MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29743
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16301
Tzott
Apifox MCP Server Claim 1 2
This server acts as a Message Communication Protocol (MCP) service for integrat…
F 25 55 48 67 17 78 79
16302
ankur-1garg
Repo Analyzer MCP Server Claim 1 2
An MCP server that analyzes Git repositories and provides Dockerfile creation g…
F 25 54 45 38 N/A 18 89 88
16303
hathibelagal-dev
mcp-pyautogui Claim 1 2
An MCP server for PyAutoGUI
F 25 54 47 30 N/A 42 84 100
16304
cyanheads
mentor-mcp-server Claim 1 2
A Model Context Protocol server providing LLM Agents a second opinion via AI-po…
F 25 54 81 71 N/A 49 89 91
16305
SmoothSend
SmoothSend MCP Server Claim 1
Enables AI assistants to help developers integrate gasless transactions on the …
F 25 55 84 67 30 82 97
16306
CelestoAI
agentor Claim 1
Open source version of Claude Managed Agents. Fastest way to build and deploy r…
F 25 66 96 79 95 84 76 66
16307
jkawamoto
mcp-bear Claim 1 2
A MCP server for interacting with Bear note-taking software.
F 25 54 57 68 N/A 80 77 99
16308
ubie-oss
A server implementing Model Context Protocol that enables AI assistants to inte…
F 25 55 72 75 79 74 96
16309
PV-Bhat
gemsuite-mcp Claim 2 3
Professional Gemini API integration for Claude and all MCP-compatible hosts wit…
F 25 54 90 68 N/A 50 88 92
16310
PSPDFKit
nutrient-dws-mcp-server Claim 1 2
MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OC…
F 25 55 69 68 64 76 88
16311
chrishayuk
MCP Code Sandbox Server Claim 2 3
An extensible Message Communication Protocol server that provides secure code e…
F 25 66 66 51 0 24 74 93
16312
tmdaidevs
Provides live optimization analysis and health checks for Microsoft Fabric item…
F 25 55 78 71 36 76 96
16313
xiaobenyang-com
Extract-Image Claim 2
The MCP server offers the function of extracting images from local files and ur…
F 25 55 72 65 N/A 50 71 60
16314
SpanishST
Hue MCP Server Claim 1
Enables AI assistants to interact with Hadoop Hue for executing SQL queries usi…
F 25 55 60 65 29 76 92
16315
Sahilverse-web
EduChain MCP Server Claim 1
Integrates the EduChain library with Claude Desktop to generate educational con…
F 25 54 42 30 N/A 16 87 97
16316
PostHog
Official PostHog MCP Server for product analytics, feature flags, experiments, …
F 25 66 60 10 0 77 77 82
16317
jacklandis29
CodeChecker MCP Claim 2 4
A code review tool for Cursor IDE that uses OpenAI's GPT models to provide inte…
F 25 55 86 53 13 76 92
16318
tingxifa
MCP Workitem Server Claim 2
A server that provides access to Alibaba Cloud workitem descriptions through MC…
F 25 55 48 68 19 69 86
16319
GongRzhe
Provides image generation capabilities for Claude using the Replicate Flux mode…
F 25 55 96 70 46 80 96
16320
gfb-47
WhatsApp MCP Server Claim 1
A Node.js application that enables programmatic interaction with WhatsApp deskt…
F 25 54 84 58 N/A 28 82 100
16321
kartegagithub
Laviya AI Orchestration MCP runtime for IDE and agent integrations.
