MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25688
Scored
1512
Verified
16957
Complete

Last updated 1 hour, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14551
lyrken
Pagila MCP Claim
A read-only Model Context Protocol server developed with FastMCP for querying t…
D 50 55 44 30 26 76 73
14552
mcpol-studio
SSH MCP Server Claim 1
An MCP server that enables AI assistants to execute shell commands and manage f…
D 50 55 45 15 40 67 88
14553
Cavendo-AI
Save and query market signals from your AI conversations.
D 50 66 76 0 0 57 81 95
14554
idapixl
Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), f…
D 50 66 76 0 0 64 81 89
14555
salman-khandu
A server that enables Model Context Protocol (MCP) functionality on Cloudflare …
D 50 66 54 57 0 23 81 80
14556
langchain-ai
An MCP server that provides tools to load and fetch documentation from any llms…
D 50 66 53 25 0 66 81 90
14557
allanhale
Enables read-only access to NORA dashboard data from Upstash Redis, covering OK…
D 50 55 48 0 25 80 98
14558
guilhermelirio
An MCP server that enables querying detailed address information from Brazilian…
D 50 66 33 63 0 40 81 88
14559
smithery-ai
Ntropy MCP Server Claim 1
Enables enrichment of banking data through the Ntropy API, including creating a…
D 50 66 72 32 0 20 81 89
14560
aamangeldi
Get a random dad joke or search by keyword to fit any moment. Retrieve specific…
D 50 66 48 30 0 50 83 98
14561
stefanstranger
MCP Server for retrieving Signal messages using signal-export logic.
D 50 54 27 22 N/A 19 95 88
14562
coastli
Bazi MCP Claim 1
Provides accurate Chinese Bazi (八字) fortune-telling calculations including birt…
D 50 66 62 56 0 47 83 53
14563
squidlerio
@squidlerio/mcp Claim
An MCP proxy that connects AI clients to the remote Squidler MCP server while p…
D 50 66 78 10 0 32 80 98
14564
davanstrien
An unofficial MCP server that provides semantic search capabilities for Hugging…
D 50 66 60 33 0 40 81 92
14565
PoivronMax
CJ-MCP Claim
Provides project-specific context and development templates for Cangjie/ArkTS p…
D 50 54 42 27 N/A 22 95 61
14566
eatenbywo1ves
Advanced server for simulating financial models and stochastic processes, offer…
D 50 55 46 22 21 81 77
14567
fabiogomez
Shell MCP Server Claim
Enables execution of shell commands through a terminal tool and provides access…
D 50 54 54 25 N/A 24 77 66
14568
su-myeong
Send greetings, perform quick calculations, check the current time, and generat…
D 50 64 60 56 0 29 95 55
14569
switchblxdee
MCP Guide Claim
A guide for implementing Model Context Protocol (MCP) servers that provide AI m…
D 50 55 42 35 34 81 58
14570
jongan69
Remote MCP Server Claim
A Cloudflare Workers-based server implementing the Model Context Protocol that …
D 50 66 54 52 0 32 81 82
14571
arnabgho
A FastMCP server that provides virtual try-on functionality through the Replica…
D 50 66 60 45 0 21 81 94
14572
Citedy
AI marketing: SEO articles, trend scouting, competitor analysis, social media, …
D 50 66 66 10 0 63 81 91
14573
xiaobenyang-com
An Airbnb search desktop extension that offers advanced filtering features and …
D 50 64 72 36 0 45 95 48
14574
davibauer
COTI MCP Server Claim
Enables AI applications to interact with the COTI blockchain for private token …
D 50 66 78 10 0 52 76 92
14575
dmarsters
Translates wine tasting vocabulary (varietal, terroir, balance, aging) into vis…
D 50 66 78 27 0 30 83 80
14576
jeneen24
A multi-functional AI agent with an Arabic legal chatbot, Google search capabil…
D 50 54 44 22 N/A 16 95 67
14577
NitishGourishetty
RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-age…
D 50 64 60 32 0 29 83 96
14578
YashKushwaha
Provide a simple and minimal MCP server implementation to help developers get s…
D 50 54 24 17 N/A 19 92 100
14579
tonih23
Enables AI agents to search and analyze clinical trial data from ClinicalTrials…
D 50 55 38 22 19 81 91
14580
adw1029
An MCP server hosted on AWS Lambda that provides tools for retrieving user prof…
D 50 55 27 20 25 81 100
14581
132262B
Provides guidelines for writing proper apologies based on the situation, relati…
D 50 55 42 22 25 81 78
14582
aiwithbenefits
MCP Memory Claim 1
An MCP server that gives AI assistants the ability to remember user information…
D 50 66 51 58 0 24 81 82
14583
a1j9o94
Swiss Claim 1
Swiss MCP is your AI-powered command center for orchestrating complex tasks wit…
D 50 54 56 25 N/A 37 95 32
14584
MSAdministrator
Enrichment MCP Server Claim 1
A Model Context Protocol server that enables users to perform third-party enric…
D 50 55 51 20 16 81 79
14585
tmzmfldkqls
Test MCP Server Claim
A simple MCP server combining FastMCP and LangGraph that enables AI agent inter…
D 50 55 48 17 24 81 79
14586
boluoyanshu
A server that integrates with Claude to merge facial images with ID photo backg…
D 50 55 48 17 16 81 82
14587
DebMs123
An MCP server that enables Microsoft Copilot Studio to fetch random jokes from …
D 50 55 45 27 54 76 53
14588
Jeremy-33456
MCP4Amazon Claim 1
An MCP server that enables large language models to directly access and analyze…
D 50 54 27 25 N/A 20 95 82
14589
noomgithub2020
A Model Context Protocol server that delivers various types of jokes (Chuck Nor…
D 50 66 33 55 0 41 81 100
14590
VipulGhodke
A starter template for creating MCP servers that work with Puch AI, featuring b…
D 49 66 54 37 0 43 81 86
14591
motorboy1
Send friendly greetings by name. Discover the origin story of 'Hello, World' fo…
D 49 66 42 50 0 26 81 100
14592
signnow
MCP server for SignNow API helper tools (stdio only).
D 49 64 39 25 0 66 95 83
14593
answerlink
An all-in-one MCP server providing complete AI agent capabilities including fil…
D 49 66 54 42 0 36 80 86
14594
Auxin-io
A simple MCP server that provides a basic greeting tool for saying hello with c…
D 49 55 56 33 19 81 48
14595
Abhishek3689
Weather MCP Server Claim
Enables AI assistants to fetch real-time weather data, forecasts up to 10 days,…
D 49 66 48 33 0 39 82 98
14596
leng-2024
Provides a suite of tools for location retrieval and multi-modal route planning…
D 49 55 54 25 19 82 57
14597
daniel8824-del
A Python-based MCP server that collects, analyzes, and visualizes forest fire o…
D 49 54 48 31 N/A 36 82 46
14598
PabloLec
Audit certificates and keystores to surface expiry risks, weak algorithms, and …
D 49 66 40 50 0 42 81 91
14599
gepappas98
mcprice ⚡ MCP Server for real-time stock & crypto prices in Claude Desktop / Cu…
D 49 55 42 0 27 81 98
14600
akarnik23
Enables access to GitHub repositories and data through the GitHub API. Supports…
D 49 66 48 46 0 22 81 96
Showing 14551–14600 of 33379 servers
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