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Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
2351	ig-mcp ⚡ Claim 1 A production-ready Model Context Protocol (MCP) server that enables AI applicat…	B 78 ⁵⁄₅	◉ ⏳	81	68	N/A	60	82	98
2352	mcp-server-12306 ⚡ Claim 1 An MCP server that provides 12306 ticket query	B 78 ⁵⁄₅	◉ ⏳	69	91	N/A	57	95	74
2353	PRD Generator MCP Server Claim Reads README files from the file system and automatically generates structured …	B 78 ⁵⁄₅	◉ ⏳	90	100	N/A	33	95	51
2354	Vision MCP Server ⚡ Claim Enables vision capabilities for any AI model by routing image analysis requests…	B 78 ⁵⁄₅	◉ ⏳	86	72	—	46	81	95
2355	China Festival MCP Server ⚡ Claim Provides Chinese holiday information, lunar calendar conversion, traditional fe…	B 78 ⁵⁄₅	◉ ⏳	84	82	—	57	81	80
2356	npm-search-mcp Claim Search npm packages, get live registry data, and compare alternatives. No API k…	B 78 ⁵⁄₄	◉ ⏳	76	65	N/A	58	94	96
2357	Unreal Engine Code Analyzer MCP Server ⚡ Claim Provides deep source code analysis for Unreal Engine codebases, allowing AI ass…	B 78 ⁵⁄₅	◉ ⏳	86	68	—	47	81	99
2358	Debug-MCP ⚡ Claim Enables AI assistants to perform interactive Python debugging with breakpoints,…	B 78 ⁵⁄₄	◉ ⏳	92	53	N/A	50	95	94
2359	mcp-utils ⚡ Claim 3 MCP server for address derivation and encoding utilities across multiple blockc…	B 78 ⁶⁄₄	◉ ⏳	81	76	93	37	83	84
2360	mcp-server-rememberizer ⚡ Claim 1 An MCP Server to enable global access to Rememberizer	B 78 ⁵⁄₅	◉ ⏳	85	66	N/A	53	81	97
2361	polymarket-mcp-server ⚡ Claim 🤖 AI-Powered MCP Server for Polymarket - Enable Claude to trade prediction mark…	B 78 ⁵⁄₅	◉ ⏳	100	41	N/A	73	81	95
2362	USCardForum MCP Server Claim 1 Enables AI assistants to interact with USCardForum, a Discourse-based community…	B 78 ⁵⁄₅	◉ ⏳	72	100	—	31	80	94
2363	Blawx MCP Server Claim Enables interaction with the Blawx API to discover project ontologies, ask ques…	B 78 ⁵⁄₅	◉ ⏳	84	72	—	45	81	98
2364	Puppeteer MCP Server ⚡ Claim 1 Enables browser automation with Puppeteer, supporting navigation, form interact…	B 78 ⁵⁄₅	◉ ⏳	90	82	N/A	71	95	43
2365	LibraLM MCP Server ⚡ Claim Access 50+ AI-generated book summaries and chapter breakdowns directly in Claud…	B 78 ⁵⁄₅	◉ ⏳	84	66	—	54	80	100
2366	gemini-mcp ⚡ Claim Gemini 3 MCP server with 30+ tools: images, video, research, TTS, code exec & C…	B 78 ⁵⁄₄	◉ ⏳	90	72	N/A	58	83	81
2367	notion_mcp ⚡ Claim 1 Integrates with Notion's API to manage personal todo lists	B 78 ⁵⁄₅	◉ ⏳	94	66	—	42	80	100
2368	source-map-parser-mcp ⚡ Claim Parse JavaScript error stack traces back to original source code using source m…	B 78 ⁵⁄₅	◉ ⏳	54	82	N/A	77	90	92
2369	Personal Knowledge MCP Server ⚡ Claim 1 Indexes local and enterprise documents to provide a unified personal knowledge …	B 78 ⁵⁄₄	◉ ⏳	84	68	N/A	52	90	88
2370	Helm Chart CLI ⚡ Claim Helm Chart CLI	B 78 ⁵⁄₄	◉ ⏳	80	66	N/A	50	95	93
2371	leetcode-mcp-server ⚡ Claim MCP server enabling automated access to LeetCode's programming problems, so…	B 78 ⁵⁄₅	◉ ⏳	61	100	—	50	81	93
2372	Torrent Search MCP Server ⚡ Claim A Python MCP server that allows programmatic interaction to find torrents progr…	B 78 ⁵⁄₅	◉ ⏳	72	82	—	76	81	77
2373	AIVA MCP Server ⚡ Claim Connects AI coding assistants to AIVA's customer intelligence and Shopify store…	B 78 ⁵⁄₅	◉ ⏳	94	62	—	47	81	100
2374	Run Command MCP Server Claim 1 Provides tools for executing shell commands both synchronously and asynchronous…	B 78 ⁵⁄₅	◉ ⏳	78	100	N/A	29	95	74
2375	BlenderMCP ⚡ Claim 1 Connects Claude AI to Blender through the Model Context Protocol, enabling AI-a…	B 78 ⁵⁄₅	◉ ⏳	66	82	N/A	43	95	99
