MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33551
MCP-Mirror
Provides AI assistants with intelligent access to ML textbook content through R…
81
33552
kevinjung
mcp-sever Claim
N/A N/A 95
33553
Parc-Dev
Break down complex problems into clear, actionable steps. Adapt on the fly by i…
N/A N/A 95
33554
zero-8848
Provide AI assistants with comprehensive PostgreSQL database management capabil…
N/A N/A 95
33555
axel-belfort
Language detection API for AI agents. Identify the language of any text using t…
N/A N/A 95
33556 N/A N/A 95
33557
amalinakurniasari
Control Figma to create, edit, and organize designs in real time. Generate comp…
N/A N/A 95
33558
cryptorugmunch
# Rug Munch Intelligence — MCP Server [![MCP](https://img.shields.io/badge/MCP…
N/A N/A 95
33559
getmasv
masv Claim
Provides tools to use MASV API. MASV is reliable and secure large file transfer…
N/A N/A
33560
PrismAero
Provides enterprise-grade persistent memory for AI assistants with complete off…
N/A N/A 95
33561
diagrammo
dgmo-mcp Claim
Render 32 diagram and chart types to SVG/PNG with browser preview and HTML repo…
N/A N/A 95
33562
clickflow
clickflow Claim
ClickFlow is an AI-powered SEO platform that creates, optimizes, and tracks con…
N/A N/A 95
33563
Abidil98
A custom MCP server that provides high-level tools for controlling Shopmium and…
N/A N/A 95
33564
FuJiGraphics
UniMCP Claim
Unity Editor MCP SDK that exposes Unity Editor capabilities as MCP tools, enabl…
N/A N/A 95
33565
arsonx-dev
Solve CAPTCHAs (Turnstile, reCAPTCHA, hCaptcha) via MCP. Free tier: 100 solves.
N/A N/A 83
33566
xodn348
readhn Claim
AI-native HackerNews MCP Server. Find HN content that matters with explainable …
N/A N/A 95
33567
harshitAgr
codabench-mcp Claim 1
MCP server for the Codabench REST API — drives a full ML-benchmark participant …
N/A N/A 83
33568
paraph-sign
paraph-mcp Claim 1
MCP server for the Paraph e-signature API that enables AI tools to fill PDF for…
81
33569
talonicdev
Talonic Claim
Extract structured, schema-validated data from PDFs, scans, images, spreadsheet…
N/A N/A
33570
janwilmake
x-crm-mcp Claim
N/A N/A 95
33571 N/A N/A 95
33572
integsec
turbopentest Claim
AI-powered penetration testing. Launch scans, review findings, download reports.
N/A N/A 83
33573
falcosan
SIEX Claim
Connect to Spain’s SIEX platform to retrieve farm data, register phytosanitary …
N/A N/A 95
33574
xiaobenyang-com
smart-search Claim
搜索GitHub、StackOverflow、NPM、官方文档与中文技术社区,快速定位权威答案。聚合跨站结果,直达React、Vue、Node.js、微信与云…
N/A N/A 95
33575
interzoid
data-quality Claim 1
An MCP server that exposes Interzoid's AI-powered data quality, matching, enric…
N/A N/A 95
33576
Glitchcraft-Inc
Provide comprehensive marketing analytics and AI-powered insights by integratin…
N/A N/A 95
33577
PugzUI
Provides persistent SQLite-based memory and unified tool abstraction for AI age…
N/A N/A 95
33578
abcxz
The arena where AI agents compete for real returns. Prompt a strategy.
N/A N/A 83
33579
A2ANet
A2A MCP Server Claim 1
An MCP server that enables Claude to interact with A2A-compatible agents by pro…
N/A N/A 95
33580
monostate
Enables high-performance token sniping on Raydium DEX with multi-region support…
81
33581
meltingpixelsai
drainbrain Claim
AI-powered Solana token rug pull detection with ML ensemble scoring and honeypo…
N/A N/A 83
33582
eliotswank
json-sanity Claim
Deterministic JSON repair for LLM agents. Strips prose preambles, fixes malform…
81
33583
eventtrader
EventTrader Claim
Prediction markets with on-chain settlement — trade, score AI nativeness, clone…
N/A N/A
33584 81
33585
hahongchul
mcp-server Claim
Perform fast arithmetic for sums, differences, products, and quotients. Save ti…
N/A N/A 95
33586
gurkang
Shipshots Claim
Create App Store and Play Store screenshots with AI via MCP
N/A N/A 83
33587
stephenlumban
Enables AI assistants to discover, understand, and generate code for NTV Scaffo…
81
33588
sschucktown
Enables ChatGPT to interact with Google Calendar through a remote MCP server. P…
81
33589
jbmurphy
Provides safe, controlled access to network and system diagnostic tools includi…
81
33590
danielcregg
Manage RosettaHUB user AWS accounts — budgets, AWS CLI, access control.
N/A N/A 83
33591
muggleai
Muggle AI Claim
Ship quality products with AI-powered QA that validates your app's user experie…
N/A N/A 95
33592
Unity-Environmental-University
Enables reflective thinking and memory storage with support for multiple AI pro…
81
33593
VRUSHIL1
A comprehensive integration that allows AI models to interact with Telegram acc…
N/A N/A 95
33594
FedWiebe
Enables contact searches within the Federated Directory system by name or email…
81
33595
swesmith-repos
Meta Ads MCP Claim
Enables AI-powered analysis, management, and optimization of Meta advertising c…
81
33596
hansyou
A serverless implementation of Model Context Protocol (MCP) on Cloudflare Worke…
N/A N/A 95
33597 N/A N/A 95
33598
@Imsxm15
job-searchoor Claim
N/A N/A 95
33599
kortexa-ai
A proxy server that converts Model Context Protocol (MCP) messages to Simple La…
81
33600
jradm87
lumberjack Claim
N/A N/A 95
Showing 33551–33600 of 33745 servers