MCP Scoreboard

33842

Discovered

→

28878

Scored

→

2088

Verified

→

16951

Complete

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

Last updated 1 hour, 19 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
15101	Danbooru-Turso MCP Server Claim 1 2 Collects and stores Danbooru character data in a Turso cloud database with auto…	F 30 ⁵⁄₅	◉	72	33	—	29	76	90
15102	LTspice MCP Server ⚡ Claim 1 This server enables LLMs to design, simulate, and debug electronic circuits usi…	F 30 ⁵⁄₄	◉	36	31	N/A	23	87	90
15103	MCP-AppleMusic ⚡ Claim 1 Facilitates controlling Apple Music on macOS via AppleScript through MCP comman…	F 30 ⁵⁄₄	◉	66	20	N/A	54	84	99
15104	Confluence MCP Server ⚡ Claim 1 Enables page search and retrieval from Confluence using the Model Context Proto…	F 30 ⁵⁄₅	◉	48	71	—	32	80	82
15105	AI Validation MCP Server ⚡ Claim 1 Automatically enhances user prompts by applying expert-level prompt engineering…	F 30 ⁵⁄₄	◉	84	56	N/A	39	88	96
15106	Document Generator MCP Claim 1 2 Enables AI agents to generate professional Word and PDF documents with support …	F 30 ⁵⁄₅	◉	72	95	N/A	47	89	38
15107	WoWok MCP Server ⚡ Claim 1 An AI-driven web3 collaboration protocol that enables users to create, collabor…	F 30 ⁵⁄₄	◉ ⏳	78	57	N/A	50	90	77
15108	Test MCP Server Traia ⚡ Claim 1 This MCP server provides access to the Test mcp server Traia API, enabling AI a…	F 30 ⁵⁄₅	◉	72	43	—	27	81	99
15109	workflows-mcp ⚡ Claim 1 A Model Context Protocol implementation that enables LLMs to execute complex, m…	F 30 ⁵⁄₅	◉	72	58	—	56	80	93
15110	Swiftcode MCP Server ⚡ Claim 1 3 A Model Context Protocol server that automates code generation for web developm…	F 30 ⁵⁄₅	◉	71	100	—	48	80	28
15111	Process Mining MCP Server Claim 1 A tool that integrates process mining capabilities with Claude AI, allowing use…	F 30 ⁵⁄₄	◉	66	56	N/A	39	88	99
15112	PostgreSQL MCP ⚡ Claim 1 Provides AI-driven PostgreSQL database management with secure OAuth 2.1 authent…	F 30 ⁵⁄₅	◉ ⏳	88	53	—	63	82	91
15113	Arcate MCP Connect Claim 1 2 Gives AI agents direct access to your Arcate product discovery workspace to rea…	F 30 ⁵⁄₅	◉ ⏳	78	75	—	30	80	88
15114	SeeDream Image MCP ⚡ Claim 1 Enables AI-powered image generation using Volcano Engine's SeeDream 4.0 model. …	F 30 ⁶⁄₆	◉	66	67	0	52	80	72
15115	mcp-openai ⚡ Claim 1 3 Chat with OpenAI's smartest models	F 30 ⁵⁄₅	◉	86	57	—	63	80	96
15116	MCP Python Tutorial Claim 1 A demonstration server showing MCP implementation in Python with resource handl…	F 30 ⁵⁄₄	◉	62	25	N/A	21	90	99
15117	Boss Zhipin MCP Server ⚡ Claim 1 Automates job searching and initial communication on the Boss Zhipin platform b…	F 30 ⁵⁄₅	◉ ⏳	78	71	—	27	76	85
15118	doc-ops-mcp ⚡ Claim 1 2 A universal MCP server for document processing, conversion, and automation. Han…	F 30 ⁵⁄₅	◉ ⏳	96	36	—	69	74	87
15119	codewatch-memory ⚡ Claim 1 An observational memory server that uses LLM agents to capture, compress, and r…	F 30 ⁵⁄₄	◉	78	56	N/A	35	88	91
15120	Google AI Search MCP ⚡ Claim 1 2 Provides AI-powered search and documentation tools using Google Vertex AI or Ge…	F 30 ⁵⁄₅	◉	84	63	—	36	80	95
15121	Debug MCP ⚡ Claim 1 2 An intelligent debugging assistant that automates the debugging process by anal…	F 30 ⁵⁄₅	◉	78	53	—	48	77	97
15122	pox-mcp-server ⚡ Claim 1 2 MCP server for the POX SDN controller to provides network control and managemen…	F 30 ⁵⁄₄	◉	57	30	N/A	40	90	92
15123	crabeye-mcp-bridge Claim 1 One MCP connection for all your tools — with discovery, namespacing, and execut…	F 30 ⁵⁄₄	◉ ⏳	94	0	N/A	76	91	94
15124	Fibonacci MCP Server Claim 1 A secure Model Context Protocol server that provides tools for calculating Fibo…	F 30 ⁵⁄₄	◉	72	75	N/A	28	92	91
