MCP Scoreboard

69135

Discovered

→

33833

Scored

→

2112

Verified

→

16953

Complete

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

Last updated 1 hour, 57 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
13501	Unstructured Document Processor MCP ⚡ Claim 1 A Model Context Protocol server that enables LLMs to extract and use content fr…	C 57 ⁵⁄₄	◉ ⏳	41	36	N/A	23	95	90
13502	DAM Butler MCP Claim Enables intent-based digital asset discovery for Breville's Vault DAM system us…	C 57 ⁶⁄₆	◉ ⏳	84	45	0	42	81	91
13503	chat-nextjs-mcp-client Claim ⚡ Chat MCP Client for Remote hosted MCP Servers (with Composio) and locally hos…	C 57 ⁶⁄₄	◉ ⏳	78	35	0	43	95	89
13504	SuperDataAnalysis - DataMaster_MCP ⚡ Claim Provides powerful data analysis capabilities for AI systems with functions for …	C 57 ⁵⁄₅	◉ ⏳	54	43	—	25	81	78
13505	aliyun-sls-mcp ⚡ Claim Enables AI assistants to query and analyze Alibaba Cloud SLS logs using natural…	C 57 ⁵⁄₅	◉ ⏳	72	0	—	35	81	95
13506	Fifth Elephant MCP Server ⚡ Claim A demonstration MCP server providing basic tools for returning greetings and pe…	C 57 ⁵⁄₄	◉ ⏳	42	27	N/A	22	95	98
13507	IDA-doc-hint-mcp Claim Ida documentation reader (sort-of) mcp server	C 57 ⁵⁄₄	◉ ⏳	50	17	N/A	39	87	96
13508	HealthcareRAGTools Claim An agentic AI system that enables healthcare professionals to log patient sympt…	C 57 ⁵⁄₄	◉ ⏳	40	32	N/A	18	95	99
13509	Nuanced MCP Server ⚡ Claim 1 An MCP server that enables LLMs to understand and analyze code structure throug…	C 57 ⁵⁄₅	◉ ⏳	51	32	—	22	81	97
13510	Notes MCP Server ⚡ Claim Enables creating and managing text notes through MCP resources and tools. Provi…	C 57 ⁵⁄₄	◉ ⏳	30	52	N/A	14	95	91
13511	BuildMcpServer ⚡ Claim A lightweight framework for building and running Model Context Protocol (MCP) s…	C 57 ⁵⁄₄	◉ ⏳	50	27	N/A	43	95	71
13512	Mong MCP Server ⚡ Claim Provides a moby-like random name generator through the MCP interface for genera…	C 57 ⁵⁄₅	◉ ⏳	54	12	—	39	81	100
13513	Developer MCP Server Claim 1 A powerful context management system that maintains persistent context across c…	C 57 ⁵⁄₄	◉ ⏳	76	35	N/A	28	92	41
13514	Weather MCP Server ⚡ Claim A Model Context Protocol (MCP) server that provides real-time weather alerts an…	C 57 ⁵⁄₅	◉ ⏳	60	31	—	24	81	86
13515	Weather MCP Server ⚡ Claim Enables users to get weather forecasts and alerts for any US city and state thr…	C 57 ⁵⁄₅	◉ ⏳	46	31	—	27	83	100
13516	MCP Reminder Service ⚡ Claim Enables sending messages and scheduling reminders through multiple platforms in…	C 57 ⁵⁄₅	◉ ⏳	42	33	—	48	81	87
13517	llms-txt-mcp ⚡ Claim Enables fast, token-efficient access to large documentation files in llms.txt f…	C 57 ⁶⁄₆	◉ ⏳	76	36	0	61	81	95
13518	Alibaba Cloud FC MCP Server ⚡ Claim 1 A Model Context Protocol server that enables agent applications like Cursor and…	C 57 ⁵⁄₅	◉ ⏳	45	82	—	47	81	24
13519	reddit-summarizer-mcp ⚡ Claim 1 MCP server for summarizing users's Reddit homepage or any subreddit based on po…	C 57 ⁵⁄₅	◉ ⏳	45	37	—	43	76	88
13520	Academic MCP Server Claim Enables AI assistants to search across multiple academic databases (PubMed, arX…	C 57 ⁵⁄₅	◉ ⏳	60	31	—	21	81	88
13521	mcp-tinybird ⚡ Claim 1 An MCP server to interact with a Tinybird Workspace from any MCP client.	C 57 ⁶⁄₆	◉ ⏳	51	68	0	50	81	99
13522	mcp-mybatis ⚡ Claim A MyBatis configuration validation tool that checks for consistency between Jav…	C 57 ⁵⁄₄	◉ ⏳	48	35	N/A	30	90	82
13523	MCP Autonomous Analyst Claim A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and…	C 57 ⁵⁄₄	◉ ⏳	54	25	N/A	22	95	82
13524	MCP Apple Calendars ⚡ Claim 2 A Model Context Protocol server for AI models to access and manipulate Apple Ca…	C 57 ⁵⁄₅	◉ ⏳	39	82	N/A	23	95	33
13525	Pybricks RAG Assistant Claim Enables beginner-friendly Python and Pybricks development support through RAG-p…	C 57 ⁵⁄₅	◉ ⏳	42	56	—	16	81	84
