MCP Scoreboard

30006

Discovered

→

24039

Scored

→

1224

Verified

→

16961

Complete

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

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
11801	MCP Chat ⚡ Claim A server that enables users to chat with each other by repurposing the Model Co…	C 62 ⁵⁄₅	◉	48	43	—	43	82	97
11802	Filesystem MCP Server ⚡ Claim Enables secure filesystem operations with directory sandboxing and optional rea…	C 62 ⁵⁄₄	◉	60	32	N/A	23	95	93
11803	leiga-mcp-server-test ⚡ Claim	C 62 ⁶⁄₄	◉	78	61	0	43	95	92
11804	Remote MCP Server (Authless) Claim A template for deploying an unauthenticated remote MCP server on Cloudflare Wor…	C 62 ⁵⁄₅	◉	48	68	—	24	81	84
11805	Karenina MCP Claim Enables natural language querying of Karenina benchmark verification results st…	C 62 ⁵⁄₅	◉	72	31	—	24	81	93
11806	Calculator MCP Server Claim Provides basic arithmetic operations and advanced mathematical functions throug…	C 62 ⁵⁄₅	◉	66	38	—	18	81	99
11807	AI Notify MCP ⚡ Claim Sends system notifications when AI completes responses in MCP-compatible code e…	C 62 ⁵⁄₅	◉	66	75	N/A	23	95	37
11808	mcp-for-security Claim MCP for Security: A collection of Model Context Protocol servers for popular se…	C 62 ⁵⁄₄	◉	74	0	N/A	58	95	88
11809	arjunkmrm-lta-mcp Claim Provide real-time transportation data including bus arrivals, train service ale…	C 62 ⁶⁄₆	◉	90	65	0	26	81	100
11810	mcp-macos-utils ⚡ Claim 2 An MCP server that enables AI assistants to send native macOS notifications wit…	C 62 ⁵⁄₅	◉	63	83	N/A	21	89	36
11811	MCP File Operations Server Claim Enables secure file management operations within a documents folder, including …	C 62 ⁵⁄₄	◉	60	35	N/A	16	95	99
11812	紫微斗数 MCP 服务器 (MCPIztro) ⚡ Claim 1 A Model Context Protocol server that provides accurate Chinese Ziwei Doushu ast…	C 62 ⁵⁄₅	◉	57	33	—	45	82	95
11813	lore ⚡ Claim Semantic search across Claude Code conversations. Hybrid vector + keyword searc…	C 62 ⁵⁄₄	◉	76	0	N/A	53	89	95
11814	MCP-CEP ⚡ Claim A server for querying Brazilian postal codes (CEPs) using the ViaCEP public API…	C 62 ⁵⁄₅	◉	54	36	—	40	81	100
11815	AWS‑IReveal‑MCP Claim AWS‑IReveal‑MCP	C 62 ⁵⁄₅	◉	68	31	—	36	81	91
11816	MCP Spec Generator Claim Generates project specifications and file structures using Claude AI through MC…	C 62 ⁵⁄₅	◉	54	57	—	22	81	88
11817	DocsFetcher MCP Server ⚡ Claim Fetches package documentation from multiple language ecosystems (JavaScript, Py…	C 62 ⁵⁄₅	◉	70	82	—	44	81	21
11818	MCP Documentation Server ⚡ Claim A customized MCP server that enables integration between LLM applications and d…	C 62 ⁵⁄₅	◉	72	33	—	28	80	90
11819	pyBittle MCP Server ⚡ Claim A Python server that enables remote control of Bittle robots via Bluetooth usin…	C 62 ⁵⁄₄	◉	62	26	N/A	26	92	100
11820	MCP PDF Reader ⚡ Claim A server that provides tools for reading and processing PDF documents, allowing…	C 62 ⁵⁄₄	◉	56	20	N/A	40	95	100
11821	dex-pools-mcp ⚡ Claim 1 An MCP server that provides AI agents with real-time access to DEX liquidity po…	C 62 ⁵⁄₅	◉	49	37	—	43	82	100
11822	Pixabay MCP Server Claim 1 A Model Context Protocol server that enables searching for images on Pixabay wi…	C 62 ⁶⁄₆	◉	79	61	0	54	81	100
11823	MCP Test DB Server ⚡ Claim Enables interaction with a PostgreSQL database through MCP tools for employee m…	C 62 ⁵⁄₅	◉	68	41	—	26	81	88
11824	Cloudera Iceberg MCP Server ⚡ Claim Provides read-only access to Iceberg tables via Apache Impala, enabling LLMs to…	C 62 ⁵⁄₅	◉	62	27	—	47	81	95
11825	GeoFS MCP Server Claim A server that allows AI models to control and interact with aircraft in the Geo…	C 62 ⁵⁄₄	◉	60	26	N/A	28	95	97
