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 2 weeks, 5 days ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
◉ Complete Scores
4851	Solana Dev Essentials Claim Search Solana documentation to quickly find concepts, guides, and examples. Ins…	B 74 ⁵⁄₄	◉	78	63	N/A	33	89	100
4852	FastAPI OpenAPI MCP Server ⚡ Claim Converts FastAPI application OpenAPI documentation into MCP tools for AI assist…	B 74 ⁵⁄₅	◉	78	67	—	60	81	79
4853	BLS (Bureau of Labor Statistics) MCP Se… Claim 1 Provides access to U.S. labor market data including employment statistics, Cons…	B 74 ⁵⁄₅	◉	90	65	—	27	82	93
4854	mcp-server-google-vision ⚡ Claim	B 74 ⁵⁄₄	◉	72	68	N/A	45	90	91
4855	plurk-mcp Claim A secure Model Context Protocol server for interacting with Plurk, allowing age…	B 74 ⁵⁄₅	◉	72	71	—	35	83	100
4856	Python Exec Sandbox Claim Sandboxed Python execution for AI agents. PEP 723 inline deps, multi-version Py…	B 74 ⁵⁄₄	◉	84	32	N/A	71	90	95
4857	Maid-MCP ⚡ Claim 1 Gives Claude Desktop a maid personality with Japanese-accented text-to-speech, …	B 74 ⁵⁄₄	◉	86	60	N/A	21	89	98
4858	SearXNG MCP Server ⚡ Claim 1 Integrates with SearXNG metasearch engine to provide powerful web search capabi…	B 74 ⁵⁄₅	◉	78	57	—	51	82	96
4859	Notion MCP Server Claim Connects Claude Desktop and other MCP clients directly to Notion with secure SS…	B 74 ⁵⁄₅	◉	84	66	—	52	80	82
4860	Bitbucket MCP Server ⚡ Claim 1 A Model Context Protocol server that integrates Cursor IDE with Bitbucket Cloud…	B 74 ⁵⁄₅	◉	75	67	—	46	81	98
4861	Tiling Trees MCP Server ⚡ Claim 1 Enables exploration and organization of research ideas using a hierarchical til…	B 74 ⁵⁄₅	◉	94	83	N/A	46	95	34
4862	Ultimate Google Docs & Drive MCP Server Claim Connects Claude Desktop to Google Docs and Google Drive, enabling comprehensive…	B 74 ⁵⁄₅	◉	72	73	—	45	81	91
4863	VPS MCP Server ⚡ Claim Enables AI agents to connect to and control a Virtual Private Server via SSH. I…	B 74 ⁵⁄₅	◉	94	60	—	27	81	96
4864	pdfdancer-mcp ⚡ Claim Provides access to pdfdancer documentation through search and content retrieval…	B 74 ⁵⁄₅	◉	72	82	—	33	81	94
4865	Home Assistant MCP Server ⚡ Claim 1 A Model Context Protocol server that allows large language models to control an…	B 74 ⁵⁄₅	◉	71	70	—	49	81	97
4866	pubcrawl ⚡ Claim PubMed literature search and US/UK drug labelling for AI assistants.	B 74 ⁵⁄₅	◉	76	100	N/A	54	83	47
4867	MCP Recommender ⚡ Claim Provides intelligent recommendations for MCP servers based on development needs…	B 74 ⁵⁄₅	◉	66	82	—	36	81	95
4868	Alpaca MCP Gold Standard ⚡ Claim 1 A comprehensive MCP server for professional trading operations with Alpaca, pro…	B 74 ⁵⁄₅	◉	84	66	—	28	83	95
4869	SAP OData to MCP Server ⚡ Claim Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by expo…	B 74 ⁵⁄₅	◉	78	70	—	44	81	90
4870	domain-mcp Claim 1 Enables domain name availability checking through DNS and WHOIS lookups with co…	B 74 ⁵⁄₅	◉	90	57	—	29	82	99
4871	OSV ⚡ Claim The server can be utilized for secure development by listing all packages' CVEs…	B 74 ⁵⁄₅	◉	62	82	—	41	81	98
4872	LocatorLabs MCP Server ⚡ Claim Generates intelligent Playwright locators with reliability rankings, creates Pa…	B 74 ⁵⁄₅	◉	80	100	N/A	31	95	43
4873	MCP Predictive Market ⚡ Claim 1 Aggregates prediction market data from 5 major platforms (Manifold, Polymarket,…	B 74 ⁵⁄₅	◉	78	52	—	54	83	100
4874	cob-shopify-mcp ⚡ Claim 1 A production-grade MCP server and CLI tool that enables AI agents to manage Sho…	B 74 ⁵⁄₅	◉	90	65	—	79	77	56
4875	litemcp ⚡ Claim A TypeScript framework for building MCP servers elegantly	B 74 ⁵⁄₄	◉	90	61	N/A	56	95	59
