MCP Server Quality Scores

Independent quality analysis of 59385 public MCP servers

59385
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3851
guangxiangdebizi
Fetches YouTube video subtitles and transcripts with support for multiple langu…
B 75 55 90 100 41 81 45
3852
LeeSinLiang
Godot MCP Claim 1
Enables AI assistants to interact with the Godot game engine by launching the e…
B 75 55 96 100 N/A 26 95 36
3853
gremlin
Enables interaction with Gremlin's reliability management APIs to monitor servi…
B 75 55 78 71 47 81 90
3854
JMitac
MCP Security Scanner Claim 1
Enables comprehensive security scanning of code projects, detecting vulnerabili…
B 75 55 84 100 N/A 26 95 50
3855
dbarks
GAM MCP Server Claim 1
Enables Google Workspace administration through the GAM CLI, allowing Claude to…
B 75 54 78 72 N/A 25 90 97
3856
Gcluowenqiang
Mysql-mcp Claim
A specialized MySQL MCP server for Cursor that enables users to query table str…
B 75 55 84 58 48 81 96
3857
leonchike
Enables access to SimBrief flight planning data through Claude Desktop with sec…
B 75 55 72 72 45 81 100
3858
jasonjmcghee
claude-debugs-for-you Claim 1
An MCP Server and VS Code Extension which enables (language agnostic) automatic…
B 75 54 75 58 N/A 81 84 82
3859
fshamim
mcp-server-zep-cloud Claim 1
mcp-server-zep-cloud
B 75 55 94 91 45 81 46
3860
iamjpsharma
MCP Memory Server Claim 1
A persistent local vector memory server that allows users to store and search p…
B 75 54 84 51 N/A 51 90 96
3861
klara-research
MCP Log Reader Claim 1
A specialized MCP server that helps analyze and debug Model Context Protocol lo…
B 75 54 84 60 N/A 44 90 91
3862
IBM
mcp-context-forge Claim
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/…
B 75 55 94 30 N/A 91 80 86
3863
RBKunnela
PayBot MCP Server Claim
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
B 75 55 76 68 56 80 92
3864
tomohirof
Verge MCP Server Claim 1
Enables AI assistants to manage VergeCMS blogs through natural language, provid…
B 75 55 88 75 32 80 85
3865
jacobe603
quoteBuilderMCP Claim
Enables the generation of branded SVL equipment quote documents in .docx format…
B 75 55 72 82 N/A 27 95 88
3866
Shockedrope
Todoist MCP Server Claim
Enables AI assistants to manage Todoist tasks, projects, labels, sections, and …
B 75 55 86 75 19 81 96
3867
Touchpoint-Labs
Touchpoint Claim
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
B 75 44 57 N/A N/A 49 95 98
3868
ayoubzeroual
Enables web search functionality through Perplexity AI's API with time-based fi…
B 75 55 78 65 43 81 100
3869
AgiMaulana
CodemagicMcp Claim
Codemagic CI/CD MCP Server — manage builds, apps, artifacts, and caches from yo…
B 75 44 54 N/A N/A 68 83 98
3870
sage-hq
AgentCortex MCP Claim
An AI memory system that creates isolated, persistent memory banks for each cod…
B 75 55 66 72 62 81 92
3871
Gorav22
TerminusAI Claim
Execute terminal commands locally or remotely via SSH with session persistence …
B 75 54 94 53 N/A 48 84 90
3872
pskill9
This MCP server provides a tool to download entire websites using wget. It pres…
B 75 55 86 100 N/A 24 95 46
3873
danielkristofik
An MCP server that enables interaction with Interactive Brokers TWS/Gateway via…
B 75 54 73 62 N/A 43 95 94
3874
dot-Justin
poke-image-mcp Claim
Browse, inspect, convert, and resize images from a local library. Generate thum…
B 75 54 66 63 N/A 50 92 100
3875
freyzo
ArXiv MCP Server Claim
