MCP Scoreboard

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16953

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Last updated 21 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
12701	Google Ads MCP Server ⚡ Claim Enables LLMs to interact with the Google Ads API to retrieve account informatio…	C 60 ⁵⁄₅	◉ ⏳	60	30	—	48	81	80
12702	S3-Compatible 3D Storage MCP Server Claim 1 An MCP server for managing and publishing 3D files using S3-compatible storage …	C 60 ⁵⁄₅	◉ ⏳	57	32	—	26	81	100
12703	Kafka MCP Server ⚡ Claim 2 An MCP server that enables interaction with Kafka clusters to manage topics, mo…	C 60 ⁵⁄₅	◉ ⏳	35	67	—	48	82	72
12704	Microsoft 365 Core Server Claim Updated December 9th 2025* Manage your Microsoft 365 services effortlessly. C…	C 60 ⁵⁄₄	◉ ⏳	78	41	N/A	51	90	32
12705	LmsPs ⚡ Claim Enables interaction with a persistent PowerShell session through LM Studio. Pro…	C 60 ⁵⁄₅	◉ ⏳	62	82	—	42	81	24
12706	MCP PDF Reader ⚡ Claim 1 Intelligent PDF processing server that automatically detects PDF types (text or…	C 60 ⁵⁄₅	◉ ⏳	60	82	N/A	24	95	23
12707	footballbin-mcp-server ⚡ Claim AI match predictions for Premier League & Champions League - scores, goals, cor…	C 60 ⁶⁄₄	◉ ⏳	66	61	0	49	95	92
12708	NumPy Calculator ⚡ Claim A Model Context Protocol (MCP) server that provides mathematical calculations a…	C 60 ⁵⁄₅	◉ ⏳	60	30	—	22	84	100
12709	Naver MCP Server ⚡ Claim 1 An MCP server that provides access to Naver OpenAPI services, enabling users to…	C 60 ⁵⁄₅	◉ ⏳	39	32	—	66	80	94
12710	youtube-mcp ⚡ Claim A FastMCP server providing 25 tools for interacting with the YouTube Data API v…	C 60 ⁵⁄₅	◉ ⏳	60	35	—	31	81	88
12711	trade-router-mcp ⚡ Claim 2 Non-custodial Solana swap & limit order engine for AI agents.	C 60 ⁵⁄₅	◉ ⏳	78	57	N/A	29	75	45
12712	Cloudera Iceberg MCP Server ⚡ Claim Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to …	C 60 ⁵⁄₅	◉ ⏳	54	25	—	49	76	98
12713	Weather MCP Server ⚡ Claim Provides real-time weather information and forecasts, connecting AI assistants …	C 60 ⁵⁄₅	◉ ⏳	62	82	—	23	81	37
12714	mcp-subconscios ⚡ Claim Run conjoint experiments and causal research through AI powered behavioral simu…	C 60 ⁶⁄₄	◉ ⏳	90	41	0	36	95	93
12715	Open Data MCP Claim Enables exploration and interaction with South Korea's Public Data Portal (Open…	C 60 ⁶⁄₆	◉ ⏳	74	70	0	49	81	85
12716	Sci-Hub MCP Server ⚡ Claim Enables AI assistants to search for academic papers by DOI, title, or keywords …	C 60 ⁵⁄₅	◉ ⏳	64	30	—	19	81	100
12717	PDF Reader MCP Server ⚡ Claim 1 An MCP server that provides comprehensive PDF processing capabilities including…	C 60 ⁵⁄₄	◉ ⏳	47	27	N/A	32	95	99
12718	Sakari MCP Server ⚡ Claim A Multi-Agent Conversation Protocol server that enables interaction with the Sa…	C 60 ⁵⁄₅	◉ ⏳	60	52	—	21	80	76
12719	ITIS MCP Server Claim 1 Provides access to the Integrated Taxonomic Information System (ITIS) database …	C 60 ⁶⁄₆	◉ ⏳	96	53	0	32	80	93
12720	PubChem-MCP ⚡ Claim 1 An MCP server that provides tools for querying the PubChem database for detaile…	C 60 ⁵⁄₅	◉ ⏳	63	28	—	25	81	100
12721	YouTube MCP ⚡ Claim 1 A Model Context Protocol server that analyzes YouTube videos, enabling users to…	C 60 ⁵⁄₅	◉ ⏳	45	43	—	28	81	100
12722	URL Fetcher MCP Server ⚡ Claim Enables AI assistants to fetch and analyze web content from URLs through MCP pr…	C 60 ⁵⁄₅	◉ ⏳	66	38	—	19	81	90
12723	Weather-MCP-Server ⚡ Claim This is a Model Context Protocol (MCP) server that provides weather information…	C 60 ⁵⁄₅	◉ ⏳	60	31	—	23	81	100
12724	Video Editor MCP ⚡ Claim Enables users to upload, search, edit, and generate videos through Video Jungle…	C 60 ⁶⁄₆	◉ ⏳	92	62	0	24	81	91
12725	mcp-tavily-search ⚡ Claim Use Tavily Search to search for news pages or images.	C 60 ⁵⁄₅	◉ ⏳	64	23	—	46	81	87
