MCP Scoreboard

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Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
○ Unscored
44151	ShiftZap Restaurant Scheduling Claim Manage restaurant employee scheduling, time-off, tips, and payroll via ShiftZap.	—	○ ⏳	—	N/A	N/A	—	83	—
44152	Business Bridge MCP Server Claim Enables AI agents to connect and interact with common business platforms like S…	—	○ ⏳	—	—	—	—	81	—
44153	wpwriter Claim AI-powered WordPress content management. Generate posts, images, manage SEO, au…	—	○ ⏳	—	—	—	—	81	—
44154	Tubist MCP Server Claim Enables AI assistants to control the Tubist macOS menu bar player to play YouTu…	—	○ ⏳	—	N/A	N/A	—	—	—
44155	mcp-redfish Claim Enables AI assistants to monitor and control server hardware (power, thermal, s…	—	○ ⏳	—	N/A	N/A	—	—	—
44156	Image-Vision MCP Server Claim Enables text-only language models to 'see' and describe images by calling multi…	—	○ ⏳	—	N/A	N/A	—	—	—
44157	SportsQuant MCP Server Claim Provides AI agents with professional-grade tools for expected value calculation…	—	○ ⏳	—	—	—	—	—	—
44158	company-gi Claim Gibraltar company tools: corporate tax, compliance deadlines, and PDF form gene…	—	○ ⏳	—	N/A	N/A	—	95	—
44159	vnstock-mcp Claim Unofficial MCP server providing Vietnamese stock market financial data, enablin…	—	○ ⏳	—	—	—	—	—	—
44160	mcp-research-assistant Claim A research assistant server that enables saving, organizing, and retrieving res…	—	○ ⏳	—	N/A	N/A	—	—	—
44161	oci-documentation-mcp-server Claim Enables searching and reading OCI documentation using the Oracle Help Center Se…	—	○ ⏳	—	—	—	—	—	—
44162	ros-mcp-server Claim Controls Autonomous Mobile Robots (AMRs) through natural language via MQTT and …	—	○ ⏳	—	—	—	—	—	—
44163	agent-cost-allocator-mcp Claim 1 Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…	—	○ ⏳	—	—	—	—	81	—
44164	task-manager-mcp Claim Enables AI assistants to manage tasks across multiple projects with structured …	—	○ ⏳	—	N/A	N/A	—	—	—
44165	OpenCart MCP Server Claim Query and edit your OpenCart store from Claude Code. Products, orders, customer…	—	○ ⏳	—	N/A	N/A	—	—	—
44166	MCP-Server Claim A lightweight bridge connecting LLMs to real-world APIs like finance, weather, …	—	○ ⏳	—	—	—	—	—	—
44167	wrapper-mcp Claim Stdio MCP server for QMS Wrapper that enables MCP-capable clients to manage tas…	—	○ ⏳	—	—	—	—	—	—
44168	cadkit Claim An MCP server for parametric part modeling in Onshape, producing fully-defined,…	—	○ ⏳	—	—	—	—	—	—
44169	interactive-choice-mcp Claim Enables AI to present options and launch an interactive web or terminal interfa…	—	○ ⏳	—	N/A	N/A	—	—	—
44170	pycti-mcp Claim MCP server that provides condensed and normalized data from OpenCTI to LLMs, en…	—	○ ⏳	—	—	—	—	—	—
44171	RepoNova Claim RepoNova is an MCP server that builds a persistent knowledge graph of your code…	—	○ ⏳	—	N/A	N/A	—	—	—
44172	AIX MCP Server Claim An extensible MCP server with a plugin system, proxy forwarding, web dashboard,…	—	○ ⏳	—	—	—	—	—	—
44173	VPN As A Service MCP Claim Enables AI agents to manage VPN infrastructure through provisioning, lifecycle …	—	○ ⏳	—	N/A	N/A	—	—	—
44174	tomsk-transport Claim MCP server providing real-time public transport data for Tomsk, including route…	—	○ ⏳	—	N/A	N/A	—	—	—
