MCP Server Quality Scores

Independent quality analysis of 48821 public MCP servers

48821
Discovered
29669
Scored
2112
Verified
16952
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21451
mixelpixx
Model Context Protocol (MCP) server that provides AI assistants with advanced w…
B 70 44 88 58 39 81
21452
jdez427
claude-ipc-mcp Claim 1
AI-to-AI communication protocol for Claude, Gemini, and other AI assistants
B 70 43 69 50 N/A 70 90
21453
July-Blue-Sky-LLC
cachetank-mcp Claim 1
CacheTank MCP server gives every AI tool your personal context so you never sta…
B 70 33 90 N/A N/A 30 75
21454
matlab
Run MATLAB® using AI applications with the official MATLAB MCP Server from Math…
B 70 43 60 55 N/A 75 95
21455
manchittlab
TheCrawler Claim
Open-source web scraper and extraction MCP server with JavaScript rendering, ma…
B 70 33 60 53 95
21456
itstanner5216
Multi MCP Claim
A flexible proxy server that aggregates multiple backend MCP servers into a sin…
B 70 44 92 43 58 80
21457
Dwsy
Provides comprehensive development tools for Magic-API including documentation …
B 70 44 84 40 75 77
21458
tacticlaunch
Dokploy MCP Server Claim
Comprehensive, type-safe MCP server providing 380 tools to manage Dokploy deplo…
B 70 33 64 46 95
21459
anisha-agarwal
pr-roast-mcp Claim
Provides brutally honest, humorous code reviews for GitHub pull requests using …
B 70 33 72 N/A N/A 35 95
21460
saranshbamania
mobile-device-mcp Claim
49-tool MCP server for AI control of Android devices and iOS simulators. AI vis…
B 70 33 84 N/A N/A 42 75
21461
Lihn2254
miniMCP Claim
A lightweight MCP server that connects a local AI model (Ollama) with custom CR…
B 70 33 78 N/A N/A 25 95
21462
phantosmax
A high-performance server that enables integration between Apache CloudStack in…
B 70 44 86 62 41 81
21463
tschoonj
xraylib-mcp-server Claim
MCP server providing X-ray interaction data via xraylib
B 70 33 60 N/A N/A 53 95
21464
mordiaky
ClawDaemon MCP Claim
Connects Claude Code to a persistent OpenClaw daemon for 24/7 automation of cro…
B 70 33 72 N/A N/A 35 95
21465
kumoproductions
mcp-cinema4d Claim 1
MCP server for Cinema 4D — entity CRUD, parameter-level access, batched undo, s…
B 70 33 49 N/A N/A 71 95
21466
KynuxDev
mcp-instagram-dm Claim
Read, send, search & manage Instagram DMs through AI assistants. 15 tools, cook…
B 70 33 54 N/A N/A 65 95
21467
lacausecrypto
mcp-nbb Claim 2
MCP server for the National Bank of Belgium SDMX statistical API (221 dataflows…
B 70 33 45 N/A N/A 79 95
21468
VanguardiaAI
doktor Claim
Busca 56,000+ médicos verificados en México con cédulas validadas por la SEP
B 70 33 60 N/A N/A 54 95
21469
apollion69
vmware-aria-logs Claim 1
MCP server for querying and analyzing logs from VMware Aria Operations for Logs…
B 70 33 61 53 95
21470
emcd
MCP server wrapping the nb CLI for LLM-friendly note-taking
B 70 43 48 75 N/A 71 90
21471
nloui
paperless-mcp Claim
An MCP (Model Context Protocol) server for interacting with a Paperless-NGX API…
B 70 43 72 70 N/A 41 90
21472
ericm1018
SkillFM BYOK Vault Claim
BYOK vault, provider API key guidance, usage visibility, and SkillFM Beacon che…
B 70 33 60 N/A N/A 53 95
21473
brucepro
Provides AI agents with persistent, searchable memory that survives across conv…
B 70 43 84 56 N/A 30 95
21474
beautyfree
app-store-connect Claim
App Store Connect API as MCP: apps, TestFlight, subscriptions, localizations, r…
B 70 43 64 75 N/A 39 95
21475
LeadMagic
smartlead-mcp-server Claim 2
🚀 Premier Model Context Protocol server for SmartLead cold email marketing auto…
