MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5501
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
5502
sunwu51
ORZ MCP ⚡ Claim
Provides web search capabilities across multiple engines and webpage content fe…
B 73 5⁄5 ◉ ⏳ 88 65 — 26 80 91
5503
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
5504
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
5505
dmarsters
A visual vocabulary server that translates specific magazine aesthetics and pho…
B 73 5⁄4 ◉ ⏳ 90 31 N/A 45 95 100
5506
pgzhang
Integrates a remote smart search API to provide powerful web search capabilitie…
B 73 5⁄5 ◉ ⏳ 78 71 — 27 81 94
5507
aaronsb
TeXFlow ⚡ Claim
Enables collaborative document authoring and composition with project-based org…
B 73 5⁄4 ◉ ⏳ 84 41 N/A 67 94 80
5508
qontinui
Enables AI assistants to create and manage visual automation configurations, wo…
B 73 5⁄5 ◉ ⏳ 96 74 — 47 81 53
5509
aiuluna
Enables creating, managing, analyzing, and visualizing knowledge graphs with su…
B 73 5⁄5 ◉ ⏳ 84 57 N/A 42 95 79
5510
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
5511
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
5512
willpowell8
Enables AI assistants to interact with SAP Signavio Process Manager through its…
B 73 5⁄5 ◉ ⏳ 84 100 — 29 81 54
5513
dmarsters
Analyzes pommel horse gymnastics routines using a categorical aesthetics framew…
B 73 5⁄5 ◉ ⏳ 72 74 N/A 22 95 90
5514
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
5515
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
5516
hrmeetsingh
Enables automation of browser tasks using Playwright by interacting via Claude …
B 73 5⁄5 ◉ ⏳ 90 82 N/A 40 95 40
5517
PV-Bhat
Professional Gemini API integration for Claude and MCP-compatible hosts with in…
B 73 5⁄5 ◉ ⏳ 100 43 — 47 81 86
5518
NehoraiHadad
Enables AI assistants to create, edit, and manage Telegraph pages programmatica…
B 73 5⁄5 ◉ ⏳ 94 82 — 51 81 44
5519
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
5520
elchika-inc
Enables AI assistants to fetch comprehensive information about vcpkg C++ packag…
B 73 5⁄5 ◉ ⏳ 90 62 — 26 80 92
5521
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
5522
ruminaider
A comprehensive MCP server providing over 26 tools for querying, monitoring, an…
B 73 5⁄5 ◉ ⏳ 68 73 — 32 82 100
5523
belkin-digital
Enables interaction with Yandex Tracker through its API for managing tasks, com…
B 73 5⁄5 ◉ ⏳ 84 57 — 45 81 92
5524
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
5525
aberemia24
Universal MCP server for executing TypeScript and Python code with progressive …
B 73 5⁄5 ◉ ⏳ 78 31 — 86 81 97
5526
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
5527
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
5528
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
5529
gzpaitch
An API that exposes Unsplash image search, listing, and random photo capabiliti…
B 73 5⁄5 ◉ ⏳ 74 65 — 37 80 100
5530
PamithWelikala123
XAPIHub MCP Extension ⚡ Claim 1
Integrates XAPIHub API services with the Cursor IDE to enable user authenticati…
B 73 5⁄5 ◉ ⏳ 84 68 — 21 80 100
5531
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
5532
markswendsen-code
Enables AI agents to autonomously order food from Grubhub, including searching …
B 73 5⁄5 ◉ ⏳ 55 100 N/A 24 83 94
5533
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
5534
aitersmam888
Enables automated generation of FreeRTOS embedded projects for chips like BK725…
B 73 5⁄4 ◉ ⏳ 90 51 N/A 39 95 78
5535
bsmi021
A dedicated server that wraps Google's Gemini AI models in a Model Context Prot…
B 73 5⁄5 ◉ ⏳ 96 43 — 51 80 90
5536
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
5537
Macawls
Connect your Umami Analytics to any MCP client to derive insights from natural …
B 73 5⁄5 ◉ ⏳ 80 42 — 70 80 94
5538
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
5539
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
5540
suibin521
An MCP server that generates high-quality images through Volcano Engine's Douba…
B 73 5⁄5 ◉ ⏳ 63 76 — 52 81 92
5541
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
5542
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
5543
EOSC-Data-Commons
Enables natural language search and discovery of open-access scientific dataset…
B 73 5⁄5 ◉ ⏳ 70 66 — 57 80 90
5544
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
5545
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
5546
shawndrake2
Enables access to U.S. Census Bureau data including demographics, population, i…
B 73 5⁄5 ◉ ⏳ 90 62 — 27 81 92
5547
gyuco
MCP REST Server ⚡ Claim
Enables interaction with any REST API through token or login authentication, wi…
B 73 5⁄5 ◉ ⏳ 84 82 — 26 81 75
5548
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
5549
mideind
Provides access to the Database of Icelandic Morphology (BÍN) to look up word i…
B 73 5⁄5 ◉ ⏳ 66 82 — 42 81 89
5550
marie6789040106650
Chrome MCP Server ⚡ Claim
Transforms Chrome browser into an AI-controlled automation tool that allows AI …
B 73 5⁄4 ◉ ⏳ 94 33 N/A 47 95 89
Showing 5501–5550 of 69027 servers
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