MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12101
codyde
A server that provides tools to scrape websites and extract structured data fro…
C 62 55 60 72 17 81 69
12102
therealtimex
browser-use Claim
AI browser automation - navigate, click, type, extract content, and run autonom…
C 62 66 90 58 0 59 69 96
12103
coleam00
MCP-Mem0 Claim 1
A Model Context Protocol server that provides AI agents with persistent memory …
C 62 55 57 32 46 81 95
12104
amitdeshmukh
A Model Context Protocol server that captures and manages stdout logs through n…
C 62 55 51 100 N/A 17 87 40
12105
kakacoding1
Enables AI agents to programmatically control a live Excalidraw canvas through …
C 62 55 84 0 53 78 97
12106
YUJAEYUN
learnlog-mcp Claim 1
An MCP server that locally saves and categorizes user prompts from LLM sessions…
C 62 55 41 100 N/A 36 95 28
12107
claudiobastos
A template for deploying a Model Context Protocol server on Cloudflare Workers …
C 62 55 48 66 21 81 85
12108
milancermak
Starknet MCP Server Claim 2
Facilitates interaction with Starknet blockchain via MCP by exposing various RP…
C 62 55 74 58 38 80 50
12109
Here-and-Tomorrow-LLC
A server that allows Claude to control audio playback on your computer, support…
C 62 54 48 36 N/A 37 90 100
12110
jabberjabberjabber
LLM Jukebox Claim
Enables LLMs to search YouTube for music, download videos as MP3 files, and pla…
C 62 54 62 31 N/A 24 89 97
12111
taiste
Harvest MCP Server Claim
Integrates with Harvest time tracking API, enabling AI assistants to manage tim…
C 62 55 56 36 51 81 89
12112
muhenan
Enables automated interaction with Xiaohongshu (Little Red Book) social media p…
C 62 54 62 43 N/A 23 90 85
12113
terellcodes
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 54 50 25 76 99
12114
droidnext
A server that provides organized documentation content for various applications…
C 62 55 48 52 36 81 91
12115
chaitanyaiscoding
An MCP server designed to automate Django database setup and management, includ…
C 62 54 57 45 N/A 22 80 99
12116
TakanariShimbo
Provides tools to get the current date and time in various formats (ISO, Unix t…
C 62 55 48 56 25 83 94
12117
Sharan0402
Parses PDF receipts to extract grocery and shopping expenses, automatically cat…
C 62 54 54 38 N/A 24 95 93
12118
Teemo4621
Enables control of Android emulators (MumuEmulator or ADB-connected devices) th…
C 62 54 66 33 N/A 21 90 95
12119
minitim222
Enables Claude to directly access Google Drive files and analyze High Performan…
C 62 54 64 37 N/A 19 90 91
12120
vinayak-mehta
Gmail MCP Claim 2
A server that allows Claude to search and retrieve emails from your Gmail accou…
C 62 55 60 41 37 80 88
12121
Richard-Zhangxj
Enables interaction with SAP systems through RESTful APIs via MCP protocol. Sup…
C 62 55 78 43 16 81 81
12122
errajibadr
TwilioManager MCP Claim
A server that connects Claude AI to Twilio through the Model Context Protocol, …
C 62 55 66 41 25 76 93
12123
cemremengu
Weather MCP Server Claim
Provides weather information tools based on the National Weather Service APIs t…
C 62 55 68 30 27 82 100
12124
Red5d
Memos MCP Server Claim
Enables AI assistants to interact with Memos instances for knowledge management…
C 62 55 62 36 39 81 89
12125
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 68 21 81 83
12126
hkonda015
MCP Data Server Claim
Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic sear…
C 62 54 54 37 N/A 18 95 98
12127
brave
brave Claim
Visit https://brave.com/search/api/ for a free API key. Search the web, local b…
C 62 66 78 70 0 78 69 87
12128
akhilthomas236
A Model Context Protocol server that integrates with Atlassian's Jira and Confl…
C 62 55 63 82 31 80 39
12129
CharlieFng
A simplified MCP server that provides a streamlined way to interact with AWS Cl…
C 62 55 54 47 23 81 98
12130
johnohhh1
Integrates the Exploit-DB database with AI assistants to enable searching for e…
C 62 54 60 38 N/A 22 90 95
12131
nipunbatra
VayuChat MCP Claim
A FastMCP server for natural language data analysis that allows users to load C…
C 62 54 72 31 N/A 30 82 90
12132
nexus-aissam
MCP Start App Claim 1
A comprehensive local file management and system operations server that provide…
C 62 54 66 36 N/A 20 90 91
12133
freibergergarcia
Provides instant access to WordPress.org documentation, WordPress VIP guides, a…
C 62 66 96 52 0 43 81 95
12134
mobilehackinglab
A server that exposes the Jadx decompiler API over HTTP, enabling Claude to int…
C 62 55 60 30 46 80 94
12135
zebbern
Zebbern Kali MCP Claim 2
A Docker-based MCP server that grants AI agents direct access to a comprehensiv…
C 62 54 67 40 N/A 30 76 89
12136
bestK
A remote MCP server implementation for Cloudflare that uses server-sent events …
C 62 55 54 63 28 81 77
12137
mindfullabai
Integrates the YearAtAGlance calendar with AI assistants, enabling natural lang…
C 62 66 90 62 0 31 81 100
12138
anandkumarpatel
A serverless Model Context Protocol implementation on Cloudflare Workers that e…
C 62 55 48 65 22 81 86
12139
riza-io
riza-mcp Claim 2
An MCP server that wraps the Riza Code Interpreter API and presents endpoints a…
C 62 55 53 62 13 81 93
12140
kkamalvanshi
Enables analysis of prospective tenant inquiries and market rent comparisons th…
C 62 54 60 31 N/A 27 95 95
12141
GitramaLLC
Gitrama MCP Server Claim
Provides 15 MCP tools for AI-powered Git intelligence, enabling commit messages…
C 62 55 72 10 55 81 97
12142
Agencia-Tecnologica-Multiverse-Limitada
UX Laws MCP Claim 1
An MCP server for auditing and analyzing user interfaces across 20 platforms ba…
C 62 55 57 83 42 81 37
12143
clicks-protocol
mcp-server Claim
Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split pa…
C 62 55 96 0 54 61 100
12144
codit04
Enables AI assistants to access PSG College of Technology e-campus portal data …
C 62 55 62 31 37 81 100
12145
lobstercare
A server that allows AI models to control and interact with aircraft in the Geo…
C 62 54 60 26 N/A 28 95 97
12146
JeongJaeSoon
MCP Server Claim
A configurable server implementation that provides MCP (Model-Controller-Protoc…
C 62 55 48 63 23 82 88
12147
pylegifrance
A server implementing the Model Context Protocol to allow direct access to Fren…
C 62 66 86 68 0 46 81 89
12148
daviddrummond95
Tagging MCP Claim
Enables parallel tagging and classification of CSV data using multiple LLM prov…
C 62 55 62 36 40 80 92
12149
zym9863
A Model Context Protocol server that enables searching for images on Pixabay wi…
C 62 66 79 61 0 54 81 100
12150
abhinav7895
Provides Claude with real-time system monitoring capabilities, including CPU, m…
C 62 54 48 28 N/A 41 95 100
Showing 12101–12150 of 67226 servers
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