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
5551
wiresharks
A relay server that enables communication between Claude Code and Codex through…
B 73 54 86 43 N/A 45 94 91
5552
tanigami
mcp-server-perplexity Claim 1
Interacting with Perplexity API.
B 73 55 78 65 43 80 92
5553
patrup
Enables AI assistants to create, read, convert, and manipulate LibreOffice docu…
B 73 54 72 53 N/A 52 90 94
5554
mxiamxia
Enables AI assistants to monitor and troubleshoot AWS Application Signals servi…
B 73 55 66 82 37 81 90
5555
yamalab
view-image-mcp Claim
Enables Claude Code to display images inline within supported terminals like Gh…
B 73 54 72 65 N/A 35 89 94
5556
aptro
MCP server enabling AI agents to programmatically connect to and control Apache…
B 73 55 94 43 46 78 99
5557
markswendsen-code
Enables users to automate Zipcar car sharing tasks such as searching for availa…
B 73 54 86 56 N/A 30 84 99
5558
Heelc
vmysql-mcp Claim
A lightweight, multi-environment MySQL MCP server that provides secure, policy-…
B 73 55 66 67 60 82 91
5559
sh6drack
zen-mcp Claim 1
MCP server for Zen Browser automation via WebDriver BiDi
B 73 54 75 58 N/A 37 89 99
5560
mariano-cecowski
Store MCP Server Claim
Enables AI agents to store and retrieve information persistently using key-valu…
B 73 54 86 53 N/A 21 95 99
5561
Raunak-dev-18
Context MCP Claim 1
Provides persistent context management for AI agents by storing and querying se…
B 73 55 78 58 45 80 99
5562
teeps-heisenberg
FastAPI MCP Server Claim
Wraps FastAPI REST endpoints as MCP tools, enabling natural language interactio…
B 73 54 78 60 N/A 22 95 100
5563
tuckerschreiber
fullrun Claim
Google Ads management for AI agents — diagnose, optimize, and manage campaigns.
B 73 54 70 62 N/A 51 80 98
5564
mothlike
MCP Graylog Server Claim
Integrates AI assistants with Graylog to query and analyze log data using Elast…
B 73 55 72 75 43 77 93
5565
cni-locates-rumen
t-pane MCP Server Claim 2
Enables Claude to execute commands and manage directory-aware panes within tmux…
B 73 54 94 57 N/A 23 87 91
5566
hluaguo
metabase-mcp Claim
Metabase MCP server provides integration with the Metabase API, enabling LLM wi…
B 73 54 84 41 N/A 47 90 99
5567
Machine-To-Machine
This project implements a Model Context Protocol (MCP) server providing Formula…
B 73 55 84 91 62 81 38
5568
aditya020402
Integrates GitHub Copilot Chat with your Taskboard instance to manage workspace…
B 73 55 78 66 35 78 100
5569
adamanz
Enables AI agents to analyze, summarize, and extract text from videos and image…
B 73 55 72 100 21 81 72
5570
sscmfi
Periodic Bond Claim 1
Calculate price, yield, and accrued interest and other analytics (duration, con…
B 73 55 90 58 30 82 91
5571
Keshigami
Connects Claude Desktop directly to GoHighLevel CRM accounts with 269+ tools ac…
B 73 55 84 68 27 81 91
5572
moonbirdai
eBird MCP Server Claim 1
A Model Context Protocol server that allows AI assistants to access bird observ…
B 73 55 85 66 24 81 93
5573
manasamadgul
Enables natural language task management including logging, updating, and summa…
B 73 54 90 50 N/A 21 92 96
5574
natashanajdovski
A professional-grade MCP server that enables AI assistants to monitor web servi…
B 73 55 94 83 49 81 44
5575
PhilippMT
Facilitates software development planning through interactive sessions that bre…
B 73 55 86 83 N/A 41 95 47
5576
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
5577
sdntechforum
Enables interaction with Cisco NX-OS devices by executing CLI commands via the …
B 73 55 66 75 45 80 96
5578
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
5579
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
5580
emzimmer
Extracts and transforms webpage content into clean, LLM-optimized Markdown. Ret…
B 73 55 78 100 37 81 51
5581
mic-havock
A comprehensive demonstration server that provides tools for calculations, weat…
B 73 55 84 62 30 80 100
5582
PraveerT
Provides system monitoring and management capabilities for Claude CLI, allowing…
B 73 54 84 56 N/A 16 95 99
5583
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
5584
stef-codes
Enables interaction with the local file system and retrieval of system informat…
B 73 54 84 53 N/A 29 90 100
5585
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
5586
VIKAS9793
AndroJack MCP Claim
Android engineering MCP server with verified documentation grounding and AI val…
B 73 55 84 42 N/A 56 82 99
5587
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
5588
sfz009900
A tool that allows penetration testing through Kali Linux commands executed via…
B 73 54 80 61 N/A 27 95 90
5589
sancovp
MCPify Claim
Provides instant access to MCP development documentation, best practices, produ…
B 73 55 84 87 N/A 24 95 58
5590
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
5591
tluyben
astllm-mcp Claim 1
An MCP server for efficient code indexing and symbol retrieval using tree-sitte…
B 73 54 79 51 N/A 53 89 91
5592
ory
Implements a Model Context Protocol server using Server-Sent Events for real-ti…
B 73 55 66 70 53 81 94
5593
arjunkmrm
A server that allows AI assistants to perform web searches using Perplexity's s…
B 73 55 84 68 21 80 100
5594
armaasinghn
Production-ready satellite imagery analysis server that enables natural languag…
B 73 55 84 58 45 81 88
5595
Macawls
Connect your Umami Analytics to any MCP client to derive insights from natural …
B 73 55 80 42 70 80 94
5596
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
5597
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
5598
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
5599
Tyru5
Provides tools to interact with the Linear API, allowing users to fetch tasks, …
B 73 55 86 67 23 81 96
5600
Norcim133
MSFT-Mail+Calendar
B 73 54 90 37 N/A 45 91 97
Showing 5551–5600 of 30006 servers
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