	31	—	22	81	90
13792	MCP-Agent ⚡ Claim Connect to any MCP servers using agents	C 56 ⁶⁄₄	◉ ⏳	66	42	0	53	95	88
13793	nan-forget ⚡ Claim AI that remembers. Local-first cross-session, cross-project long-term memory fo…	C 56 ⁵⁄₅	◉ ⏳	62	0	N/A	58	69	97
13794	MCP Web Scraper Server Claim An advanced web search and scraping server that enables AI models to perform ta…	C 56 ⁶⁄₆	◉ ⏳	72	55	0	24	81	99
13795	Morocco Experience Protocol Claim 1 Enables AI assistants to discover and search authentic Moroccan tourism experie…	C 56 ⁶⁄₆	◉ ⏳	82	31	0	51	82	94
13796	Advanced HWP MCP Server ⚡ Claim 1 Enables comprehensive control of Korean Hangul (HWP) documents with 59 features…	C 56 ⁵⁄₄	◉ ⏳	48	38	N/A	21	89	78
13797	AI Book Agent MCP Server ⚡ Claim Provides AI assistants with intelligent access to ML textbook content for creat…	C 56 ⁵⁄₅	◉ ⏳	48	33	—	24	81	91
13798	Time MCP Server Claim A Cloudflare Workers-based MCP server that provides current date and time infor…	C 56 ⁶⁄₆	◉ ⏳	54	60	0	45	81	100
13799	Vulnerable MCP Server ⚡ Claim An educational MCP server demonstrating common security vulnerabilities like co…	C 56 ⁵⁄₄	◉ ⏳	50	21	N/A	27	95	84
13800	portfolio-mcp ⚡ Claim 1 An MCP server for managing MDX blog posts and project data with built-in Git in…	C 56 ⁶⁄₆	◉ ⏳	63	67	0	30	76	99

Showing 13751–13800 of 67226 servers

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