MCP Scoreboard

48148

Discovered

→

29619

Scored

→

2112

Verified

→

16952

Complete

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

Last updated 1 hour, 46 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent	Lang
◉ Complete Scores
9351	mcp-chatbot ⚡ Claim MCP Chatbot powered by Anthropic Claude. Delivering on‐demand literature search…	C 67 ⁵⁄₄	◉ ⏳	82	32	N/A	24	95	89
9352	minimax-mcp ⚡ Claim	C 67 ⁵⁄₄	◉ ⏳	66	43	N/A	45	90	89
9353	Narrative Graph MCP ⚡ Claim 1 A Model Context Protocol server implementing the Random Tree Model for encoding…	C 67 ⁵⁄₅	◉ ⏳	63	100	N/A	23	95	34
9354	RSS Feed MCP Server Claim 2 Enables Claude to fetch, parse, and manage RSS/Atom feeds through the Model Con…	C 67 ⁵⁄₅	◉ ⏳	94	62	—	18	80	59
9355	Snowflake Cube Server ⚡ Claim 2 MCP Server for interacting with Cube semantic layers that provides tools for qu…	C 67 ⁵⁄₅	◉ ⏳	47	68	—	47	78	95
9356	Lambda Performance MCP Server ⚡ Claim Enables comprehensive analysis of AWS Lambda performance including cold start t…	C 67 ⁵⁄₅	◉ ⏳	78	55	—	19	81	91
9357	MCP Code Analyzer ⚡ Claim 1 An orchestrator that coordinates multiple security and quality tools like Semgr…	C 67 ⁵⁄₅	◉ ⏳	90	31	—	29	82	91
9358	Minesweeper MCP Server Claim 1 An MCP server that enables AI agents like Claude to play Minesweeper through na…	C 67 ⁵⁄₅	◉ ⏳	71	82	N/A	27	95	43
9359	Perplexity AI MCP Server ⚡ Claim 2 An MCP server integrating Perplexity AI's API to offer advanced search capabili…	C 67 ⁵⁄₅	◉ ⏳	45	75	—	37	81	94
9360	Thordata MCP Server ⚡ Claim Enables AI models to scrape and extract structured data from any website global…	C 67 ⁵⁄₅	◉ ⏳	54	63	—	47	81	91
9361	MCP Server Example ⚡ Claim A basic MCP server template that can be integrated with Cursor to enable AI too…	C 67 ⁵⁄₄	◉ ⏳	50	61	N/A	26	94	100
9362	MCP PDF Server ⚡ Claim Enables conversion of Markdown content into PDF documents with customizable pap…	C 67 ⁵⁄₄	◉ ⏳	50	61	N/A	33	90	96
9363	MCP Kali Server Claim Connects MCP clients to a Kali Linux terminal for AI-assisted penetration testi…	C 67 ⁵⁄₄	◉ ⏳	82	31	—	56	80	83
9364	Job Search MCP Server Claim 2 Enables searching for AI/ML internships and entry-level positions across multip…	C 67 ⁵⁄₅	◉ ⏳	84	91	—	25	80	36
9365	Local Vector Store MCP Server Claim Enables document search and retrieval using TF-IDF vector similarity across HTM…	C 67 ⁵⁄₄	◉ ⏳	74	52	N/A	16	90	93
9366	Local Research MCP Server ⚡ Claim Enables AI assistants to search the web using DuckDuckGo and extract clean text…	C 67 ⁵⁄₄	◉ ⏳	76	31	N/A	43	92	91
9367	Foreman MCP Server ⚡ Claim Enables interaction with Foreman infrastructure management platform through MCP…	C 67 ⁵⁄₄	◉ ⏳	78	35	N/A	48	87	84
9368	search-fusion-mcp ⚡ Claim 1 🔍 High-Availability Multi-Engine Search Aggregation MCP Server - Intelligent Fa…	C 67 ⁵⁄₅	◉ ⏳	64	46	—	50	80	93
9369	MySQL Server MCP Server Claim 1 A TypeScript-based MCP server that facilitates SQL query execution and MySQL da…	C 67 ⁵⁄₅	◉ ⏳	78	100	—	16	81	35
9370	Bargainer MCP Server Claim 1 A Model Context Protocol server that aggregates and compares deals from multipl…	C 67 ⁵⁄₅	◉ ⏳	75	75	—	49	81	47
9371	Playwright MCP Server ⚡ Claim A production-ready browser automation server that enables AI assistants to inte…	C 67 ⁵⁄₄	◉ ⏳	66	43	N/A	24	94	100
9372	mcp-mermaid-validator ⚡ Claim 1 A Model Context Protocol server that validates and renders Mermaid diagrams.	C 67 ⁵⁄₅	◉ ⏳	51	82	N/A	74	81	51
9373	3GPP MCP Server ⚡ Claim Enables AI assistants to access and search 3GPP telecommunications specificatio…	C 67 ⁵⁄₅	◉ ⏳	84	38	—	34	81	90
9374	Mattermost MCP Server ⚡ Claim Enables Claude to interact with Mattermost through search functionality, user m…	C 67 ⁵⁄₅	◉ ⏳	88	83	—	26	81	39
9375	MCP Clipboard Server ⚡ Claim A high-performance server that provides clipboard access for AI assistants, spe…	C 67 ⁵⁄₄	◉ ⏳	70	33	N/A	49	92	91