Enables AI assistants to search arXiv's research repository, download papers, a…
B 75 54 90 56 N/A 30 92 92
3876
BurtTheCoder
mcp-maigret Claim 2
MCP server for maigret, a powerful OSINT tool that collects user account inform…
B 75 55 75 65 61 82 92
3877
priyankark
lighthouse-mcp Claim 2
MCP server for Google Lighthouse performance metrics
B 75 55 75 100 N/A 60 90 39
3878
combiz
MSSQL MCP Server Claim
Enables AI assistants to interact with Microsoft SQL Server databases through a…
B 75 55 90 53 42 82 100
3879
brunoprela
QuestDB MCP Server Claim
Enables AI assistants to interact with QuestDB time-series databases through to…
B 75 55 78 100 43 81 59
3880
neverinfamous
A MCP server built for developers enabling Git based project management with pr…
B 75 54 88 22 86 95 91
3881
FantomaSkaRus1
telegram-bot-mcp Claim
Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bo…
B 75 55 84 82 49 81 71
3882
haasonsaas
A Model Context Protocol (MCP) server that provides advanced code analysis and …
B 75 55 96 82 N/A 71 81 36
3883
ajayamal
Weather MCP Server Claim
Provides weather forecasts and active alerts for US locations using the Nationa…
B 75 55 80 71 32 82 100
3884
lucas-1000
Enables AI assistants to query glucose data from health storage APIs, providing…
B 75 55 100 66 22 81 90
3885
Sivan22
Provides access to Jewish texts from the Sefaria library. This server enables L…
B 75 55 96 56 42 81 92
3886
EmreKb
Enables AI assistants to perform real-time domain name availability checks and …
B 75 55 96 65 21 81 94
3887
herofox2024
Xiayan MCP Server Claim
Enables publishing Markdown articles to WeChat Official Account draft box with …
B 75 55 84 68 40 81 93
3888
upascal
A Zotero library management MCP server designed for Cloudflare Workers that ena…
B 75 55 70 71 51 80 99
3889
lintility
vestaboard-mcp Claim
Enables control of Vestaboard displays through cloud and local APIs, allowing u…
B 75 55 78 67 N/A 48 81 97
3890
Oluwatunmise-olat
mcp-server-logs-sieve Claim 1
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS…
B 75 55 67 68 77 78 89
3891
Rai220
think-mcp Claim
Enhances any agent's reasoning capabilities by integrating the think-tools, as …
B 75 55 68 100 N/A 54 95 51
3892
manasp21
PsiAnimator-MCP Claim
Enables quantum physics simulations and visualizations by integrating QuTip for…
B 75 54 96 36 N/A 61 95 83
3893
dyneth02
Enables AI tools to query context from a local JSON data source via stdio, demo…
B 75 55 94 82 N/A 48 95 38
3894
microkorg
Codecks MCP Server Claim 1
Enables AI assistants to interact with Codecks project management for querying …
B 75 55 90 65 27 82 96
3895
clcc2019
Xray MCP Server Claim
Enables generation and validation of Xray-core proxy configurations using natur…
B 75 55 84 71 27 81 97
3896
yigitkonur
example-mcp-server-sse
B 75 55 78 71 40 81 97
3897
Antonytm
mcp-sitecore-server Claim 1
A Model Context Protocol server for Sitecore
B 75 54 59 66 N/A 78 87 93
3898
jcontini
macOS Contacts MCP Claim
Connects AI assistants to macOS Contacts app, allowing users to search, view, a…
B 75 55 94 100 N/A 23 95 40
3899
ofershap
Search, extract sections, list headings, and find code blocks across markdown f…
B 75 54 70 53 N/A 55 95 99
3900
robbyczgw-cla
web-search-plus-mcp Claim 1
Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). …
B 75 55 79 57 62 80 96
Showing 3851–3900 of 59385 servers
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