15125	mcp-teamcity ⚡ Claim 1 Once configured, you can use natural language commands like: "Search for faile…	F 30 ⁵⁄₅	◉	84	43	—	73	82	90
15126	faster-whisper-mcp ⚡ Claim 1 2 Enables high-quality transcription and subtitle generation from local media fil…	F 30 ⁵⁄₄	◉ ⏳	54	62	N/A	30	89	55
15127	MCP Journaling Server ⚡ Claim 1 The MCP server transforms chats with Claude into journaling sessions, saving co…	F 30 ⁵⁄₄	◉	56	30	N/A	41	88	94
15128	MCP Sankhya Community Search Server Claim 1 Enables AI models to search and read technical discussions, customizations, and…	F 30 ⁵⁄₄	◉	60	38	N/A	30	84	90
15129	Leghis-smart-thinking ⚡ Claim 1 Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…	F 30 ⁶⁄₆	◉	94	61	0	58	76	88
15130	Crawlab MCP Server ⚡ Claim 1 2 A Model Context Protocol server that allows AI applications to interact with Cr…	F 30 ⁵⁄₅	◉	69	43	—	20	78	97
15131	OpenHue MCP Server ⚡ Claim 1 4 Enables control of Philips Hue lights through Claude and other LLM interfaces u…	F 30 ⁵⁄₅	◉	78	100	—	32	71	36
15132	RDF4J MCP Server ⚡ Claim 1 3 An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…	F 30 ⁵⁄₅	◉	63	25	—	40	80	94
15133	Stobo SEO & AEO Audit Claim 1 AI-powered SEO and AEO audit for websites	F 30 ⁵⁄₄	◉	72	43	N/A	65	83	98
15134	mcp ⚡ Claim 1 3 MCP server for Florentine.ai - Natural language to MongoDB aggregations	F 30 ⁵⁄₅	◉	75	72	N/A	77	69	89
15135	greenroom Claim 1 An entertainment recommender MCP server that integrates with TMDB to help agent…	F 30 ⁵⁄₅	◉	90	51	—	32	77	97
15136	Red Hat Lightspeed MCP ⚡ Claim 1 Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, …	F 30 ⁵⁄₅	◉ ⏳	94	74	N/A	75	85	92
15137	SparkForge Claim 1 Access a versatile collection of tools for media generation, web scraping, and …	F 30 ⁶⁄₆	◉	90	72	0	35	74	99
15138	Jimeng AI Multimodal MCP ⚡ Claim 1 Enables AI-powered multimodal content generation using Volcano Engine's Jimeng …	F 30 ⁵⁄₅	◉	72	73	—	59	78	79
15139	UI Screenshot Comparison MCP ⚡ Claim 1 Enables automated visual testing by comparing screenshots against baseline imag…	F 30 ⁵⁄₄	◉	78	61	N/A	32	89	91
15140	Juhe Exchange Rates MCP Server ⚡ Claim 1 2 A Model Context Protocol server that provides real-time global currency exchang…	F 30 ⁵⁄₅	◉	45	62	—	36	76	42
15141	Stock Analysis MCP Server Claim 1 2 An MCP server that provides real-time stock data, technical indicators, and fin…	F 30 ⁵⁄₅	◉	57	58	—	25	77	86
15142	KNMI Weather MCP ⚡ Claim 1 2 A FastMCP server that provides real-time weather data from KNMI weather station…	F 30 ⁵⁄₅	◉	72	71	—	54	80	99
15143	FDEP MCP Server ⚡ Claim 1 2 Provides static code analysis for enterprise-scale Haskell codebases with 40+ c…	F 30 ⁵⁄₅	◉	96	55	—	21	77	88
15144	MCP Vision Server ⚡ Claim 1 Provides advanced image analysis capabilities including object recognition, OCR…	F 30 ⁵⁄₅	◉	54	70	—	45	80	93
15145	mysql_mcp_server_pro ⚡ Claim 1 Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also inclu…	F 30 ⁵⁄₄	◉	90	45	N/A	68	87	83
15146	Gold IRA Call Insights Claim 1 2 Analyze Gold IRA sales call transcripts to surface key insights, objections, an…	F 30 ⁵⁄₄	◉	60	62	N/A	17	88	91
15147	feedback-loop-mcp ⚡ Claim 1 2 feedback-loop-mcp	F 30 ⁵⁄₅	◉ ⏳	84	53	—	58	80	91
15148	RecodeQR ⚡ Claim 1 Generate and scan QR codes easily	F 30 ⁵⁄₄	◉	62	30	N/A	42	90	100
15149	o3-search MCP ⚡ Claim 1 2 An MCP server that enables web search capabilities using OpenAI's o3 model, all…	F 30 ⁵⁄₅	◉	51	70	—	79	80	94
15150	HandsAI Bridge Claim 1 A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…	F 30 ⁵⁄₄	◉ ⏳	86	42	N/A	27	88	75

Showing 15101–15150 of 33842 servers

« Prev 1 … 301 302 303 304 305 … 677 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops