MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7651
developkariyer
A scalable, auto-discovering Model Context Protocol server that dynamically loa…
B 70 54 78 56 N/A 16 95 93
7652
vivek1612
A Model Context Protocol server that enables LLMs to interact directly with Mon…
B 70 55 75 56 42 81 89
7653
mostafa-drz
Enables remote control and monitoring of Claude Code sessions from mobile devic…
B 70 54 70 43 N/A 42 95 99
7654
Ejb503
A specialized Model Context Protocol (MCP) server that enables AI-powered inter…
B 70 55 92 45 28 80 93
7655
xybstone
A Model Context Protocol server that enables direct integration with macOS Cale…
B 70 54 63 50 N/A 40 95 98
7656
timwukp
Orchestrates multiple AWS security services to provide comprehensive security a…
B 70 55 66 82 51 81 61
7657
shaun888
Enables intelligent workflow automation for JD's FOP platform, supporting PRD a…
B 70 55 84 51 33 81 89
7658
TamarEngel
jira-github-mcp Claim
MCP server that integrates Jira and GitHub to automate end-to-end developer wor…
B 70 54 78 40 N/A 47 92 91
7659
seabassgonzalez
Enables AI assistants to capture screenshots of web pages using automated brows…
B 70 55 78 100 28 71 55
7660
0xAnkitSingh
MCP Chat Claim
A command-line interface application that enables interactive chat with AI mode…
B 70 54 74 51 N/A 21 95 100
7661
chris-enea
Enables text manipulation in Adobe InDesign documents via Claude Desktop by pro…
B 70 54 78 48 N/A 16 95 98
7662
VivaLaPanda
Enables searching and retrieving preserved Twitter data from the Community Arch…
B 70 55 76 60 24 81 96
7663
timoconnellaus
Automates git worktree management with iTerm2 integration for Claude Code, allo…
B 70 54 78 51 N/A 19 95 94
7664 B 70 54 52 72 N/A 28 92 98
7665
stass
exif-mcp Claim 1
A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and…
B 70 54 57 62 N/A 42 92 96
7666
o6-webwork
Connects local LLMs to external tools (calculator, knowledge base) via MCP prot…
B 70 55 66 65 41 76 100
7667
dvillegastech
Flutter MCP Service Claim 1
Provides advanced Flutter development tools via Model Context Protocol with fea…
B 70 55 84 57 25 80 91
7668
rkilchmn
ChromaDB MCP Server Claim 1
An MCP server that exposes ChromaDB vector database operations, enabling AI ass…
B 70 55 63 82 21 81 90
7669
falahgs
Generates children's storybook illustrations in multiple art styles (3D cartoon…
B 70 55 72 71 20 81 96
7670
daekeun-ml
Translates PowerPoint presentations while preserving formatting using Amazon Be…
B 70 55 72 36 70 81 93
7671
MushroomFleet
DeepLucid3D-MCP Claim 3
MCP server for unified cognitive processing — deep reasoning framework for Clin…
B 70 55 81 58 N/A 23 83 90
7672
huangjien
Writer MCP Claim 1
A Model Context Protocol server that manages character knowledge and relationsh…
B 70 55 71 60 36 81 95
7673
tensorus
Tensorus MCP Claim
Model Context Protocol server and client that enables AI agents and LLMs to int…
B 70 66 60 63 82 42 81 86
7674
ron103
IMDB MCP Server Claim
Provides access to IMDB movie and person data, including searches, cast details…
B 70 55 78 55 24 83 100
7675
tatumio
blockchain-mcp Claim 2
MCP server for Blockchain Data. It provides access to Tatum's blockchain API ac…
B 70 55 63 66 44 80 92
7676
philogicae
Python wrapper & MCP server for the rqbit API
B 70 55 68 38 74 80 98
7677
ymeng98
Recognize and analyze CAPTCHA images with high accuracy using advanced OCR, obj…
B 70 55 90 56 N/A 20 81 90
7678
solomonneas
wazuh-mcp Claim 1
An MCP server for the Wazuh SIEM/XDR platform that enables users to query agent…
B 70 55 57 62 53 83 95
7679
mikeborozdin
Enables LLMs to compose and play multi-track MIDI music through natural languag…
B 70 55 60 100 N/A 42 95 40
7680
nabid-pf
Enables AI assistants to analyze and summarize YouTube videos by extracting cap…
B 70 55 60 58 52 81 100
7681
hanweiit007
HotNews MCP Server Claim 1
Provides real-time hot trending topics and heat indices from nine major Chinese…
B 70 55 78 87 41 82 51
7682
masa061580
A Node.js implementation that provides tools for advanced PubMed searching, inc…
B 70 55 78 62 23 82 91
7683
trilogy-group
Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-pa…
B 70 55 88 41 39 82 94
7684
sugarforever
amap-mcp-server Claim
高德地图MCP Server,支持stdio, sse和streamable-http
B 70 55 62 41 N/A 79 82 94
7685
SAK1337
Enables AI agents to query and analyze blockchain data from Dune Analytics, sup…
B 70 55 66 67 42 81 89
7686
Scofieldkoh
Todoist MCP Claim
Enables LLMs to interact with Todoist task management platform through its API,…
B 70 55 60 61 49 81 100
7687
mitsuhiko
Pexpect MCP Server Claim
Enables AI assistants to execute Python code with pexpect functionality for int…
B 70 55 54 82 46 81 82
7688
scnsh
A Python-based MCP server that enables users to interact with the esa.io API fo…
B 70 55 62 61 46 81 100
7689
i-am-bee
acp-mcp Claim 1
An MCP server acting as an adapter into the [ACP](https://agentcommunicationpro…
B 70 54 45 70 N/A 70 92 81
7690
iAchilles
Memento Claim
A local, fully-offline MCP memory server that enables persistent storage and re…
B 70 55 60 100 N/A 39 95 43
7691
imankamyabi
DynamoDB MCP Server Claim 2
Enables management of DynamoDB resources through the Model Context Protocol, su…
B 70 55 90 53 34 74 90
7692
asaficontact
Time MCP Server Claim
Provides current time information and timezone conversion capabilities using IA…
B 70 55 78 100 29 81 43
7693
pmhw
Enables random selection tools including lottery drawing from option lists, dic…
B 70 55 80 100 21 81 48
7694
commontrace
Connects AI coding agents to a shared knowledge base by allowing them to search…
B 70 55 72 46 57 80 93
7695
icraft2170
YouTube MCP Server Claim
Enables AI language models to interact with YouTube content through a standardi…
B 70 55 60 72 32 81 98
7696
genieincodebottle
rag-app-on-aws Claim
Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Ge…
B 70 54 70 46 N/A 47 89 94
7697
wubbyweb
A simple server that enables AI models to send WhatsApp messages via the Twilio…
B 70 55 78 71 16 80 92
7698
Juzisuan965
Apifox MCP Server Claim
Enables AI assistants to fetch and understand API endpoint definitions from Api…
B 70 55 60 70 64 78 80
7699
spencer-life
Exposes LangChain and Anthropic Claude capabilities as tools for generating pro…
B 70 55 90 42 42 83 86
7700
Dhananjay-2024
Oracle DB Context Claim
Provides contextual Oracle database schema information to AI assistants, enabli…
B 70 55 72 60 29 82 99
Showing 7651–7700 of 30006 servers
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