MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5551
pbuda
Provides offline search and retrieval of OpenZeppelin Contracts documentation w…
B 73 5⁄5 ◉ ⏳ 84 61 — 30 81 100
5552
instructa
YouTube Music MCP ⚡ Claim
A simple MCP server that allows AI assistants like Cursor or Claude Desktop to …
B 73 5⁄5 ◉ ⏳ 58 93 — 32 76 100
5553
jgravelle
jCodemunch MCP ⚡ Claim
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95…
B 73 5⁄5 ◉ ⏳ 96 20 N/A 72 83 95
5554
Heelc
vmysql-mcp Claim
A lightweight, multi-environment MySQL MCP server that provides secure, policy-…
B 73 5⁄5 ◉ ⏳ 66 67 — 60 82 91
5555
mic-havock
A comprehensive demonstration server that provides tools for calculations, weat…
B 73 5⁄5 ◉ ⏳ 84 62 — 30 80 100
5556
Davaakhatan
Enables AI agents to interact with SkyFi's geospatial data services for orderin…
B 73 5⁄5 ◉ ⏳ 84 72 — 26 81 89
5557
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
5558
pgzhang
Integrates a remote smart search API to provide powerful web search capabilitie…
B 73 5⁄5 ◉ ⏳ 78 71 — 27 81 94
5559
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
5560
YajieQi123
Enables interaction with Monday.com boards, items, groups, updates, and documen…
B 73 5⁄5 ◉ ⏳ 78 68 — 43 76 91
5561
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
5562
aptro
MCP server enabling AI agents to programmatically connect to and control Apache…
B 73 5⁄5 ◉ ⏳ 94 43 — 46 78 99
5563
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
5564
dmarsters
A visual vocabulary server that translates specific magazine aesthetics and pho…
B 73 5⁄4 ◉ ⏳ 90 31 N/A 45 95 100
5565
smcdonnell7
Meeting Chief Lite ⚡ Claim 1
Automatically synchronizes meeting transcripts from Otter.ai to a local SQLite …
B 73 5⁄5 ◉ ⏳ 94 62 — 24 80 87
5566
aaronsb
TeXFlow ⚡ Claim
Enables collaborative document authoring and composition with project-based org…
B 73 5⁄4 ◉ ⏳ 84 41 N/A 67 94 80
5567
qontinui
Enables AI assistants to create and manage visual automation configurations, wo…
B 73 5⁄5 ◉ ⏳ 96 74 — 47 81 53
5568
aiuluna
Enables creating, managing, analyzing, and visualizing knowledge graphs with su…
B 73 5⁄5 ◉ ⏳ 84 57 N/A 42 95 79
5569
willpowell8
Enables AI assistants to interact with SAP Signavio Process Manager through its…
B 73 5⁄5 ◉ ⏳ 84 100 — 29 81 54
5570
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
5571
For-Sunny
Galaxy Brain Claim
Combines structured sequential thinking with batch operation execution, enablin…
B 73 5⁄5 ◉ ⏳ 96 55 — 30 81 91
5572
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
5573
dmarsters
Analyzes pommel horse gymnastics routines using a categorical aesthetics framew…
B 73 5⁄5 ◉ ⏳ 72 74 N/A 22 95 90
5574
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
5575
hrmeetsingh
Enables automation of browser tasks using Playwright by interacting via Claude …
B 73 5⁄5 ◉ ⏳ 90 82 N/A 40 95 40
5576
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
5577
elchika-inc
Enables AI assistants to fetch comprehensive information about vcpkg C++ packag…
B 73 5⁄5 ◉ ⏳ 90 62 — 26 80 92
5578
ruminaider
A comprehensive MCP server providing over 26 tools for querying, monitoring, an…
B 73 5⁄5 ◉ ⏳ 68 73 — 32 82 100
5579
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
5580
NehoraiHadad
Enables AI assistants to create, edit, and manage Telegraph pages programmatica…
B 73 5⁄5 ◉ ⏳ 94 82 — 51 81 44
5581
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
5582
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
5583
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
5584
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
5585
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
5586
big-omega
Mem0 MCP Server ⚡ Claim
Enables persistent storage and semantic search of coding preferences, patterns,…
B 73 5⁄5 ◉ ⏳ 86 66 — 25 81 91
5587
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
5588
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
5589
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
5590
Quevin
MCP-DayOne ⚡ Claim 1
A Message Control Protocol server that enables Claude Desktop and other applica…
B 73 5⁄4 ◉ ⏳ 74 60 N/A 43 90 94
5591
Yikizi
Clockify MCP Server ⚡ Claim 1
Enables time tracking and project management through the Clockify API. Supports…
B 73 5⁄5 ◉ ⏳ 80 72 — 47 81 79
5592
Macawls
Connect your Umami Analytics to any MCP client to derive insights from natural …
B 73 5⁄5 ◉ ⏳ 80 42 — 70 80 94
5593
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
5594
EOSC-Data-Commons
Enables natural language search and discovery of open-access scientific dataset…
B 73 5⁄5 ◉ ⏳ 70 66 — 57 80 90
5595
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
5596
yw0nam
MCP-A2A-Gateway ⚡ Claim
Bridges Model Context Protocol (MCP) with Google's Agent-to-Agent (A2A) protoco…
B 73 5⁄5 ◉ ⏳ 60 82 — 49 81 87
5597
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
5598
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
5599
shawndrake2
Enables access to U.S. Census Bureau data including demographics, population, i…
B 73 5⁄5 ◉ ⏳ 90 62 — 27 81 92
5600
eren-solutions
Action-level governance for AI agents -- control what they DO, not what they SAY
B 73 5⁄4 ◉ ⏳ 66 60 N/A 52 90 94
Showing 5551–5600 of 69027 servers
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