2376	Mnehmos Synch ⚡ Claim Provides persistent context synchronization and memory management for AI agents…	B 78 ⁵⁄₅	◉ ⏳	90	83	N/A	60	95	53
2377	Plex MCP Server ⚡ Claim Enables search, browsing, and management of Plex media libraries including movi…	B 78 ⁵⁄₅	◉ ⏳	92	66	—	54	77	94
2378	Todoist MCP Server ⚡ Claim Provides Todoist task management capabilities to AI assistants through the Mode…	B 78 ⁵⁄₄	◉ ⏳	84	63	N/A	49	95	93
2379	mcp-server-taiwan-weather ⚡ Claim 用於取得臺灣中央氣象署 API 資料的 Model Context Protocol (MCP) Server	B 78 ⁵⁄₄	◉ ⏳	72	72	N/A	72	83	94
2380	Advanced PocketBase MCP Server ⚡ Claim A comprehensive server that enables sophisticated interactions with PocketBase …	B 78 ⁵⁄₅	◉ ⏳	92	68	—	65	76	85
2381	Lookup-Domain ⚡ Claim 1 A Model Context Protocol (MCP) server that provides comprehensive domain name r…	B 78 ⁶⁄₄	◉ ⏳	78	66	87	45	95	91
2382	GMail-Manager-MCP ⚡ Claim Connects Claude Desktop to your Gmail so you can start managing your inbox usin…	B 78 ⁵⁄₅	◉ ⏳	68	73	—	69	82	100
2383	vercel Claim 2 MCP server for Vercel — manage deployments and view build and runtime applicati…	B 78 ⁵⁄₄	◉ ⏳	86	72	N/A	76	69	88
2384	brewers-almanack ⚡ Claim A brewing knowledge MCP server with beer styles (BJCP 2021), 113 hop varieties,…	B 78 ⁵⁄₄	◉ ⏳	90	53	N/A	56	95	93
2385	Scholarly Research MCP Server Claim Enables comprehensive academic research by searching and analyzing papers from …	B 78 ⁵⁄₅	◉ ⏳	88	68	—	59	81	86
2386	sauce-api-mcp ⚡ Claim An open-source MCP server that provides LLM access to the Sauce Labs API	B 78 ⁵⁄₄	◉ ⏳	74	66	N/A	68	87	95
2387	package-registry-mcp ⚡ Claim 1 MCP server for searching and getting up-to-date information about NPM, Cargo, P…	B 78 ⁵⁄₄	◉ ⏳	67	61	N/A	70	95	100
2388	optuna-mcp ⚡ Claim Official MCP server enabling seamless orchestration of hyperparameter search an…	B 78 ⁵⁄₄	◉ ⏳	78	61	N/A	81	87	88
2389	sitelauncher-mcp-server ⚡ Claim Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .…	B 78 ⁵⁄₄	◉ ⏳	78	68	—	50	95	95
2390	ios-simulator-mcp ⚡ Claim A Model Context Protocol (MCP) server for interacting with iOS simulators. This…	B 78 ⁵⁄₄	◉ ⏳	62	63	N/A	86	89	98
2391	mcp-registry Claim 1 A central registry and HTTP interface for coordinating Model Context Protocol (…	B 78 ⁵⁄₄	◉ ⏳	90	61	N/A	40	87	100
2392	optics-mcp ⚡ Claim 1 MCP Server for Optics Design System documentation and token usage.	B 78 ⁵⁄₄	◉ ⏳	71	52	N/A	77	95	98
2393	postgres-scout-mcp Claim Scout your PostgreSQL databases with AI - safety features, monitoring, and data…	B 78 ⁵⁄₄	◉ ⏳	80	65	N/A	50	95	93
2394	Llama 4 Maverick MCP Server ⚡ Claim Bridges Llama models with Claude Desktop through Ollama, enabling privacy-first…	B 78 ⁵⁄₄	◉ ⏳	90	73	N/A	18	95	95
2395	mcp-vibe-check Claim Custom version of vibecheck	B 78 ⁵⁄₅	◉ ⏳	96	53	—	61	81	95
2396	NEAR MCP ⚡ Claim Interact with the NEAR blockchain through MCP calls	B 78 ⁵⁄₅	◉ ⏳	86	58	—	76	78	95
2397	amazonads-mcp ⚡ Claim 1 MCP server for Amazon Ads API - manage campaigns, keywords, bids, and performan…	B 78 ⁵⁄₅	◉ ⏳	79	100	N/A	53	75	73
2398	Meeting BaaS MCP Server Claim 1 A Model Context Protocol server that enables AI assistants to manage meeting da…	B 78 ⁵⁄₄	◉ ⏳	79	75	N/A	45	90	95
2399	SSH Linux Control ⚡ Claim Enables remote Linux VM management via SSH with automatic safety checks for des…	B 78 ⁵⁄₅	◉ ⏳	71	91	N/A	28	95	93
2400	HUMMBL MCP Server ⚡ Claim 2 Provides access to the HUMMBL Base120 framework of 120 validated mental models …	B 78 ⁵⁄₅	◉ ⏳	72	82	—	78	81	80

Showing 2351–2400 of 68965 servers

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