44175	Hlido Agent Reviews Claim Independent AI-agent reviews: trust checks, evidence scorecards, incident regis…	—	○ ⏳	—	—	—	—	—	—
44176	Gemini MCP Ultimate Claim Enables Claude to offload large codebase analysis to Google Gemini with 1M+ tok…	—	○ ⏳	—	N/A	N/A	—	—	—
44177	cissp-study-group Claim CISSP certification exam prep from CISSPStudyGroup.com. 3,600+ practice questi…	—	○ ⏳	—	—	—	—	81	—
44178	MCP Taiwan Judgment Search Claim Enables searching and retrieving Taiwan judicial judgments, including full-text…	—	○ ⏳	—	—	—	—	—	—
44179	Rapid URL Indexer MCP Server Claim Enables submitting URLs to the Rapid URL Indexer API, tracking submissions acro…	—	○ ⏳	—	N/A	N/A	—	—	—
44180	TalkAPI Claim Enables conversational API testing via MCP, allowing users to make HTTP request…	—	○ ⏳	—	—	—	—	—	—
44181	Weights & Biases MCP Server Claim Enables querying W\&B Weave traces and creating W\&B Reports with text and visu…	—	○ ⏳	—	—	—	—	—	—
44182	brave-search-mcp Claim	—	○ ⏳	—	N/A	N/A	—	95	—
44183	LightNow Local Proxy Claim Lets local MCP clients use one LightNow-managed MCP entry instead of storing ev…	—	○ ⏳	—	N/A	N/A	—	—	—
44184	Apple Contacts MCP Claim Local-first MCP server for safely searching and editing Apple Contacts on macOS…	—	○ ⏳	—	N/A	N/A	—	—	—
44185	ctalk Claim Enables coworkers to register profiles, ask questions, check inboxes, propose d…	—	○ ⏳	—	—	—	—	—	—
44186	RecoSearch Claim A deterministic MCP server that governs read-only queries across multiple data …	—	○ ⏳	—	—	—	—	—	—
44187	mcp-loom Claim An MCP proxy server that intercepts large tabular tool results, ingests them in…	—	○ ⏳	—	N/A	N/A	—	—	—
44188	ai-runtime-guard Claim ai-runtime-guard is an MCP server that sits between your AI agent and your syst…	—	○ ⏳	—	N/A	N/A	—	95	—
44189	Zotero MCP Server Claim Enables Poke to search and manage Zotero research library, including items, tag…	—	○ ⏳	—	—	—	—	—	—
44190	icd10-coding Claim ICD-10-CM / HCC medical coding tools with database-verified accuracy and denial…	—	○ ⏳	—	—	—	—	—	—
44191	Obsidian MCP Server Claim Turn your Obsidian vaults into structured context sources for Claude Desktop wi…	—	○ ⏳	—	N/A	N/A	—	—	—
44192	Gortex Claim High-performance code graph and code intelligence engine. Index code base into …	—	○ ⏳	—	N/A	N/A	—	95	—
44193	ssh-client-mcp Claim SSH/SFTP server enabling remote command execution and secure file transfers, wi…	—	○ ⏳	—	N/A	N/A	—	—	—
44194	Crypto Portfolio MCP Claim Tracks multi-exchange cryptocurrency portfolio P\&L by storing holdings and pro…	—	○ ⏳	—	—	—	—	—	—
44195	fixme-agent Claim Real-time AI code quality — 30 validators, 17 languages, 813+ checks	—	○ ⏳	—	N/A	N/A	—	83	—
44196	HomeFleet Claim MCP server that turns multiple home computers into a fleet for AI coding agents…	—	○ ⏳	—	N/A	N/A	—	—	—
44197	hipocampo Claim Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: searc…	—	○ ⏳	—	N/A	N/A	—	—	—
44198	hk-housing-mcp-server Claim Enables querying Hong Kong private storage statistics such as completions, stoc…	—	○ ⏳	—	—	—	—	—	—
44199	mcpify Claim Turns any OpenAPI specification into a fully working MCP server with a single c…	—	○ ⏳	—	N/A	N/A	—	95	—
44200	minimax-mcp Claim Provides web search, image understanding, text-to-speech, and image generation …	—	○ ⏳	—	N/A	N/A	—	—	—

Showing 44151–44200 of 66534 servers

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