12726	MCP Evolution API ⚡ Claim 1 A Model Context Protocol server that enables Claude to interact with WhatsApp t…	C 60 ⁶⁄₆	◉ ⏳	63	73	0	53	81	91
12727	DOI to BibTeX MCP Server ⚡ Claim Converts Digital Object Identifiers (DOIs) to BibTeX format using the official …	C 60 ⁶⁄₆	◉ ⏳	78	58	0	42	81	100
12728	Trading MCP Server ⚡ Claim Enables fetching real-time stock prices from Yahoo Finance through Claude AI's …	C 60 ⁵⁄₅	◉ ⏳	60	22	—	36	82	100
12729	GeoSpatial MCP Server ⚡ Claim 1 A Model Context Protocol (MCP) based geographic processing server that provides…	C 60 ⁵⁄₅	◉ ⏳	48	100	—	39	83	19
12730	spanish-law-mcp ⚡ Claim Spanish legislation via MCP — full-text search across statutes and provisions	C 60 ⁶⁄₄	◉ ⏳	90	36	0	45	95	91
12731	chainlist-mcp ⚡ Claim 1 An MCP server that gives AI agents fast access to verified EVM chain informatio…	C 60 ⁵⁄₅	◉ ⏳	55	27	—	38	82	100
12732	medRxiv-MCP-Server ⚡ Claim 🔍 Enable AI assistants to search and access medRxiv papers through a simple MCP…	C 60 ⁵⁄₅	◉ ⏳	70	30	—	16	83	93
12733	Remote MCP Server Template Claim A template for deploying authentication-free MCP servers on Cloudflare Workers.…	C 60 ⁵⁄₅	◉ ⏳	48	45	—	26	81	95
12734	Routine ⚡ Claim Interact with Routine (https://routine.co/): manage calendars, tasks, notes, et…	C 60 ⁵⁄₅	◉ ⏳	60	82	—	23	81	38
12735	Agentic AI System with MCP Integration ⚡ Claim Enables integration with financial transaction data through REST APIs, PostgreS…	C 60 ⁵⁄₅	◉ ⏳	70	26	—	26	77	97
12736	Paloma DEX MCP Server ⚡ Claim 1 A Model Context Protocol server that enables AI agents to autonomously execute …	C 60 ⁵⁄₅	◉ ⏳	65	28	—	25	81	97
12737	wormhole-metrics-mcp ⚡ Claim 1 An MCP server that analyzes cross-chain activity on the Wormhole protocol, prov…	C 60 ⁵⁄₅	◉ ⏳	55	32	—	41	83	92
12738	BioBTree Claim A unified biomedical graph database that integrates 50+ primary data sources — …	C 60 ⁶⁄₆	◉ ⏳	90	46	0	52	78	92
12739	iteratools ⚡ Claim 1 40+ pay-per-use tools for AI agents: search, TTS, QR, PDF, scraping, image gen.…	C 60 ⁶⁄₆	◉ ⏳	90	63	0	32	77	92
12740	Weather MCP Tool ⚡ Claim An India-focused MCP server that provides real-time weather conditions, forecas…	C 60 ⁵⁄₅	◉ ⏳	48	45	—	21	81	99
12741	Superset MCP Server Claim 1 A Model Context Protocol server that enables large language models to interact …	C 60 ⁵⁄₅	◉ ⏳	39	68	—	22	76	88
12742	Weather MCP MY ⚡ Claim Model Context Protocol (MCP) server that provides weather forecast, warnings, w…	C 60 ⁵⁄₅	◉ ⏳	54	27	—	46	81	93
12743	Colab MCP Claim 1 A Model Context Protocol server that enables users to control and interact with…	C 60 ⁵⁄₅	◉ ⏳	39	57	—	42	81	81
12744	docvet ⚡ Claim Docstring quality vetting for Python -- enrichment, freshness, coverage, and pr…	C 60 ⁶⁄₆	◉ ⏳	78	31	0	89	84	91
12745	Healthcare Analytics MCP Server ⚡ Claim Enables comprehensive healthcare data analysis using Tuva Health demo data with…	C 60 ⁵⁄₅	◉ ⏳	72	31	—	22	81	88
12746	Weather MCP Server ⚡ Claim Provides real-time US weather alerts and forecasts by integrating with the Nati…	C 60 ⁵⁄₅	◉ ⏳	60	30	—	24	83	100
12747	MCP Image Server ⚡ Claim 1 A Model Context Protocol server that enables fetching and processing images fro…	C 60 ⁵⁄₅	◉ ⏳	51	35	—	42	82	91
12748	AutoBot MCP ⚡ Claim Enables remote control and automation of Android devices through the Model Cont…	C 60 ⁵⁄₅	◉ ⏳	54	36	—	29	81	97
12749	Agentic Commerce MCP Demo Claim Enables interactive restaurant discovery and ordering through a synthetic comme…	C 60 ⁶⁄₆	◉ ⏳	72	73	0	42	81	91
12750	Video Convert MCP ⚡ Claim A professional video format conversion tool based on MCP protocol that supports…	C 60 ⁵⁄₅	◉ ⏳	72	83	—	24	81	20

Showing 12701–12750 of 69111 servers

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