9376	MySQL MCP Server ⚡ Claim 2 A Model Context Protocol server that allows AI agents to execute SQL queries ag…	C 67 ⁵⁄₅	◉ ⏳	77	100	—	26	71	42
9377	Crawl4AI RAG MCP Server ⚡ Claim Provides AI agents and coding assistants with advanced web crawling and RAG cap…	C 67 ⁵⁄₄	◉ ⏳	72	30	N/A	42	95	95
9378	enfusion-mcp ⚡ Claim 1 An MCP server for Arma Reforger and Enfusion engine modding that enables users …	C 67 ⁵⁄₄	◉ ⏳	75	25	N/A	62	92	84
9379	LitterBox Claim A self-hosted sandbox for red teams to test payloads against modern detection b…	C 67 ⁵⁄₄	◉ ⏳	72	32	N/A	55	89	87	YA
9380	MCP Server Proto-OKN ⚡ Claim 1 A Model Context Protocol server that provides tools for querying SPARQL endpoin…	C 67 ⁵⁄₅	◉ ⏳	61	38	—	69	81	93
9381	Jokes MCP Server Claim Provides a standardized interface to fetch and deliver jokes, including Chuck N…	C 67 ⁵⁄₅	◉ ⏳	48	55	—	52	82	100
9382	Delegation MCP ⚡ Claim Intelligent routing layer that analyzes tasks and guides your AI agent to deleg…	C 67 ⁵⁄₅	◉ ⏳	60	91	N/A	46	95	35
9383	WebSearch ⚡ Claim 1 Enable your AI assistants to perform real-time web searches and retrieve the la…	C 67 ⁵⁄₅	◉ ⏳	55	62	N/A	45	81	91
9384	1inch Cross-Chain Swap MCP Server Claim 1 An MCP server that enables cross-chain token swapping between different blockch…	C 67 ⁵⁄₅	◉ ⏳	57	73	—	24	81	91
9385	vibetest-use ⚡ Claim Vibetest MCP - automated QA testing using Browser-Use agents	C 67 ⁵⁄₄	◉ ⏳	60	55	N/A	27	95	91
9386	google-mcp Claim Streamable HTTP MCP server for Google Calendar and Sheets with OAuth login.	C 67 ⁶⁄₆	◉ ⏳	100	72	0	47	81	100
9387	Canada's Food Guide MCP Server ⚡ Claim Provides 42+ specialized tools for nutrition analysis integrating Canada's Food…	C 67 ⁵⁄₅	◉ ⏳	78	32	—	55	83	87
9388	Korean Company Information MCP Server ⚡ Claim Enables AI agents to query Korean listed companies' financial statements, publi…	C 67 ⁵⁄₅	◉ ⏳	72	71	—	22	80	76
9389	ElevenLabs MCP Server ⚡ Claim 1 Enables seamless integration with ElevenLabs Conversational AI to manage agents…	C 67 ⁵⁄₅	◉ ⏳	78	40	—	38	82	92
9390	mcp-server-apache-airflow ⚡ Claim 1 MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using…	C 67 ⁵⁄₄	◉ ⏳	72	22	N/A	74	90	85
9391	Spotify MCP Server Claim Enables control of Spotify playback, music search, and playlist management thro…	C 67 ⁵⁄₅	◉ ⏳	78	46	—	24	81	94
9392	dsr_mcp_server ⚡ Claim 1 An MCP server that provides tools for interacting with Deep State Representatio…	C 67 ⁵⁄₄	◉ ⏳	65	31	N/A	47	92	99
9393	Agent State MCP Server ⚡ Claim Provides state and log management tools designed for long-lived AI agents that …	C 67 ⁵⁄₄	◉ ⏳	70	30	N/A	45	92	99
9394	cBioPortal MCP Server ⚡ Claim A server that enables AI assistants to interact with cancer genomics data from …	C 67 ⁵⁄₅	◉ ⏳	78	82	—	49	81	34
9395	GitLab MCP Server ⚡ Claim Provides GitLab integration for AI assistants using Model Context Protocol, ena…	C 67 ⁵⁄₅	◉ ⏳	66	66	—	19	77	98
9396	Feature-Discussion MCP Server Claim 1 Facilitates interactive feature discussions with AI guidance, maintaining conte…	C 67 ⁵⁄₅	◉ ⏳	78	83	—	35	81	41
9397	Snowflake Developer MCP Server ⚡ Claim 1 Enables AI assistants to perform comprehensive Snowflake database operations in…	C 67 ⁵⁄₅	◉ ⏳	84	82	—	39	81	35
9398	mcp-server-weibo Claim 1 基于 Model Context Protocol 的微博数据接口服务器 - 实时获取微博用户信息、动态内容、热搜榜单、粉丝关注数据。支持用户搜索、内容搜索、…	C 67 ⁵⁄₅	◉ ⏳	51	100	N/A	50	81	48
9399	unraid-mcp ⚡ Claim Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Su…	C 67 ⁵⁄₅	◉ ⏳	66	43	N/A	57	80	90
9400	wezterm-mcp ⚡ Claim 1 Enables programmatic control of the WezTerm terminal emulator through the Model…	C 67 ⁵⁄₄	◉ ⏳	48	50	N/A	70	90	85

Showing 9351–9400 of 48148 servers

« Prev 1 … 186 187 188 189 190 … 963 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops