MCP Server Quality Scores
Independent quality analysis of 46347 public MCP servers
Last updated 1 hour, 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46151 |
doorvault-mcp
Claim
Enables AI assistants to analyze rental property deals using DoorVault IDEAL Sc…
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| 46152 |
vibe-mcp-03
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| 46153 |
Implements a Model Context Protocol server that enables streaming communication…
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| 46154 |
MCP AWS SES Email Server
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Enables sending emails through AWS Simple Email Service with support for single…
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| 46155 |
TrueMemory
Claim
A living memory system that ingests long-horizon data to infer insights, enabli…
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| 46156 |
nmap-mcp-server
Claim
An MCP server that provides Nmap scanning tools such as ping, port scans, servi…
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| 46157 |
Ad Library MCP
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Searches and analyzes competitor ads and content across Meta, Google, Instagram…
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| 46158 |
SoManyLemons MCP
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AI-powered content marketing MCP server for creating branded video reels, Linke…
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| 46159 |
figma-developer-mcp
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Enables coding agents like Cursor to access Figma design data, fetch layout and…
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| 46160 |
SmartDB MCP
Claim
智能数据库查询 MCP 服务,支持在 AI 编程工具中用自然语言查询数据库。
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| 46161 |
google_scholar_mcp
Claim
MCP server for searching academic papers via Google Scholar, retrieving metadat…
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| 46162 |
Pollinations MCP Server
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Enables AI agents to generate images and text using Pollinations.ai, with SSE s…
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| 46163 |
Quadratik.AI
Claim
The B2B data architecture for high‑growth teams.
Leverage 100B+ validated globa…
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| 46164 |
Automates Microsoft Excel spreadsheet creation and editing via MCP tools for an…
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| 46165 |
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
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| 46166 |
MaiAgent MCP Server 3.0
Claim
An intelligent AI assistant routing and management platform that integrates 107…
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| 46167 |
MCPing
Claim
Enables AI assistants to send desktop notifications on macOS with rich formatti…
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| 46168 |
OpenEHR MCP Server
Claim
Enables LLMs to interact with OpenEHR electronic health record systems by retri…
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| 46169 |
Super-Memory-TS
Claim
Local-first semantic memory server with project indexing for AI assistants. It …
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| 46170 |
Enables GitHub Copilot to perform markdown review, dependency checking, and AI-…
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| 46171 |
Tandem Docs
Claim
Tandem Docs is a remote MCP server for helping agents learn how to install, ope…
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| 46172 |
payclaw
Claim
Drop-in x402 payment middleware for MCP servers. Charge AI agents per tool call…
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| 46173 |
Sylex Memory
Claim
Persistent encrypted memory for AI agents. E2E encrypted private vaults, shared…
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| 46174 |
Pancake POS MCP
Claim
Model Context Protocol (MCP) server wrapping the Pancake POS REST API, enabling…
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| 46175 |
Newsletter Generator
Claim
Generates structured newsletters with 8 sections using AI and provides NLP anal…
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| 46176 |
mcp-agent-opt
Claim
Provides code-aware context compression by stripping comments, docstrings, and …
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| 46177 |
Multi-MCP Server
Claim
A distributed MCP server architecture with a master aggregator that orchestrate…
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| 46178 |
adad11
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| 46179 |
Ring MCP Server
Claim
Enables control of Ring home security devices, including doorbells, cameras, li…
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| 46180 |
0CompactMem
Claim
Persistent memory MCP server with OS-style demand paging, kswapd-style eviction…
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| 46181 |
Enables querying health data from the Health Auto Export app on iPhone/iPad via…
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| 46182 |
nano-banana-mcp
Claim
A minimal MCP server that wraps Google Gemini image generation, enabling users …
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| 46183 |
Real Estate MCP Server
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Enables real estate property searches with location and criteria filtering, plu…
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| 46184 |
Hanzo MCP
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Enables access to Hanzo APIs and Platform capabilities via MCP, along with deve…
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| 46185 |
IMDb MCP Server
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Enables searching, discovering, and playing movies from IMDb via a Model Contex…
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| 46186 |
hikerapi-mcp
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MCP server for HikerAPI — auto-generates 100+ Instagram tools (profiles, posts,…
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| 46187 |
garmin-mcp
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| 46188 |
chatsave
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| 46189 |
mcpserv
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| 46190 |
yksanjo/gmem
Claim
Crypto-aware project memory for AI coding agents. Typed entities for Solana Pro…
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| 46191 |
MCP server that nudges better AI session behavior through token usage and effic…
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| 46192 |
smart-data-extractor
Claim
smart-data-extractor MCP server on Cloudflare Workers · REST + MCP JSON-RPC · f…
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| 46193 |
bvbrc-mcp-server
Claim
MCP server for querying BV-BRC biological data, submitting analysis jobs (assem…
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| 46194 |
WalletGrower MCP Server
Claim
Enables AI agents to search, compare, and get personalized recommendations for …
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| 46195 |
Network MCP Lab
Claim
MCP server for executing show commands and managing Cisco IOS-XE network device…
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| 46196 |
Kaltura MCP Server
Claim
Enables AI models to upload, retrieve, search, and manage media in Kaltura, inc…
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| 46197 |
paper-search-mcp-v2
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| 46198 |
seaworthy-mcp
Claim
Disability insurance brokerage: submit a quote request on a user’s behalf, plus…
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| 46199 |
Academic peer-review, research-gap finding, journal recommender, and article wr…
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| 46200 |
ZenStack MCP Auth Server
Claim
Enables auto-generated CRUD operations with authentication and authorization fo…
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