F 25 54 60 73 N/A 28 84 91
16322
FacundoLucci
plsreadme Claim 1 2
Share markdown files and text as clean, readable web links via `plsreadme_share…
F 25 66 78 100 98 71 78 96
16323
batu-sonmez
InfraClaude Claim 1 3
An MCP server that enables Claude to manage infrastructure across Kubernetes, D…
F 25 55 79 60 56 80 90
16324
snowyegret23
UnityInfoMCP Claim 1
A runtime inspection and automation toolkit that enables MCP clients to interac…
F 25 54 66 45 N/A 69 87 86
16325
mariocandela
beelzebub Claim 2
Beelzebub is a honeypot framework that lets you build honeypot tools using MCP.…
F 25 55 78 38 85 74 35
16326
The-Nexus-Guard
aip-identity Claim 1 2
MCP server for AI agent identity — verify agents with Ed25519 signatures, check…
F 25 55 51 0 46 76 99
16327
hivementality-ai
makemkv-mcp Claim 1
Integrates MakeMKV with the Model Context Protocol to enable scanning, ripping,…
F 25 54 60 56 N/A 45 90 100
16328
megachadxyz
MegaChad Claim 1
Burn-to-create looksmaxxing engine on MegaETH. 14 MCP tools for DeFi, NFTs, and…
F 25 66 92 100 94 45 78 99
16329
masx200
Enables the retrieval of subtitles, danmaku (bullet comments), and video commen…
F 25 55 72 41 45 80 94
16330
2geonhyup
DART-MCP Claim 1 3
An MCP server that enables Claude to perform financial analysis and visualizati…
F 25 54 33 41 N/A 26 89 74
16331
m2rads
Enables automated end-to-end testing powered by Playwright where test cases are…
F 25 54 92 68 N/A 68 87 99
16332
helius-labs
Helius MCP Claim 2 3
MCP server for Helius — Solana blockchain data access for AI assistants, provid…
F 25 55 71 0 43 70 95
16333
OhSeongRak
Enables Claude to search for available meeting rooms, check reservation status,…
F 25 54 72 61 N/A 19 89 48
16334
hugeicons
Hugeicons MCP Server Claim 1 2
Integrate Hugeicons seamlessly into your applications. Discover icons, access p…
F 25 55 75 100 N/A 55 92 81
16335
BandaruDheeraj
Enables AI assistants to access TestFlight beta tester feedback, including scre…
F 25 55 70 68 35 76 99
16336
itest4u
Enables control and automation of Android devices using uiautomator2 and ADB. I…
F 25 54 60 23 N/A 40 84 99
16337
ctkadvisors
GraphQL MCP Server Claim 1
A TypeScript server that provides Claude AI with seamless access to any GraphQL…
F 25 55 86 66 28 80 93
16338
iHackSubhodip
A Model Context Protocol server that enables AI assistants to interact with iOS…
F 25 55 63 33 N/A 35 80 93
16339
awkoy
notion-mcp-server Claim 1
Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agen…
F 25 54 72 68 N/A 53 90 36
16340
devsic
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 25 54 66 61 N/A 32 90 85
16341
manushi4
ScreenHand Claim 1
An open-source MCP server for macOS and Windows that provides native desktop co…
F 25 54 72 65 N/A 60 87 90
16342
shukehi
MCP Binance Claim 1
Enables users to fetch real-time cryptocurrency market data from Binance includ…
F 25 55 54 63 23 75 89
16343
ja2z
Sigma MCP Server Claim 2
Enables users to interact with the Sigma Computing API to analyze documents and…
F 25 55 78 68 29 74 95
16344
nickbaumann98
Release Notes MCP Server Claim 1 3
Generates comprehensive and formatted release notes from GitHub repositories, e…
F 25 55 90 73 17 76 93
16345
clssck
Dataiku MCP Claim 1 2
MCP server for Dataiku DSS project, flow, and operations APIs.
F 25 54 65 68 N/A 86 77 86
16346
teabranch
Agentic Developer MCP Claim 2 3
An MCP server that wraps OpenAI's Codex CLI to automate repository cloning and …
F 25 55 57 30 47 71 91
16347
poof-bg
Enables AI assistants to remove backgrounds from images using the Poof API via …
F 25 66 92 80 100 33 80 96
16348
signbee
signbee-mcp Claim 1
Document signing for AI agents. Send markdown or PDF for two-party e-signing wi…
F 25 55 66 70 37 78 91
16349
andycufari
Portero Claim 1 2
A self-hosted MCP gateway that aggregates multiple servers into a single endpoi…
F 25 55 78 43 48 80 92
16350
a1245582339
figma-designer Claim 1
Give AI agents full read & write access to Figma — 50+ tools for design automat…
F 25 54 84 33 N/A 59 80 94
Showing 16301–16350 of 50515 servers
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