4876	mcp-cohesity ⚡ Claim Provides AI assistants with access to Cohesity DataProtect for managing backups…	B 74 ⁵⁄₅	◉	76	72	—	38	82	94
4877	gomcp Claim 1 An MCP server in Go for Lightpanda, the ultra fast headless browser designed fo…	B 74 ⁵⁄₅	◉	77	48	—	67	80	100
4878	Confluence MCP Server ⚡ Claim A server that integrates Confluence with Claude Desktop and other AI assistants…	B 74 ⁵⁄₅	◉	80	68	—	41	81	93
4879	Hyperfabric MCP Server ⚡ Claim 1 Enables LLMs to interact with Hyperfabric infrastructure management APIs, provi…	B 74 ⁵⁄₅	◉	94	46	—	53	78	94
4880	Obsidian MCP Server ⚡ Claim Enables AI assistants to interact with Obsidian vaults through vector search, v…	B 74 ⁵⁄₄	◉	72	68	N/A	54	95	76
4881	Vega-Lite MCP Server ⚡ Claim 1 Provides AI assistants with access to Vega-Lite documentation, visualization ex…	B 74 ⁵⁄₅	◉	94	91	—	45	81	42
4882	GCP BigQuery MCP Server Claim 1 Enterprise-grade MCP server for Google Cloud BigQuery with keyless Workload Ide…	B 74 ⁵⁄₅	◉	78	77	—	45	81	82
4883	Zadara Storage MCP Server ⚡ Claim Enables management of Zadara VPSA Storage Arrays and Object Storage endpoints, …	B 74 ⁵⁄₅	◉	84	61	—	54	76	91
4884	Git Forensics MCP Claim 1 A specialized MCP server for in-depth analysis of git repositories, offering to…	B 74 ⁵⁄₄	◉	92	48	N/A	33	95	90
4885	YAPI MCP PRO ⚡ Claim Enables direct interaction with YApi API management platforms from AI editors l…	B 74 ⁵⁄₄	◉	66	68	N/A	51	89	92
4886	Magnetics SME MCP Server Claim Provides specialized tools for electromagnetics and magnetic circuit analysis, …	B 74 ⁵⁄₅	◉	90	56	—	25	84	100
4887	mcp-proxy ⚡ Claim A bridge between Streamable HTTP and stdio MCP transports	B 74 ⁵⁄₄	◉	96	40	N/A	81	90	63
4888	MCP MySQL Server ⚡ Claim Enables interaction with MySQL databases (including AWS RDS and cloud instances…	B 74 ⁵⁄₅	◉	96	75	—	47	81	57
4889	MCP Template Claim A template for building Model Context Protocol servers that allow AI assistants…	B 74 ⁵⁄₅	◉	78	65	—	47	81	92
4890	Enhanced Directory Context MCP Server ⚡ Claim Enables comprehensive directory analysis and file management operations includi…	B 74 ⁵⁄₅	◉	90	100	N/A	22	95	42
4891	Shopify Agentic MCP Gateway ⚡ Claim Enables AI agents to autonomously browse inventory, negotiate terms, manage car…	B 74 ⁵⁄₅	◉	72	68	—	58	82	89
4892	Xray MCP Server ⚡ Claim Enables AI assistants to interact with Xray Test Management for both Cloud and …	B 74 ⁵⁄₅	◉	84	68	—	33	81	93
4893	mcp-for-argocd ⚡ Claim An implementation of Model Context Protocol (MCP) server for Argo CD.	B 74 ⁵⁄₅	◉ ⏳	60	71	N/A	70	81	92
4894	mcp_server_gdb Claim MCP Server to expose the GDB debugging capabilities	B 74 ⁵⁄₄	◉	84	35	N/A	69	92	93
4895	Contentful Delivery MCP Server ⚡ Claim A TypeScript-based MCP server that interacts with Contentful's Delivery API, en…	B 74 ⁵⁄₅	◉	86	55	—	47	82	96
4896	UIFlowchartCreator ⚡ Claim 2 Enables users to create UI flowcharts by generating visualizations of user inte…	B 74 ⁵⁄₄	◉	86	68	N/A	22	90	90
4897	MonKey Office MCP Server ⚡ Claim Connects Claude Desktop to the MonKey Office Connect JSON-API, enabling natural…	B 74 ⁵⁄₅	◉	94	62	—	32	76	95
4898	Jij MCP Server ⚡ Claim A server that provides tools and utilities to support the implementation of Jij…	B 74 ⁵⁄₄	◉	80	58	N/A	26	95	98
4899	Undoom Uninstaller MCP ⚡ Claim Enables Windows program management through MCP, including listing installed pro…	B 74 ⁵⁄₄	◉	80	56	N/A	39	95	93
4900	cognos-session-memory ⚡ Claim 1 CognOS trust scoring (C=p·(1-Ue-Ua)) and session trace storage as MCP tools.	B 74 ⁵⁄₄	◉	90	51	N/A	31	92	94

Showing 4851–4900 of 30006 servers

« Prev 1 … 96 97 98 99 100 … 601 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution