MCP Scoreboard

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Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent	Lang
◉ Complete Scores
4151	PsiAnimator-MCP ⚡ Claim Enables quantum physics simulations and visualizations by integrating QuTip for…	B 75 ⁵⁄₄	◉ ⏳	96	36	N/A	61	95	83
4152	MCP Weather Server Claim Enables users to search for location coordinates, retrieve current weather data…	B 75 ⁵⁄₅	◉ ⏳	84	72	—	28	81	100
4153	RuneScape Wiki MCP Server ⚡ Claim Enables access to RuneScape 3 data including real-time Grand Exchange prices, i…	B 75 ⁵⁄₅	◉ ⏳	84	58	—	46	82	98
4154	Ollama MCP Server ⚡ Claim Enables complete local Ollama management including listing models, chatting wit…	B 75 ⁵⁄₄	◉ ⏳	94	36	N/A	52	95	94
4155	MCP Google Calendar Server Claim 1 Enables creating and managing Google Calendar events through OAuth 2.0 authenti…	B 75 ⁵⁄₅	◉ ⏳	94	62	—	23	80	99
4156	mcp-k8s ⚡ Claim MCP-K8S is an AI-driven Kubernetes resource management tool that allows users t…	B 75 ⁵⁄₅	◉ ⏳	72	53	—	76	80	100
4157	Express MCP Server Claim A basic example of a serverless Model Context Protocol (MCP) server implemented…	B 75 ⁶⁄₆	◉ ⏳	78	75	85	21	81	93
4158	Metabase MCP Server ⚡ Claim Enables LLMs to interact with Metabase instances through 33 tools for querying …	B 75 ⁵⁄₅	◉ ⏳	92	68	—	28	81	93
4159	Porkbun Domain Availability MCP Server ⚡ Claim Enables checking domain name availability and pricing through the Porkbun API, …	B 75 ⁵⁄₅	◉ ⏳	84	60	—	42	81	100
4160	Freepik MCP Server ⚡ Claim 1 An MCP server implementation that enables users to search, download Freepik res…	B 75 ⁵⁄₅	◉ ⏳	75	71	—	46	80	97
4161	CodeBase Optimizer ⚡ Claim Provides comprehensive codebase analysis including project structure evaluation…	B 75 ⁵⁄₄	◉ ⏳	90	51	N/A	36	90	97
4162	Octopus Energy MCP Server ⚡ Claim Enables retrieval of electricity and gas consumption data from Octopus Energy a…	B 75 ⁵⁄₅	◉ ⏳	84	71	—	35	83	92
4163	Ticketmaster MCP Server Claim Enable seamless integration of Ticketmaster data and services into your applica…	B 75 ⁵⁄₄	◉ ⏳	96	68	N/A	12	87	91
4164	Atrax Claim Proxy that aggregates multiple MCP servers and presents them as a unified inter…	B 75 ⁵⁄₅	◉ ⏳	96	55	—	37	78	97
4165	AnyCrawl MCP Server ⚡ Claim Enables web scraping and crawling capabilities for LLM clients, supporting sing…	B 75 ⁵⁄₅	◉ ⏳	69	86	—	38	81	91
4166	PPTX MCP Server ⚡ Claim 2 Enables AI assistants to create, edit, and manipulate PowerPoint presentations …	B 75 ⁵⁄₅	◉ ⏳	78	91	N/A	21	87	84
4167	mcp-miro ⚡ Claim 2 Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for RES…	B 75 ⁵⁄₅	◉ ⏳	84	68	—	44	76	93
4168	NCBI Gene MCP Server ⚡ Claim MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…	B 75 ⁵⁄₅	◉ ⏳	84	68	—	37	81	93
4169	Basecamp MCP Server ⚡ Claim 1 Enables LLMs to interact with Basecamp projects, managing messages, todos, comm…	B 75 ⁵⁄₅	◉ ⏳	78	72	—	52	80	86
4170	infomesh ⚡ Claim 1 Fully decentralized P2P web search engine for LLMs. Crawls, indexes, and search…	B 75 ⁵⁄₄	◉ ⏳	64	62	N/A	84	90	79
4171	Cloudflare MCP Server for Static Sites ⚡ Claim Turns any static website into an MCP-searchable knowledge base by deploying a C…	B 75 ⁵⁄₅	◉ ⏳	76	63	—	54	81	99
4172	YNAB MCP Server ⚡ Claim 1 A Model Context Protocol server that enables interaction with You Need A Budget…	B 75 ⁵⁄₅	◉ ⏳	77	57	—	55	82	100
4173	Simple MCP Server Claim A self-contained, dependency-free MCP server that provides utility tools for ti…	B 75 ⁵⁄₅	◉ ⏳	78	72	—	42	74	100
4174	mcp-agent-trace-inspector ⚡ Claim Step-by-step observability for MCP agent workflows	B 75 ⁴⁄₄	◉ ⏳	58	N/A	N/A	62	83	98