11826	MCP Server Claim A minimal Python-based server that provides real-time weather data and a safe m…	C 62 ⁵⁄₅	◉	54	35	—	43	82	100
11827	FastMCP Documentation & Web Scraping Se… Claim Enables web page scraping via Jina reader API and searching FastMCP documentati…	C 62 ⁵⁄₅	◉	50	50	—	27	81	100
11828	Jokes MCP Server Claim 1 A Model Context Protocol server that delivers jokes on demand, allowing users t…	C 62 ⁵⁄₅	◉	33	55	—	46	82	100
11829	ResearchMCP ⚡ Claim Enables AI-powered academic research by searching and retrieving research paper…	C 62 ⁵⁄₅	◉	70	33	—	28	81	91
11830	OWA Exchange MCP Server ⚡ Claim 2 MCP server for Microsoft Exchange / OWA — email, calendar, directory, availabil…	C 62 ⁵⁄₄	◉	45	41	N/A	47	90	88
11831	MCP Databases Server Claim Enables LLMs and agents to interact with relational databases (SQL Server, MySQ…	C 62 ⁵⁄₅	◉	66	33	—	41	80	87
11832	Kafka MCP Server ⚡ Claim Enables AI agents to interact with Apache Kafka through natural language, suppo…	C 62 ⁵⁄₅	◉	58	28	—	47	80	99
11833	Weather MCP Server ⚡ Claim 1 An MCP server integrated with the QWeather API that provides real-time weather …	C 62 ⁵⁄₄	◉	41	62	N/A	27	94	83
11834	LCSH MCP Server ⚡ Claim Allows AI assistants to search the Library of Congress Subject Headings (LCSH) …	C 62 ⁵⁄₅	◉	60	31	—	49	82	90
11835	MCP智能简历投递助手 Claim Enables AI-driven job application automation for LinkedIn and SEEK platforms wi…	C 62 ⁵⁄₄	◉	66	33	N/A	19	95	88
11836	DuckDB-RAG-MCP-Sample ⚡ Claim 1 An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown doc…	C 62 ⁵⁄₅	◉	39	56	—	39	81	96
11837	Fragment MCP Server ⚡ Claim 1 A Model Context Protocol server that enables working with Building Information …	C 62 ⁵⁄₅	◉	47	52	—	46	81	88
11838	MCP Prometheus ⚡ Claim 1 An MCP server for Prometheus-based monitoring that enables users to query syste…	C 62 ⁵⁄₅	◉	57	42	—	32	82	92
11839	FluidSynth MCP Server Claim A MIDI composition system that enables AI assistants to create music through Fl…	C 62 ⁵⁄₄	◉	60	31	N/A	19	95	98
11840	Weather MCP Server Claim A simple MCP server that provides a tool to fetch current weather information f…	C 62 ⁵⁄₅	◉	54	50	—	20	81	100
11841	axie-mcp ⚡ Claim 1 Provides comprehensive access to Axie Infinity data, including detailed Axie st…	C 62 ⁵⁄₅	◉	78	0	—	51	83	98
11842	OfficeMCP ⚡ Claim A server that allows AI models to automate Microsoft Office applications (Word,…	C 62 ⁵⁄₅	◉	76	28	—	27	81	90
11843	SCMCP ⚡ Claim 2 An MCP server that enables single-cell RNA sequencing analysis through natural …	C 62 ⁵⁄₅	◉	77	51	—	59	83	36
11844	MCP Starter for Puch AI ⚡ Claim A template MCP server that provides job searching tools (analyze descriptions, …	C 62 ⁶⁄₆	◉	84	72	0	47	81	83
11845	MCP-Jenkins ⚡ Claim A server that enables interaction with Jenkins CI/CD pipelines from any compati…	C 62 ⁵⁄₅	◉	54	100	—	26	81	36
11846	Sales Tools MCP Server ⚡ Claim Provides a suite of business tools for interacting with a SQLite sales database…	C 62 ⁵⁄₄	◉	66	30	N/A	30	87	90
11847	AI Customer Service MCP Server ⚡ Claim A customer service MCP server that enables order lookup by phone number and sto…	C 62 ⁵⁄₅	◉	72	41	—	24	81	85
11848	EKS Log Analyzer MCP Server ⚡ Claim 1 Enables AI assistants to analyze Amazon EKS node logs collected by the EKS Log …	C 62 ⁵⁄₄	◉	72	47	N/A	25	90	64
11849	Love Live! Illustration Prompt Generator Claim Generates creative illustration prompts featuring characters from the Love Live…	C 62 ⁵⁄₅	◉	46	60	—	32	80	88
11850	mcp-audit-server ⚡ Claim Thin MCP and CLI proxy for AI agent and MCP security auditing via a hosted back…	C 62 ⁵⁄₅	◉	86	0	N/A	67	69	94

Showing 11801–11850 of 30006 servers

« Prev 1 … 235 236 237 238 239 … 601 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution