MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24009
Scored
1218
Verified
16953
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5901
jschoemaker
driftguard-mcp Claim 1
MCP server for DriftGuard — exposes AI conversation drift scores and session he…
B 72 55 69 75 N/A 30 95 80
5902
KrishnaPapana
A Python-based MCP server implementation that can be easily installed via pip o…
B 72 55 54 82 N/A 22 95 97
5903
manasp21
Provides 5 quantum physics simulation tools for AMO (Atomic, Molecular and Opti…
B 72 55 96 64 21 81 82
5904
galangw
Enables web searching via Google Search and AI Mode, plus advanced web scraping…
B 72 55 72 100 29 81 60
5905
LokiMCPUniverse
ServiceNow MCP Server Claim 1
A Model Context Protocol server that enables AI assistants and development tool…
B 72 55 63 67 62 82 89
5906
renepajta
m365-copilot-mcp Claim
Integrates Microsoft 365 enterprise data into GitHub Copilot and Claude Desktop…
B 72 55 72 67 47 82 89
5907
wqhui
Enables AI clients to manage GitLab pipelines through natural language commands…
B 72 55 78 72 21 81 92
5908
BrightWayAI
video-analyzer Claim
Analyze videos: extract frames, transcribe audio, generate storyboard breakdown…
B 72 54 72 62 N/A 27 95 93
5909
Shawn5cents
agentskin Claim 2
The Semantic Layer for AI Agents. Prunes noisy API data by 70%+ for token-effic…
B 72 54 84 67 N/A 37 68 94
5910
dennypradipta
Enables date and time operations including formatting, arithmetic, comparisons,…
B 72 55 74 60 45 81 96
5911
alimbenhelal-pro
50 AI tools for D365 F&O: X++ search, ADO integration, code gen, security traci…
B 72 66 78 80 73 23 81 85
5912
arre-ankit
A simple server that integrates with Claude to allow querying and manipulating …
B 72 55 90 61 20 81 94
5913
FreePeak
A high-performance multi-database MCP server built with Golang, supporting MySQ…
B 72 54 82 27 N/A 84 87 84
5914
K02D
Enables comprehensive analysis of CSV files and SQLite databases through tools …
B 72 55 60 82 N/A 22 95 90
5915
KazKozDev
Web search, content extraction, PDF parsing, plus datetime and geolocation tool…
B 72 54 100 30 N/A 75 95 58
5916
anshuljain90
zerodha-kite Claim 1
MCP server for Zerodha Kite Connect API - India's leading stock broker trading …
B 72 55 63 58 55 86 97
5917
suckerfish
Enables fetching, searching, and analyzing YouTube video transcripts in multipl…
B 72 55 88 58 27 81 94
5918
gumluke
Songsterr MCP Claim
Enables users to search for guitar, bass, and drum tabs on Songsterr by song ti…
B 72 54 62 71 N/A 27 94 95
5919
GongRzhe
Quickchart-MCP-Server Claim 2
An MCP server for generating customizable data visualizations using QuickChart.…
B 72 55 79 63 47 80 84
5920
songlairui
Enables creation and management of knowledge graphs with entities, relationship…
B 72 55 80 68 21 81 94
5921
jazib
homebase Claim
School district lookup, PA EIT tax rates, and mortgage affordability calculator
B 72 44 54 N/A N/A 37 95 98
5922
MilesCool
RedNote MCP Claim
Enables users to search and retrieve content from Xiaohongshu (Red Book) platfo…
B 72 55 72 100 N/A 44 95 34
5923
photoxpedia
bolor-brain-mcp Claim 2
Cognitive architecture MCP server with memory, learning, and contextual underst…
B 72 55 78 91 N/A 61 88 30
5924
KunihiroS
A Model Context Protocol server that enables searching Google Patents informati…
B 72 55 63 75 45 81 91
5925
mwg2016
Shopify MCP Server Claim 1
Provides integration with Shopify to list and search for products via the Shopi…
B 72 54 72 67 N/A 30 87 96
5926
DarkGenius
Zenrus MCP Claim 1
Provides real-time currency exchange rates for USD and EUR against the Russian …
B 72 55 84 60 24 82 100
5927
ShenghaiWang
xcodebuild Claim
Build iOS Xcode workspace/project and feed back errors to llm.
B 72 54 78 52 N/A 48 87 92
5928
alpermdr
A production-ready MCP server that enables Claude to interact with local codeba…
B 72 54 96 31 N/A 40 88 99
5929
stefanskiasan
Enables the generation of images using Together AI's models through an MCP serv…
B 72 55 78 68 38 78 91
5930
LostInBrittany
A domain-specific MCP server that provides optimized API access to the RAGmonst…
B 72 55 80 58 36 80 96
5931
joeseesun
Enables AI image generation using Volcano Engine's Seedream 4.0 API with text-t…
B 72 55 84 51 54 81 86
5932
happyvertical
Enables querying the SMRT framework documentation by automatically routing ques…
B 72 55 86 58 30 81 95
5933
zlatanpham
iReader MCP Claim
Enables extraction of content from various web sources including webpages, YouT…
B 72 55 72 47 60 82 100
5934
firetix
A Model Context Protocol server providing security vulnerability intelligence t…
B 72 55 75 55 48 82 98
5935
SegfaultSorcerer
heap-seance Claim 1
Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async…
B 72 54 72 43 N/A 65 90 92
5936
madebygps
Enables AI-powered journaling in Obsidian with dynamic reflection prompts gener…
B 72 54 76 60 N/A 27 95 90
5937
bkalafat
diffpilot Claim 1
MCP server for PR code review, commit messages, changelogs, and secret detectio…
B 72 54 81 53 N/A 27 90 96
5938
TehilaTheStudent
Enables interaction with Huawei Cloud Container Engine (CCE) through proprietar…
B 72 54 66 72 N/A 32 84 100
5939
OtotaO
Provides tools for optimizing, fine-tuning, and deploying large language models…
B 72 55 90 100 20 81 44
5940
jiawang1
A stateless HTTP streaming MCP server built with Express that provides tools to…
B 72 54 78 41 N/A 40 95 98
5941
punkpeye
Connects AI assistants (Claude, Cursor, etc.) directly to HiveFlow automation p…
B 72 55 78 65 44 74 93
5942
yudppp
An MCP server that enables users to retrieve, filter, and search through Claude…
B 72 54 69 65 N/A 26 90 99
5943
thinq-connect
thinqconnect-mcp Claim
Interact with LG ThinQ smart home devices and appliances through the ThinQ Conn…
B 72 55 84 40 61 78 97
5944
GangGreenTemperTatum
Shodan MCP Server Claim
Enables comprehensive security reconnaissance, vulnerability assessment, and th…
B 72 55 78 55 45 81 95
5945
pipethedev
Talk to Figma MCP Claim
Allows Cursor AI to communicate with Figma for reading designs and modifying th…
B 72 55 78 57 39 78 99
5946
Pavilion-devs
Saros MCP Server Claim 1
Enables AI agents to interact with Saros DeFi through natural language, providi…
B 72 55 78 91 45 81 55
5947
junqing258
PlantUML MCP Server Claim 1
Enables AI assistants to generate UML diagrams from text descriptions using Pla…
B 72 54 78 58 N/A 27 87 100
5948
MichaelYangjson
A TypeScript-based server that converts static images into animated videos with…
B 72 55 78 65 40 78 92
5949
fabian1710
MCP Intercom Server Claim 2
Provides access to Intercom conversations and chats through the Model Context P…
B 72 55 86 68 17 81 93
5950
IAcademico
Weather MCP Server Claim
Enables real-time weather information retrieval and local search history manage…
B 72 54 74 58 N/A 24 95 96
Showing 5901–5950 of 33332 servers
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