MCP Scoreboard — Quality Scores for MCP Servers

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16953

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Grade Distribution

Score Distribution

Newly Added

WhatsAble for WhatsApp Business F Stashhh F Chess Coach F Metodix — training log for coaches F LongSpan F

Biggest Gainers

Airport Pickups London +31 MacTech Federal Market +23 Data Center Index +12

Biggest Drops

Second Opinion -48 worldhums -48 Black Label Continuum Website MCP -48

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent	Lang
○ Unscored
69451	Meta Kaggle MCP Server Claim Searches and retrieves information from Meta Kaggle dataset, including competit…	—	○ ⏳	—	N/A	N/A	—	—	—
69452	Subnet Calculator MCP Server Claim Enables subnet calculations from CIDR notation, providing network address, broa…	—	○ ⏳	—	—	—	—	—	—
69453	Docker Swarm MCP Server Claim A production-ready MCP server for Docker Swarm that provides full control over …	—	○ ⏳	—	—	—	—	—	—
69454	Financial Reports MCP Server Claim An MCP server that provides tools and resources to access company financial fil…	—	○ ⏳	—	—	—	—	—	—
69455	MCP RAG Server Claim A local RAG server using the Model Context Protocol (MCP) to allow AI assistant…	—	○ ⏳	—	N/A	N/A	—	—	—
69456	omada-mcp Claim A Model Context Protocol server that enables AI assistants to read and safely m…	—	○ ⏳	—	N/A	N/A	—	—	—
69457	ecommerce-3d-mcp Claim Enables AI assistants to generate 3D product viewers, AR try-on experiences, Sh…	—	○ ⏳	—	—	—	—	—	—
69458	Google Search Console MCP Server Claim Enables Claude AI to query Google Search Console data and manage properties via…	—	○ ⏳	—	—	—	—	—	—
69459	kiro-frontend-engineer-mcp Claim An MCP server implementing a 7-stage agentic frontend workflow—from design audi…	—	○ ⏳	—	N/A	N/A	—	—	—
69460	vibing-steampunk Claim Enables AI assistants to access SAP ADT APIs for reading, writing, debugging, d…	—	○ ⏳	—	—	—	—	—	—
69461	gst-validator-mcp Claim Validates Indian GSTIN numbers with structural checks, embedded PAN extraction,…	—	○ ⏳	—	—	—	—	—	—
69462	FlowSpeech MCP Server Claim A Model Context Protocol server for FlowSpeech text-to-speech. It lets MCP-comp…	—	○ ⏳	—	—	—	—	—	—
69463	obsidian-markdown-lint-mcp-server Claim An MCP server that lints, validates, and renders your Obsidian vault markdown —…	—	○ ⏳	—	N/A	N/A	—	—	—
69464	OA-Y MCP Service Claim MCP for managing courses via HTTP API at oa-y.com.	—	○ ⏳	—	—	—	—	—	—
69465	egovframe-scaffold-mcp Claim Enables AI tools to instantly scaffold eGovFrame projects using official templa…	—	○ ⏳	—	—	—	—	—	—
69466	ContextBridge Claim Local-first code retrieval for AI agents — cuts codebase context from thousands…	—	○ ⏳	—	N/A	N/A	—	—	—
69467	Cronty MCP Claim A FastMCP server that enables AI agents to schedule notifications and reminders…	—	○ ⏳	—	N/A	N/A	—	—	—
69468	Agent 365 Claim An authenticated MCP app that calls Microsoft Graph API via OBO flow and render…	—	○ ⏳	—	—	—	—	—	—

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