B 70 44 73 71 N/A 49 83
21476
Nareshtt
Memory MCP Server Claim 1
Enables persistent storage and retrieval of user preferences, context, and deci…
B 70 43 84 57 N/A 30 94
21477
sugar-crash-studios
Proton MCP Server Claim
Enables full Proton Mail management through the Model Context Protocol by conne…
B 70 33 72 N/A N/A 34 95
21478
andreas-roennestad
openhive-mcp Claim
Search and contribute to a shared knowledge base of AI-discovered problem-solut…
B 70 33 70 N/A N/A 53 83
21479
lazyants
transkribus Claim 1
MCP server for the Transkribus REST API — collections, documents, HTR/OCR, and …
B 70 43 57 60 N/A 74 92
21480
marcinwyszynski
Enables interaction with Pylon's customer support platform API to manage users,…
B 70 44 86 60 40 82
21481
aernouddekker
remindersmcp Claim 1
MCP server for macOS Reminders.app — list and reminder management via AppleScri…
B 70 33 61 N/A N/A 52 95
21482
Core-Fidelity
Cheap Research Claim
A bounded evidence review engine that ingests documents, extracts evidence for …
B 70 33 72 N/A N/A 35 95
21483
opensumi
core Claim
A framework helps you quickly build AI Native IDE products. MCP Client, support…
B 70 43 84 22 N/A 84 92
21484
bobmatnyc
mcp-skills Claim
Provides dynamic, context-aware code assistant skills through hybrid RAG (vecto…
B 70 43 64 36 N/A 90 95
21485
NazarLysyi
Identifies LEGO parts, sets, and minifigures from local image files using the B…
B 70 33 54 N/A N/A 63 95
21486
fkc1e100
KCC MCP Server Claim
Enables AI assistants to contribute to Google Cloud Platform's k8s-config-conne…
B 70 43 94 47 N/A 37 87
21487
pvinis
Playwright MCP Server Claim 1
A Model Context Protocol server that enables LLMs to interact with web pages, t…
C 69 44 75 61 54 82
21488
silbercue
iOS MCP server: 55 tools, xcresult parsing, UI automation, 15ms screenshots.
C 69 33 54 N/A N/A 59 95
21489
yulongwanxue
Local MCP Server Claim
Provides 18 tools including calculator operations (add, subtract, multiply, div…
C 69 43 78 65 N/A 25 95
21490
adriantr
Enables AI assistants to interact with the Tripletex accounting API to manage t…
C 69 44 84 68 35 77
21491
zinja-coder
jadx-ai-mcp Claim
JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates …
C 69 33 44 N/A N/A 75 95
21492
athapong
Argus Claim 1
A Model Context Protocol tool for analyzing code repositories, performing secur…
C 69 44 72 68 51 81
21493
hiatys
mcp-server Claim
221 MCP tools across 26 practices for independent professionals. Clients, invoi…
C 69 33 60 N/A N/A 50 95
21494
GBA-BI
Bio-OS MCP Server Claim
Enables workflow management and Docker image building for Bio-OS platform. Supp…
C 69 44 68 66 60 81
21495
dewtech-technologies
Secure MCP server for Obsidian with OWASP Top 10 controls and full audit loggin…
C 69 33 60 N/A N/A 67 83
21496
stonehill-2345
An MCP and HTTP server wrapper for PyAutoGUI that enables LLMs to control mouse…
C 69 44 74 68 47 81
21497
kimlawtech
korean-contracts Claim
한국 사업자용 계약서 자동 생성 Claude Code 스킬. 9종 계약서(근로·알바·유연·일용·프리랜서·외주·변경·연봉) + MCP 개인정보 …
C 69 33 66 N/A N/A 41 95 GO
21498
Flux159
mcp-chat Claim
Open Source Generic MCP Client for testing & evaluating mcp servers and agents
C 69 43 78 31 N/A 76 89
21499
hypothesi
A Model Context Protocol server for use with Tauri v2 applications
C 69 43 39 71 N/A 84 92
21500
team-telnyx
Telnyx MCP Server Claim
Enables interaction with Telnyx's telephony, messaging, and AI assistant APIs t…
C 69 44 94 61 23 81
Showing 21451–21500 of 48821 servers
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