MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29804
Scored
2112
Verified
16953
Complete

Last updated 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50701
puxu-msft
neighbors Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
N/A N/A
50702
olegzhr
Simulates security attacks by providing LLM attack test payloads to validate Mo…
50703
James-Server-Admin
kb-gateway Claim
HTTP MCP gateway enabling remote agents to query a learning corpus combining Pi…
50704
jordan-s648
Real-time Polymarket analytics for AI agents. Query live prediction market data…
81
50705
darkelf1004
myproject Claim
N/A N/A 95
50706
xenoroses
aletheia-mcp Claim
Secure multi-agent runtime validation engine with Docker sandbox execution and …
N/A N/A
50707
degibug-del
laserbrain Claim
Enables AI to sense, tend, and communicate with a continuous weather field simu…
N/A N/A
50708
camoran89
MCP server that provides code validation rules and analysis for various stacks/…
50709
andrewconnell
senja-mcp Claim
An MCP server that enables AI assistants to list, retrieve, and create testimon…
N/A N/A
50710
SebastianGilPinzon
Enhanced fork of Google's Colab MCP, pre-registers all 7 notebook tools at sta…
N/A N/A
50711
ploughran
A mock MCP server for small parcel operations, providing tools to track package…
50712
brendadeeznuts1111
Provides betting intelligence and analytics tools including exposure, CLV, shar…
50713
glassBead-tc
A production-ready MCP server for Airtable that enables programmatic management…
50714
admin-noez
CPFHub.io is a Brazilian CPF lookup and validation API built for developers. Th…
81
50715
Polly2014
An MCP server that intelligently splits large pull requests into multiple small…
N/A N/A
50716
praveenc
Model Context Protocol (MCP) server for web content fetching and extraction. En…
50717
malkreide
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
50718
tw-haiven
Connects AI tools to your organization's Haiven prompts, allowing seamless acce…
N/A N/A
50719
Hesccc
Enables AI models to safely execute pre-defined Linux shell commands with a whi…
N/A N/A
50720
mattcoatsworth
A comprehensive MCP server for managing Zendesk Support, Talk, Chat, and Guide …
50721
ali-master
mikrotik-mcp Claim
Turns a MikroTik router into 310 MCP tools for AI-driven configuration over SSH…
50722
nimbus21
Lets AI coding agents control and inspect a live Chrome browser via MCP, provid…
N/A N/A
50723
tonycai
Provides a lightweight MySQL database interface via stdio, enabling query execu…
N/A N/A
50724
stanic-mah
BridgeDesk Claim
A desktop launcher and local MCP workspace server that enables ChatGPT and othe…
50725
jaij52
A FastAPI MCP server that provides access to NewsAPI.org for fetching top headl…
N/A N/A
50726
ertekinno
arena-mcp Claim
Enables AI agents to interact with Are.na for creative research and knowledge c…
50727
Thaylo
astrograph Claim
An MCP server that detects duplicate code using AST graph isomorphism, blocking…
N/A N/A
50728
huangmy157
shopify Claim
N/A N/A 95
50729
vanppsa
Classifies development task complexity (LIGHT/MEDIUM/HEAVY) and recommends the …
50730
kcaitech
A server based on Model Context Protocol that processes and parses design files…
N/A N/A 95
50731
weather-mcp Claim 1
A simple MCP server for getting weather information.
N/A N/A 81
50732
ppl-ai
perplexity-ask Claim
Connector for Perplexity API, to enable real-time, web-wide research.
86
50733
arizen-dev
deepseek-mcp Claim
Enables using DeepSeek models as a small, cheap supervised worker from any MCP-…
50734
devops-autotools
MCP Gateway Claim
A TypeScript gateway that aggregates multiple MCP servers into a single endpoin…
50735
BauplanLabs
Enables AI assistants to interact with Bauplan lakehouse operations, including …
50736
miloira
Enables AI assistants to search local files on Windows using the Everything sea…
N/A N/A
50737
lab-dados
Public MCP server for querying Brazilian court jurisprudence, processes, and co…
50738
MAX208V
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
50739
ACSGenUI
A configurable MCP server that enables creating custom analysis tools through J…
N/A N/A
50740
CooperCyberCoffee
This MCP server connects Claude Desktop to OpenCTI for AI-augmented threat inte…
N/A N/A
50741
avac22
OpenAI-compatible gateway and native MCP server for Xiaomi MiMo models, enablin…
50742
CallZero-ai
Enables AI assistants to make phone calls via CallZero service, with tools for …
N/A N/A
50743
joseairosa
Recall Claim
Provides persistent, cross-session memory for AI agents, allowing them to store…
50744
AiraAlfredSF
An MCP server that provides CLI coding agents with persistent decision memory, …
50745
ninemindai
weather-mcp Claim
Exposes weather data from the free Open-Meteo API via decorator-driven MCP tool…
50746
woodstocksoftware
An MCP server for managing K-12 assessment question banks with IRT metadata, en…
N/A N/A
50747
backsoul
mcp-n8n Claim
MCP server for integrating with n8n, enabling workflow automation and managemen…
N/A N/A
50748
velt-js
Enable seamless interaction with the Velt API through a dedicated MCP server. I…
N/A N/A 95
50749
richashworth
tlaplus-mcp Claim
Exposes the TLA+ toolchain (TLC, SANY, PlusCal, TLATeX) as structured JSON tool…
N/A N/A
50750
AcuityScan
Enables AI clients to run comprehensive website scans for security, accessibili…
Showing 50701–50750 of 57160 servers