4175	Demo MCP Server Claim A comprehensive TypeScript boilerplate MCP server featuring domain-driven desig…	B 75 ⁵⁄₄	◉ ⏳	72	61	N/A	41	95	100
4176	Personal Context MCP Server Claim Enables managing personal information with dynamic topic-based organization (ta…	B 75 ⁵⁄₅	◉ ⏳	80	73	—	30	82	97
4177	Timesheet MCP Server ⚡ Claim Enables automated timesheet management including creating entries, listing work…	B 75 ⁵⁄₅	◉ ⏳	72	73	—	50	76	100
4178	OnlineGDB MCP Server for C++ Code Execu… Claim 1 Enables AI agents to execute C++ code, test solutions against multiple test cas…	B 75 ⁵⁄₅	◉ ⏳	84	72	—	27	80	97
4179	IBM/mcp-cli ⚡ Claim Yet another CLI tool for testing MCP servers.	B 75 ⁵⁄₄	◉ ⏳	84	31	N/A	69	94	100
4180	n8n-mcp ⚡ Claim A Python-based MCP server adapted from the n8n_agent project that implements a …	B 75 ⁵⁄₄	◉ ⏳	84	66	N/A	21	95	97
4181	Solentic Claim Native Solana staking infrastructure for AI agents. 18 MCP tools for staking, u…	B 75 ⁵⁄₅	◉ ⏳	63	80	—	49	81	100
4182	ku-portal-mcp ⚡ Claim 2 Enables Korea University students to query their KUPID portal and Canvas LMS us…	B 75 ⁵⁄₅	◉ ⏳	63	82	—	52	95	78
4183	Tavily Search MCP Agent ⚡ Claim 1 This MCP server performs multi-topic searches in business, news, finance, and p…	B 75 ⁵⁄₅	◉ ⏳	78	68	—	41	82	100
4184	Pokemon Showdown MCP Server ⚡ Claim 1 Provides Pokemon Showdown competitive battle data to AI assistants, enabling lo…	B 75 ⁵⁄₅	◉ ⏳	90	50	—	51	80	100
4185	replit-mcp ⚡ Claim 1	B 75 ⁵⁄₄	◉ ⏳	78	68	N/A	29	90	100
4186	memory-journal-mcp-server ⚡ Claim 1 MCP server designed to help you search and analyze your photo library (iCloud -…	B 75 ⁵⁄₄	◉ ⏳	94	53	N/A	39	90	89
4187	Gemini Image MCP Server ⚡ Claim Enables image generation and editing using Google Gemini AI with support for mu…	B 75 ⁵⁄₅	◉ ⏳	90	71	—	26	81	91
4188	rembg-mcp ⚡ Claim 1 Enables removing image backgrounds using AI models through MCP-compatible tools…	B 75 ⁵⁄₄	◉ ⏳	84	56	N/A	40	92	95
4189	DevDocs-MCP ⚡ Claim DevDocs-MCP is a MCP server that provides version-pinned, deterministic documen…	B 75 ⁵⁄₄	◉ ⏳	72	66	N/A	44	92	98
4190	Form.io MCP Server ⚡ Claim Enables AI assistants to interact with Form.io's API to create, read, update, a…	B 75 ⁵⁄₅	◉ ⏳	84	71	—	29	81	97
4191	mcp-kit ⚡ Claim A CLI tool to create MCP (Model Context Protocol) applications with ease.	B 75 ⁵⁄₄	◉ ⏳	88	50	N/A	76	91	67	HA
4192	Heimdall MCP Server ⚡ Claim Provides AI coding assistants with persistent, context-rich memory of a codebas…	B 75 ⁵⁄₄	◉ ⏳	92	48	N/A	41	92	92
4193	OPanel MCP ⚡ Claim 1 A MCP server integrated with the OPanel server management panel, enabling LLM-a…	B 75 ⁵⁄₄	◉ ⏳	71	68	—	54	87	94
4194	total-recall ⚡ Claim Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sy…	B 75 ⁴⁄₄	◉ ⏳	53	N/A	N/A	59	95	96
4195	vibescan-mcp-server ⚡ Claim 2 MCP server for VibeScan — scan projects for leaked secrets and security issues	B 75 ⁴⁄₄	◉ ⏳	57	N/A	N/A	47	95	97
4196	Azure DevOps MCP Server ⚡ Claim Enables interaction with Azure DevOps through Cursor chat, providing tools to m…	B 75 ⁵⁄₅	◉ ⏳	84	76	—	19	81	98
4197	MCP Expense Tracker ⚡ Claim Enables users to track personal expenses through natural language interactions …	B 75 ⁶⁄₆	◉ ⏳	78	66	89	26	81	100
4198	ipybox Claim 2 An MCP server for sandboxed Python code execution with IPython and Docker, and …	B 75 ⁵⁄₄	◉ ⏳	65	65	N/A	83	87	78
4199	Azure Storage MCP Apps Demo Claim Provides an interactive dashboard within VS Code Copilot to manage Azure Storag…	B 75 ⁵⁄₅	◉ ⏳	94	58	—	35	80	95
4200	GitHub PR Review Server ⚡ Claim Enables automated GitHub Pull Request reviews using local Ollama, Cursor CLI, o…	B 75 ⁵⁄₅	◉ ⏳	90	67	—	28	81	96

Showing 4151–4200 of 67197 servers

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