13526	Agent Arcade MCP Server ⚡ Claim 1 Enables AI agents to play games like Chess, Go, and Trading against each other …	C 57 ⁵⁄₅	◉ ⏳	72	0	—	29	81	98
13527	Tax Alert Chatbot MCP Server ⚡ Claim A server that powers an interactive chatbot for querying and managing tax alert…	C 57 ⁵⁄₄	◉ ⏳	64	22	N/A	19	77	100
13528	JR East Delay Information MCP Server Claim 1 An MCP server that provides real-time delay information for JR East train lines…	C 57 ⁵⁄₅	◉ ⏳	33	82	N/A	41	95	27
13529	FRED Macroeconomic Data MCP Server ⚡ Claim Provides access to Federal Reserve Economic Data (FRED) through Claude and othe…	C 57 ⁵⁄₅	◉ ⏳	54	27	—	22	83	94
13530	React Learning MCP Server ⚡ Claim A minimal MCP server that enables searching through pre-scraped React documenta…	C 57 ⁵⁄₄	◉ ⏳	48	55	N/A	21	95	58
13531	OpenAI Agents MCP Server ⚡ Claim 1 A Model Context Protocol server that enables Claude users to access specialized…	C 57 ⁵⁄₅	◉ ⏳	53	38	—	24	81	86
13532	mcp-server-collector ⚡ Claim 2 A MCP Server used to collect MCP Servers over the internet.	C 57 ⁶⁄₆	◉ ⏳	75	68	0	19	81	90
13533	MCP LLMS-TXT Documentation Server ⚡ Claim 1 An MCP server that enables users to fetch and audit documentation from user-def…	C 57 ⁵⁄₅	◉ ⏳	45	31	—	42	80	90
13534	ShipBob API MCP Server Claim A comprehensive Model Context Protocol server that enables interaction with Shi…	C 57 ⁵⁄₅	◉ ⏳	56	82	—	25	81	25
13535	MCP Ansible Server ⚡ Claim Enables comprehensive Ansible automation management through natural language, i…	C 57 ⁵⁄₄	◉ ⏳	54	27	N/A	24	88	89
13536	mcp-markdown-tools ⚡ Claim 1 An MCP server that provides tools for analyzing, linting, formatting, and gener…	C 57 ⁵⁄₄	◉ ⏳	51	0	N/A	53	95	96
13537	AivisSpeech MCP Server ⚡ Claim 1 A Model Context Protocol server that enables AI assistants to utilize AivisSpee…	C 57 ⁵⁄₅	◉ ⏳	45	62	—	20	81	70
13538	mcp-commands ⚡ Claim 1 An MCP server for tracking and managing AI command usage history using a Postgr…	C 57 ⁵⁄₅	◉ ⏳	51	25	—	30	80	100
13539	Aiven MCP Server ⚡ Claim Enables interaction with Aiven cloud services including PostgreSQL, Kafka, Clic…	C 57 ⁵⁄₅	◉ ⏳	62	30	—	42	81	70
13540	Airtable MCP Server Claim Enables complete interaction with Airtable databases through 16 CRUD operations…	C 57 ⁶⁄₆	◉ ⏳	78	43	0	44	81	99
13541	Vendor Risk Assessment MCP Server ⚡ Claim Enables AI-powered vendor risk assessment using AWS Titan, allowing users to ev…	C 57 ⁵⁄₅	◉ ⏳	48	33	—	21	81	98
13542	FastMCP Training Course Server ⚡ Claim An educational MCP server example built with FastMCP that demonstrates how to e…	C 57 ⁵⁄₄	◉ ⏳	48	22	N/A	24	95	95
13543	liquidity-pools-mcp ⚡ Claim 1 An MCP server that tracks and analyzes DEX liquidity pools to power intelligent…	C 57 ⁵⁄₅	◉ ⏳	49	32	—	38	81	83
13544	Nextflow Developer Tools MCP ⚡ Claim 1 A Model Context Protocol server designed to facilitate Nextflow development and…	C 57 ⁵⁄₄	◉ ⏳	45	28	N/A	20	95	93
13545	Zulip MCP Server Claim 1 A Model Context Protocol server that enables AI assistants like Claude to inter…	C 57 ⁶⁄₆	◉ ⏳	71	57	0	40	81	94
13546	Structured Workflow Engine MCP Server Claim A Context Engineering Framework that provides 9 battle-tested development workf…	C 57 ⁶⁄₄	◉ ⏳	54	65	0	42	95	89
13547	Survey Cross-Analysis MCP Server Claim An AI-driven tool for processing survey data that supports cross-tabulation, NP…	C 57 ⁵⁄₄	◉ ⏳	50	31	N/A	25	91	82
13548	MisterSandFR-supabase-mcp-selfhosted Claim Manage Supabase projects end to end across database, auth, storage, realtime, a…	C 57 ⁶⁄₆	◉ ⏳	86	41	0	31	81	99
13549	Cultural Heritage MCP Server Claim Provides access to European cultural heritage collections and artworks, allowin…	C 57 ⁵⁄₅	◉ ⏳	60	30	—	15	81	94
13550	SolaGuard MCP Server ⚡ Claim Provides comprehensive Biblical research tools including scripture lookup, inte…	C 57 ⁶⁄₆	◉ ⏳	78	56	0	30	81	90

Showing 13501–13550 of 69135 servers

« Prev 1 … 269 270 271 272 273 … 1383 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops