MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5451
ampcome-mcps
Time MCP Server ⚡ Claim 1
Gives large language models time awareness capabilities through various time-re…
B 73 5⁄5 ◉ ⏳ 78 75 N/A 40 95 63
5452
Heelc
vmysql-mcp Claim
A lightweight, multi-environment MySQL MCP server that provides secure, policy-…
B 73 5⁄5 ◉ ⏳ 66 67 — 60 82 91
5453
amir-bengherbi
Shopify MCP Server ⚡ Claim 1
Enables interaction with Shopify store data using the GraphQL API, supporting p…
B 73 5⁄5 ◉ ⏳ 68 70 — 41 82 99
5454
dmarsters
A visual vocabulary server that translates specific magazine aesthetics and pho…
B 73 5⁄4 ◉ ⏳ 90 31 N/A 45 95 100
5455
wazzan
mcp-coincap-jj ⚡ Claim 1
A Model Context Protocol (MCP) server that provides comprehensive cryptocurrenc…
B 73 5⁄5 ◉ ⏳ 72 100 — 72 81 35
5456
paulotaylor
Voyp MCP Server ⚡ Claim
The Voyp MCP Server enables AI systems to integrate with VOYP's calling capabil…
B 73 5⁄5 ◉ ⏳ 78 63 — 46 81 91
5457
aaronsb
TeXFlow ⚡ Claim
Enables collaborative document authoring and composition with project-based org…
B 73 5⁄4 ◉ ⏳ 84 41 N/A 67 94 80
5458
aiuluna
Enables creating, managing, analyzing, and visualizing knowledge graphs with su…
B 73 5⁄5 ◉ ⏳ 84 57 N/A 42 95 79
5459
qontinui
Enables AI assistants to create and manage visual automation configurations, wo…
B 73 5⁄5 ◉ ⏳ 96 74 — 47 81 53
5460
pgzhang
Integrates a remote smart search API to provide powerful web search capabilitie…
B 73 5⁄5 ◉ ⏳ 78 71 — 27 81 94
5461
tbitu
TartuNLP MCP Server ⚡ Claim 1
Provides access to University of Tartu's translation services supporting 700+ l…
B 73 5⁄5 ◉ ⏳ 78 67 — 30 83 97
5462
willpowell8
Enables AI assistants to interact with SAP Signavio Process Manager through its…
B 73 5⁄5 ◉ ⏳ 84 100 — 29 81 54
5463
angrysky56
MCTS MCP Server ⚡ Claim 3
A Model Context Protocol (MCP) server that enables Claude to use Monte Carlo Tr…
B 73 5⁄5 ◉ ⏳ 90 91 N/A 41 87 39
5464
cpropster
Linear MCP Server ⚡ Claim 2
A Model Context Protocol server that allows Claude to interact with Linear's AP…
B 73 5⁄5 ◉ ⏳ 77 68 — 35 81 95
5465
LetsCodeTheBrain
Enables Claude to interact with git repositories by providing real-time access …
B 73 5⁄4 ◉ ⏳ 90 48 N/A 19 95 100
5466
dmarsters
Analyzes pommel horse gymnastics routines using a categorical aesthetics framew…
B 73 5⁄5 ◉ ⏳ 72 74 N/A 22 95 90
5467
bondjacobbond
Fathom MCP Server ⚡ Claim 1
Enables AI agents to access Fathom AI meeting data including transcripts, summa…
B 73 5⁄5 ◉ ⏳ 72 73 — 31 82 96
5468
ruminaider
A comprehensive MCP server providing over 26 tools for querying, monitoring, an…
B 73 5⁄5 ◉ ⏳ 68 73 — 32 82 100
5469
NehoraiHadad
Enables AI assistants to create, edit, and manage Telegraph pages programmatica…
B 73 5⁄5 ◉ ⏳ 94 82 — 51 81 44
5470
elchika-inc
Enables AI assistants to fetch comprehensive information about vcpkg C++ packag…
B 73 5⁄5 ◉ ⏳ 90 62 — 26 80 92
5471
Bubobot-Team
mcp-prompt-optimizer ⚡ Claim 1
Advanced MCP server providing cutting-edge prompt optimization tools with resea…
B 73 5⁄5 ◉ ⏳ 88 52 N/A 40 80 97
5472
vidhupv
An MCP server that allows Claude to create, manage and publish X/Twitter posts …
B 73 5⁄4 ◉ ⏳ 63 66 N/A 45 90 100
5473
adamanz
A Model Context Protocol server that enables interaction with Exa's Websets API…
B 73 5⁄4 ◉ ⏳ 67 70 N/A 34 95 93
5474
hrmeetsingh
Enables automation of browser tasks using Playwright by interacting via Claude …
B 73 5⁄5 ◉ ⏳ 90 82 N/A 40 95 40
5475
MikeyBeez
MCP Git Server ⚡ Claim 1
An MCP server that provides Git version control operations for Claude, enabling…
B 73 5⁄4 ◉ ⏳ 69 70 N/A 27 92 96
5476
xiangma9712
MySQL MCP Server ⚡ Claim
Enables interaction with a MySQL database via JSON commands, supporting read-on…
B 73 5⁄5 ◉ ⏳ 90 48 — 49 74 100
5477
Tiberriver256
Azure DevOps integration for repository management, work items, and pipelines.
