MCP Server Quality Scores

Independent quality analysis of 46347 public MCP servers

46347
Discovered
29537
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46151
cavasotti
Enables AI assistants to analyze rental property deals using DoorVault IDEAL Sc…
46152
bjh5098
vibe-mcp-03 Claim
N/A N/A 95
46153
tevinric
Implements a Model Context Protocol server that enables streaming communication…
N/A N/A 95
46154
i-dream-of-ai
Enables sending emails through AWS Simple Email Service with support for single…
81
46155
buildingjoshbetter
TrueMemory Claim
A living memory system that ingests long-horizon data to infer insights, enabli…
N/A N/A
46156
jarrodcoulter
An MCP server that provides Nmap scanning tools such as ping, port scans, servi…
N/A N/A
46157
thedavidquan01
Searches and analyzes competitor ads and content across Meta, Google, Instagram…
46158
NoMiddleInc
AI-powered content marketing MCP server for creating branded video reels, Linke…
N/A N/A
46159
Cangnt5
Enables coding agents like Cursor to access Figma design data, fetch layout and…
N/A N/A
46160
zhaoran025
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。
N/A N/A
46161
Byron993
MCP server for searching academic papers via Google Scholar, retrieving metadat…
N/A N/A
46162
jpbester
Enables AI agents to generate images and text using Pollinations.ai, with SSE s…
N/A N/A
46163
quadratik
Quadratik.AI Claim
The B2B data architecture for high‑growth teams. Leverage 100B+ validated globa…
81
46164
aspose-cells-cloud
Automates Microsoft Excel spreadsheet creation and editing via MCP tools for an…
46165
axel-belfort
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
N/A N/A 95
46166
phoenix581228
An intelligent AI assistant routing and management platform that integrates 107…
N/A N/A 95
46167
toolprint
MCPing Claim
Enables AI assistants to send desktop notifications on macOS with rich formatti…
N/A N/A
46168
ajinkyasabale-github
Enables LLMs to interact with OpenEHR electronic health record systems by retri…
81
46169
Veedubin
Local-first semantic memory server with project indexing for AI assistants. It …
N/A N/A
46170
owainow
Enables GitHub Copilot to perform markdown review, dependency checking, and AI-…
46171
tandem
Tandem Docs Claim
Tandem Docs is a remote MCP server for helping agents learn how to install, ope…
81
46172
TeaBay
payclaw Claim
Drop-in x402 payment middleware for MCP servers. Charge AI agents per tool call…
46173
MastadoonPrime
Sylex Memory Claim
Persistent encrypted memory for AI agents. E2E encrypted private vaults, shared…
46174
svn4pro
Model Context Protocol (MCP) server wrapping the Pancake POS REST API, enabling…
46175
raya2912
Generates structured newsletters with 8 sections using AI and provides NLP anal…
N/A N/A
46176
justguy
Provides code-aware context compression by stripping comments, docstrings, and …
81
46177
Acharya-Arvind
A distributed MCP server architecture with a master aggregator that orchestrate…
81
46178
xcvdrew8
adad11 Claim
N/A N/A 95
46179
jpcors
Enables control of Ring home security devices, including doorbells, cameras, li…
N/A N/A
46180
soolaugust
0CompactMem Claim
Persistent memory MCP server with OS-style demand paging, kswapd-style eviction…
N/A N/A
46181
HealthyApps
Enables querying health data from the Health Auto Export app on iPhone/iPad via…
N/A N/A
46182
DenialGelon
A minimal MCP server that wraps Google Gemini image generation, enabling users …
N/A N/A
46183
klappe-pm
Enables real estate property searches with location and criteria filtering, plu…
81
46184
Dream-AI-4444
Hanzo MCP Claim
Enables access to Hanzo APIs and Platform capabilities via MCP, along with deve…
N/A N/A
46185
danish-mar
Enables searching, discovering, and playing movies from IMDb via a Model Contex…
46186
subzeroid
hikerapi-mcp Claim
MCP server for HikerAPI — auto-generates 100+ Instagram tools (profiles, posts,…
46187
adrian
garmin-mcp Claim
N/A N/A 95
46188
gigachadtrey
chatsave Claim
N/A N/A 95
46189
mjbeatty89
mcpserv Claim
N/A N/A 95
46190
yksanjo
yksanjo/gmem Claim
Crypto-aware project memory for AI coding agents. Typed entities for Solana Pro…
N/A N/A
46191
Nudge Claim 1
MCP server that nudges better AI session behavior through token usage and effic…
N/A N/A 81
46192
lazymac2x
smart-data-extractor MCP server on Cloudflare Workers · REST + MCP JSON-RPC · f…
46193
cucinellclark
MCP server for querying BV-BRC biological data, submitting analysis jobs (assem…
46194
fiatgrowthorg
Enables AI agents to search, compare, and get personalized recommendations for …
46195
E-Conners-Lab
MCP server for executing show commands and managing Cisco IOS-XE network device…
46196
zoharbabin
Enables AI models to upload, retrieve, search, and manage media in Kaltura, inc…
46197 N/A N/A 95
46198
seaworthy-io
Disability insurance brokerage: submit a quote request on a user’s behalf, plus…
46199
Academic peer-review, research-gap finding, journal recommender, and article wr…
N/A N/A 69
46200
jiashengguo
Enables auto-generated CRUD operations with authentication and authorization fo…
Showing 46151–46200 of 46347 servers