MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13001
paulasilvatech
Specky Claim 1
An MCP server for Spec-Driven Development that transforms natural language idea…
C 59 55 69 0 59 80 91
13002
LebedAlIv2601
Provides weather forecast data for any location using the Open-Meteo API, retur…
C 59 66 84 68 0 27 81 89
13003
Kanta-Inc
A Model Context Protocol server that enables AI assistants to interact with Kan…
C 59 66 75 75 0 27 81 93
13004
hankerbiao
Redfish MCP Server Claim
Enables interaction with Redfish-compliant BMC devices for server management, f…
C 59 55 56 36 27 81 90
13005
harishsg993010
An educational project that deliberately implements vulnerable MCP servers to d…
C 59 55 68 15 33 81 95
13006
pinion05
Same functionality, consuming only 1/20 of the context window tokens.
C 59 66 80 72 0 29 81 85
13007
riosraul
A server-sent events (SSE) MCP server that runs on Azure Container Apps with AP…
C 59 55 54 38 23 81 97
13008
JackKuo666
Enables AI assistants to search and access clinical trial data from ClinicalTri…
C 59 55 64 32 19 81 94
13009
izzanzahrial
MCP Server Claim
A Python implementation of the Model Context Protocol (MCP) that connects clien…
C 59 55 66 26 26 77 96
13010
fernandezpablo85
Polymarket MCP Tool Claim 1
A Model Context Protocol server that enables interaction with Polymarket predic…
C 59 54 47 22 N/A 38 95 96
13011
markomitranic
An MCP server that allows AI models to create data visualizations using Vega-Li…
C 59 55 63 45 20 69 93
13012
kovoor
vueuse-mcp Claim
Search, browse, and get suggestions for VueUse composables
C 59 64 68 55 0 53 95 88
13013
AlexiFeng
MCP Chat Logger Claim
A tool that preserves chat history as Markdown files, automatically adding time…
C 59 55 60 22 40 83 91
13014
itsnikhile
Provides specialized tools for data engineering tasks like SQL formatting, dbt …
C 59 54 72 0 N/A 27 94 97
13015
divvi-xyz
Divvi MCP Server Claim
Enables AI assistants to automatically integrate Divvi referral tracking into J…
C 59 66 66 53 0 75 81 87
13016
BlinkVoid
PromptSmith Claim 1
An MCP server that provides 'Reasoning as a Service' by analyzing tasks to sele…
C 59 55 53 17 53 84 93
13017
HyunJuHwan
Scenario Word Claim
A Model Context Protocol (MCP) server that allows Claude AI to interact with cu…
C 59 55 54 100 23 81 22
13018
KodyMullins
Provides tools to query e-commerce data including customer information, order d…
C 59 54 54 20 N/A 24 95 100
13019
BrayanTM
MCP Gastos Claim
Enables personal expense management through CSV storage, allowing AI agents to …
C 59 54 50 30 N/A 24 95 92
13020
adhinugroho1711
Exposes Indodax's Private and Public REST APIs as MCP tools, enabling AI agents…
C 59 55 62 35 18 81 92
13021
mcpauth
MCPAuth Claim
A self-hostable OAuth 2.0 server designed for the Model-Context-Protocol (MCP) …
C 59 66 56 68 0 56 81 100
13022
patw
Enables natural language queries against a MongoDB movie database to search fil…
C 59 55 60 25 37 82 90
13023
dekstop
MCP-dev Claim
Custom MCP tools for local development that enable file system access, shell co…
C 59 54 60 18 N/A 21 95 99
13024
quanticsoul4772
Enables formal logical reasoning, mathematical problem-solving, and proof const…
C 59 66 96 32 0 57 80 91
13025
Aguantar
DataOps ClickHouse MCP server with query optimization and pipeline monitoring
C 59 54 76 0 N/A 47 75 97
13026
tomaitagaki
X MCP Server Claim 1
Enables interaction with X (Twitter) API v2 with multi-user OAuth 2.0 support, …
C 59 66 78 68 0 24 80 99
13027
bakhruhk
Automatically generates Anki flashcards from Notion pages by extracting questio…
C 59 55 48 36 34 81 96
13028
svngoku
A secure Docker-based environment that allows AI assistants to safely execute c…
C 59 55 60 35 21 76 95
13029
Beyond-Network-AI
An extensible Model Context Protocol server that provides standardized access t…
C 59 66 74 73 0 48 82 73
13030
chronis10
Enables users to manage Gmail by fetching recent emails with pagination and cre…
C 59 54 50 38 N/A 21 90 93
13031
iceener
Enables management of Google Calendar events across multiple calendars with nat…
C 59 66 96 46 0 35 82 91
13032
apito-io
Apito MCP Server Claim 1
Enables LLMs to interact with Apito's system GraphQL API to build and manage he…
C 59 66 80 65 0 29 80 92
13033
aqara-docs
MySQL MCP Server Claim 1
Enables AI applications to interact with MySQL databases through a secure inter…
C 59 55 72 50 41 71 53
13034
kukapay
pumpswap-mcp Claim
Enabling AI agents to interact with PumpSwap for real-time token swaps and auto…
C 59 55 60 31 39 74 92
13035
Talismanic
URL Shortener MCP Claim
Provides a simple tool to shorten URLs using the CleanURI API, designed to run …
C 59 55 60 20 42 81 94
13036
PhungXuanAnh
selenium-mcp-server Claim 1
A Model Context Protocol server providing web automation capabilities through S…
C 59 54 45 33 N/A 39 87 93
13037
DXC-Lab-Linkage
A continuous integration server that automates Python code analysis, providing …
C 59 55 68 31 19 81 88
13038
JustineQinLao
A minimal Model Context Protocol server built with FastMCP that provides basic …
C 59 54 42 32 N/A 27 95 98
13039
Omkar4141
Test MCP Server Claim
A demonstration MCP server project showcasing both local and remote server setu…
C 59 55 62 31 30 80 86
13040
guangxiangdebizi
QMT-MCP Claim
QMT-MCP 模块化量化交易助手
C 59 54 54 36 N/A 21 90 86
13041
edgeedgehq
coverageunlocked Claim
AI-powered insurance denial appeals. Win probabilities, payer intelligence & re…
C 59 55 72 0 N/A 55 81 92
13042
mfang0126
A Model Context Protocol (MCP) Server that provides unified access to multiple …
C 59 55 78 65 16 81 35
13043
KairosMobius
nexus-memory-mcp Claim
Persistent semantic memory for AI agents with knowledge graphs and Intelligence…
C 59 64 76 58 0 52 83 90
13044
sirusb
samtools_mcp Claim
A Model Control Protocol implementation for SAMtools, providing a standardized …
C 59 55 72 28 23 76 90
13045
davidvc
Provides a project memory bank and RAG context provider for enhanced code under…
C 59 54 60 25 N/A 26 90 89
13046
SmartManoj
Demonstrate how to quickly implement an MCP server with minimal setup. Enable s…
C 59 54 48 32 N/A 22 95 97
13047
Kyungpyo-Kim
Enables AI models like Claude to easily access and utilize subtitle data from Y…
C 59 55 80 35 34 81 54
13048
vinitv
Enables web search capabilities through the Tavily API. Allows users to search …
C 59 55 54 37 25 81 92
13049
meltingpixelsai
zero-core-verify Claim
Post-tx outcome verification via LLM-as-judge. Zero Core Verify.
C 59 54 48 43 40 78 89
13050
0lovesakura0
Enables Claude Desktop to search private documents using Azure AI Search and pe…
C 59 55 60 32 22 81 93
Showing 13001–13050 of 56925 servers
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