MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 5 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5601
adamanz
Enables AI agents to analyze, summarize, and extract text from videos and image…
B 73 55 72 100 21 81 72
5602
quanticstudios
Doclea MCP Claim
A local MCP server providing persistent memory for AI coding assistants by stor…
B 73 54 72 62 N/A 49 90 90
5603
PhilippMT
Facilitates software development planning through interactive sessions that bre…
B 73 55 86 83 N/A 41 95 47
5604
natashanajdovski
A professional-grade MCP server that enables AI assistants to monitor web servi…
B 73 55 94 83 49 81 44
5605
Ap3x
BinaryAnalysis-MCP Claim 1
MCP server for analyzing PE, ELF, and Mach-O binaries using LIEF
B 73 44 51 N/A N/A 51 95 95
5606
sdntechforum
Enables interaction with Cisco NX-OS devices by executing CLI commands via the …
B 73 55 66 75 45 80 96
5607
emzimmer
Extracts and transforms webpage content into clean, LLM-optimized Markdown. Ret…
B 73 55 78 100 37 81 51
5608
shanewwarren
MCP Zoom Recordings Claim 1
Enables users to list and manage Zoom cloud recordings through the Model Contex…
B 73 55 78 71 27 82 93
5609
henqc
Miro MCP Server Claim
Enables MCP-compatible LLMs to interact with Miro whiteboards to manage boards,…
B 73 55 84 67 21 81 100
5610
avisekrath
Zulip MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Zul…
B 73 55 69 75 47 81 89
5611
misterboe
Strapi MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Str…
B 73 55 69 57 73 81 86
5612
stef-codes
Enables interaction with the local file system and retrieval of system informat…
B 73 54 84 53 N/A 29 90 100
5613
charles-adedotun
Lilith Shell Claim
An enhanced MCP server that grants AI assistants the ability to execute termina…
B 73 54 90 50 N/A 51 75 91
5614
sancovp
MCPify Claim
Provides instant access to MCP development documentation, best practices, produ…
B 73 55 84 87 N/A 24 95 58
5615
BlocktopusLtd
Integrates Google Play Store management tools with AI assistants to handle app …
B 73 55 66 71 41 80 100
5616
ResakaGit
mcp-memory-server Claim
An advanced contextual memory server for agent orchestration providing chronolo…
B 73 55 66 75 40 82 94
5617
spences10
mcp-wsl-exec Claim
A secure MCP server for Windows Subsystem for Linux environments, facilitating …
B 73 54 60 57 N/A 60 90 99
5618
ory
Implements a Model Context Protocol server using Server-Sent Events for real-ti…
B 73 55 66 70 53 81 94
5619
sfz009900
A tool that allows penetration testing through Kali Linux commands executed via…
B 73 54 80 61 N/A 27 95 90
5620
arjunkmrm
A server that allows AI assistants to perform web searches using Perplexity's s…
B 73 55 84 68 21 80 100
5621
Ripnrip
# 🎯 Enhanced Quake Coding Arena Premium TypeScript MCP server that gamifies you…
B 73 54 78 62 N/A 36 87 93
5622
armaasinghn
Production-ready satellite imagery analysis server that enables natural languag…
B 73 55 84 58 45 81 88
5623
call518
MCP-Ambari-API Claim
Manage and monitor Hadoop clusters via Apache Ambari API, enabling service oper…
B 73 55 88 38 59 81 95
5624
TheOutcastVirus
Enables LLMs to read, search, and manage Obsidian vault markdown files, includi…
B 73 54 78 58 N/A 30 92 96
5625
OpenWorkspace-o1
AWS S3 MCP Server Claim
Provides secure access to AWS S3 buckets through pre-signed URLs, enabling list…
B 73 55 90 57 29 78 98
5626
JoshuaRileyDev
Coolify MCP Server Claim 1
Enables management of Coolify instances to control applications, databases, and…
B 73 55 84 67 23 80 100
5627
derekalia
Enables AI assistants to manage scheduled social media posts and content automa…
B 73 55 66 82 N/A 28 95 84
5628
Tyru5
Provides tools to interact with the Linear API, allowing users to fetch tasks, …
B 73 55 86 67 23 81 96
5629
eno-graph
Provides an interface to access Google Analytics Data API through Model Context…
B 73 55 86 66 28 82 90
5630
obj-p
xcode-mcp Claim 1
Enables control of the iOS Simulator using the xcrun simctl command-line utilit…
B 73 54 80 58 N/A 29 87 100
5631
Norcim133
MSFT-Mail+Calendar
B 73 54 90 37 N/A 45 91 97
5632
stilllovee
Memory MCP Server Claim
Enables AI agents to maintain context across conversation sessions by saving an…
B 73 55 78 66 31 82 99
5633
tomsiwik
A Python-based system that provides AI-powered code reviews through simulated e…
B 73 55 86 91 N/A 26 95 47
5634
junzzhu
OpenShift MCP Server Claim 1
Enables diagnostics and troubleshooting of OpenShift clusters through storage a…
B 73 55 70 74 N/A 29 90 94
5635
stvlynn
Enables AI-powered text-to-image generation using Volcengine's API with support…
B 73 55 78 75 21 81 96
5636
Twixes
MCPolice Claim
Enables AI tools to report violations of international laws to monitoring agenc…
B 73 55 86 58 32 81 95
5637
depwire
depwire Claim
Dependency graph + 15 MCP tools. TS, JS, Python, Go, Rust, C. Docs, health, dea…
B 73 54 90 26 N/A 55 90 100
5638
stape-io
MCP server for Google Tag Manager
B 73 55 66 71 61 80 84
5639
lamdanghoang
Beep MCP Server Claim
Enables AI assistants to interact with the Beep platform to manage bounties, as…
B 73 55 78 72 27 81 97
5640
annenpolka
roo-logger Claim 1
An MCP server for logging activity in Roo Code/Cline.
B 73 54 51 65 N/A 68 94 90
5641
rebots-online
Facilitates semantic analysis of chat conversations through vector embeddings a…
B 73 55 78 70 40 82 88
5642
fisher1006
Provides current time information and timezone conversion capabilities using IA…
B 73 55 78 71 20 82 100
5643
Magenta91
Enables automated dataset processing and onboarding using Google Drive integrat…
B 73 55 84 58 34 81 100
5644
TickHaiJun
MCP MySQL Server Claim
A tool service that enables AI agents to interact with MySQL databases through …
B 73 55 84 57 42 81 94
5645
privsim
Facilitates unified execution and result parsing for various testing frameworks…
B 73 55 78 58 57 76 93
5646
ccchow
Provides offline access to Washington State's Revised Code of Washington (RCW) …
B 73 55 94 75 N/A 24 95 55
5647
BraveRam
Enables seamless integration with Backblaze B2 cloud storage for managing bucke…
B 73 55 72 72 43 81 93
5648
sawyer-shi
Generates beautiful mind map images from Markdown text with multiple layout opt…
B 73 55 96 56 25 81 91
5649
chatmcp
Query and summarize your chat messages with AI prompts.
B 73 54 96 52 N/A 26 90 86
5650
dyeoman2
A production-ready template for building Model Context Protocol servers with Cl…
B 73 55 66 67 48 80 100
Showing 5601–5650 of 30006 servers
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