MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15551
avimunk1
Provides secure access to Tennis Warehouse product data, enabling users to sear…
F 30 55 60 38 21 76 86
15552
mikegcoleman
PostgreSQL MCP Server Claim 1 2
Enables LLMs to interact with PostgreSQL databases by providing tools to inspec…
F 30 55 72 47 21 71 88
15553
vurgunhajiyev
MCP Gateway Claim 1
A production-ready unified entry point for AI agents that implements the Model …
F 30 55 78 73 32 81 57
15554
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
15555
Gurgeron
Connects Claude to Google Docs, allowing users to list, read, create, update, s…
F 30 54 60 72 N/A 26 87 83
15556
coreline-ai
Antigravity GLM MCP Claim 1 3
A bridge between Gemini and GLM-4.5 models that provides 25 tools for automatin…
F 30 55 60 75 45 75 17
15557
es617
serial-mcp-server Claim 1 3
Let AI agents interact with serial devices — list ports, connect, send, and rea…
F 30 55 96 74 N/A 85 88 76
15558
Ryan7t
Wanyi Watermark Remover Claim 1 2
Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu …
F 30 55 62 40 46 78 83
15559
scottmsilver
Enables Claude to monitor and inspect running processes through a lightweight w…
F 30 54 84 52 N/A 40 90 92
15560
siri100
WDIO MCP Server Claim 1
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
F 30 54 56 62 N/A 27 90 100
15561
houtini-ai
MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…
F 30 54 84 60 N/A 54 89 95
15562
geosp
MCP MixSearch Claim 1
Enables advanced web search across multiple search engines (Brave, DuckDuckGo, …
F 30 55 66 71 47 80 92
15563
theforeman
Foreman MCP Server Claim 1
Enables interaction with Foreman instances to manage systems through the Model …
F 30 55 72 63 51 76 87
15564
willard-jana
Cursor Memory MCP Server Claim 1 2
A persistent SQLite-backed storage server that enables Cursor IDE's AI assistan…
F 30 55 78 57 24 80 93
15565
nirholas
Monitor MCP registry for new servers - Discord Slack notifications alerts
F 30 54 82 38 N/A 64 90 95
15566
seoh0711
Enables access to NASA space data and images through Claude Desktop, providing …
F 30 55 84 68 22 80 85
15567
jonthebeef
Superdesign MCP Server Claim 1 4
A design orchestrator that brings Superdesign capabilities to Claude Code as na…
F 30 55 84 75 N/A 34 87 36
15568
WIndFate
An AI-powered MCP server for analyzing Japanese legal contracts and identifying…
F 30 54 62 27 29 90 95
15569
Oleg200447
MCP Search Server Claim 1 2
An MCP server that provides semantic search capabilities by integrating with an…
F 30 55 45 63 22 78 91
15570
pimisael
Analyzes DevOps findings to automatically recommend and generate AWS Fault Inje…
F 30 55 72 35 45 74 64
15571
cactusaurelius
YouTube MCP Claim 1 2
An MCP server that enables users to retrieve YouTube transcripts and perform vi…
F 30 55 63 62 21 82 93
15572
hummusonrails
A server that enables natural language interactions with Couchbase databases th…
F 30 55 66 57 43 71 94
15573
2gavy
Enables users to create and interact with hand-drawn Excalidraw diagrams featur…
F 30 66 84 81 96 37 74 92
15574
miketui
Enables remote MCP server connections with WorkOS AuthKit authentication and us…
F 30 55 60 68 26 78 94
15575
itcaat
mcp-teamcity Claim 1
Once configured, you can use natural language commands like: "Search for faile…
F 30 55 84 43 73 82 90
15576
koriyoshi2041
agentify Claim 1
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
F 30 54 90 65 N/A 63 90 33
15577
iamayuppie
AnyDB MCP Server Claim 1 2
Enables natural language database operations and semantic document search throu…
F 30 54 90 56 N/A 22 87 90
15578
kore-01
An MCP server that provides real-time stock data, technical indicators, and fin…
F 30 55 57 58 25 77 86
15579
noor188
A sample implementation of Model Context Protocol server using Next.js and the …
F 30 55 68 52 42 82 73
15580
agentset-ai
Agentset Claim 1
An open-source platform for Retrieval-Augmented Generation (RAG). Upload docume…
F 30 55 72 68 68 80 82
15581
AustinWise
mcp2ws Claim 1
Exposes SOAP-based web services as MCP servers by parsing WSDL files. Enables A…
F 30 55 86 30 37 80 91
15582
jageenshukla
A demonstration server that implements the Model Context Protocol (MCP) SDK, pr…
F 30 54 62 65 N/A 44 89 64
15583
groundcobra009
Hourei MCP Server Claim 1 2
Enables searching and retrieving Japanese legal information from the e-Gov Law …
F 30 55 84 53 33 80 90
15584
ananyaakamat
Integrates with Everything Search Engine to provide lightning-fast file search …
F 30 54 100 65 N/A 42 90 91
15585
TnoobT
FishClaw MCP Claim 1 2
An MCP server that automates Xianyu marketplace operations through Playwright, …
F 30 54 53 38 N/A 30 90 90
15586
hesiod-au
Python MCP Server Claim 1 2
A Model Context Protocol server that extracts and analyzes Python code structur…
F 30 54 57 55 N/A 49 91 91
15587
CoreBaseHQ
coremcp Claim 1
Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source b…
F 30 54 82 43 N/A 82 90 99
15588
abhishekjairath
Sonic Pi MCP Claim 1 2
A Model Context Protocol server that allows AI assistants like Claude and Curso…
F 30 54 51 58 N/A 56 82 95
15589
tuandinh-org
feedback-loop-mcp Claim 1 2
feedback-loop-mcp
F 30 55 84 53 58 80 91
15590
PoliTwit1984
Provides AI-powered assistance for coding problems using Google's Gemini AI, co…
F 30 55 78 58 19 80 91
15591
blakethom8
Enables users to analyze local Excel and CSV files through natural language que…
F 30 54 84 36 N/A 27 88 94
15592
carlosdania
Social media automation with AI — publish, schedule, campaigns, DMs, analytics …
F 30 55 76 68 32 80 94
15593
krish858
x-mcp Claim 1
masking posts and getting account info on x.
F 30 54 72 66 N/A 46 82 80
15594
R09722akaBennett
NanoPDF Claim 1
AI-powered PDF editing and generation MCP server using Gemini Pro.
F 30 54 70 32 N/A 37 77 93
15595
Wooonster
hocr_mcp_server Claim 1
F 30 54 44 37 N/A 24 84 88
15596
juhemcp
Provides a Model Context Protocol server that enables large language models to …
F 30 55 60 60 36 78 74
15597
portel-dev
ncp Claim 1
NCP orchestrates your entire MCP ecosystem through intelligent discovery, elimi…
F 30 54 96 38 82 87 90
15598
sgroy10
SpecLock Claim 1
AI Constraint Engine that enforces CLAUDE.md, .cursorrules, and AGENTS.md rules…
F 30 66 96 86 29 75 77 89
15599
Arkya-AI
Reduce Claude Desktop consumption by 10x - Integrate Google's Gemini or Z.ai's …
F 30 64 96 73 0 65 88 95
15600
irahardianto
Enables AI coding assistants to search and retrieve information from a locally …
F 30 54 90 33 N/A 55 92 98
Showing 15551–15600 of 57580 servers
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