B 73 5⁄5 ◉ ⏳ 74 71 — 87 81 52
5478
Kalvisan
GuardianMCP ⚡ Claim
Automatically scans project dependencies (npm, Composer) for security vulnerabi…
B 73 5⁄5 ◉ ⏳ 84 51 — 53 81 91
5479
wapred
MCP Math Tools ⚡ Claim
Provides basic mathematical operations like addition, subtraction, multiplicati…
B 73 5⁄4 ◉ ⏳ 74 60 N/A 29 95 100
5480
OleBo
Weather MCP Server ⚡ Claim
Provides weather information and alerts from the National Weather Service, incl…
B 73 5⁄5 ◉ ⏳ 60 82 — 39 81 98
5481
NU-AquaLab
The Aleph MCP ⚡ Claim 2
Provides LLMs with network intelligence capabilities including PTR record looku…
B 73 5⁄5 ◉ ⏳ 100 63 — 70 83 40
5482
jesamkim
Converts HTML files or HTML content to PDF using Puppeteer's browser rendering …
B 73 5⁄5 ◉ ⏳ 80 100 N/A 26 95 44
5483
marcelofmatos
Docker MCP Server ⚡ Claim 1
Enables AI assistants like Claude to manage Docker containers, images, and Dock…
B 73 5⁄5 ◉ ⏳ 60 100 — 41 81 75
5484
RoelofvHeeren
Google Sheets MCP ⚡ Claim 1
Enables AI agents to interact directly with Google Sheets to create, read, and …
B 73 5⁄5 ◉ ⏳ 78 57 — 46 80 100
5485
Macawls
Connect your Umami Analytics to any MCP client to derive insights from natural …
B 73 5⁄5 ◉ ⏳ 80 42 — 70 80 94
5486
EOSC-Data-Commons
Enables natural language search and discovery of open-access scientific dataset…
B 73 5⁄5 ◉ ⏳ 70 66 — 57 80 90
5487
Crypto-Goatz
rocket-plus-mcp ⚡ Claim 2
56+ AI tools for CRM, content, workflows, SkillForge & marketing automation.
B 73 5⁄5 ◉ ⏳ 90 82 N/A 53 81 45
5488
fcggamou
autoicd-mcp ⚡ Claim 1
MCP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM…
B 73 5⁄5 ◉ ⏳ 57 75 — 54 82 95
5489
199-mcp
MCP Google Workspace ⚡ Claim 1
Enables comprehensive management of Google Calendar, Contacts, and Gmail with f…
B 73 5⁄5 ◉ ⏳ 60 72 — 48 82 99
5490
CamdenClark
jira-mcp ⚡ Claim 1
Provides capabilities for searching Jira issues using JQL and retrieving detail…
B 73 5⁄5 ◉ ⏳ 78 66 — 41 81 91
5491
shcallaway
Gmail MCP Server ⚡ Claim
Enables AI assistants to read, search, organize, and draft emails in Gmail inbo…
B 73 5⁄5 ◉ ⏳ 72 72 — 31 81 100
5492
shawndrake2
Enables access to U.S. Census Bureau data including demographics, population, i…
B 73 5⁄5 ◉ ⏳ 90 62 — 27 81 92
5493
Pradumnasaraf
aviationstack-mcp ⚡ Claim 1
An MCP server using the AviationStack API to fetch real-time flight data includ…
B 73 5⁄5 ◉ ⏳ 51 68 — 75 80 100
5494
mideind
Provides access to the Database of Icelandic Morphology (BÍN) to look up word i…
B 73 5⁄5 ◉ ⏳ 66 82 — 42 81 89
5495
sudip358
Shopify MCP Server ⚡ Claim
Enables interaction with Shopify stores through the GraphQL Admin API. Supports…
B 73 5⁄5 ◉ ⏳ 72 75 — 46 78 88
5496
emzimmer
Extracts and transforms webpage content into clean, LLM-optimized Markdown. Ret…
B 73 5⁄5 ◉ ⏳ 78 100 — 37 81 51
5497
DEM-YU
Omni-MCP ⚡ Claim
A universal resource server that enables AI models to mount local folders, scra…
B 73 5⁄4 ◉ ⏳ 70 62 N/A 35 90 99
5498
aptro
MCP server enabling AI agents to programmatically connect to and control Apache…
B 73 5⁄5 ◉ ⏳ 94 43 — 46 78 99
5499
JavaProgrammerLB
Zoom MCP Server ⚡ Claim 1
An AI-assisted server that enables dating within Zoom meetings, requiring Zoom …
B 73 5⁄5 ◉ ⏳ 74 100 — 61 82 37
5500
glaucia86
Enables users to query the Star Wars universe through the SWAPI (Star Wars API)…
B 73 5⁄5 ◉ ⏳ 72 100 N/A 46 95 39
Showing 5451–5500 of 69027 servers
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