MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
27587
Scored
1867
Verified
16957
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9151
izzzzzi
MCP server for codewiki.google: search repos, fetch wiki docs, ask questions
C 68 55 49 82 N/A 78 95 37
9152
furenqiang-study
A Node.js-based MCP server that extracts numbers from text and generates statis…
C 68 55 72 60 30 81 86
9153
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 55 80 52 27 82 90
9154
Dev-91
A Model Context Protocol (MCP) based server that efficiently manages PDF files,…
C 68 55 60 67 37 81 90
9155
bughide010
Enables Claude to remember information about users across chats using a persist…
C 68 55 78 50 29 81 93
9156
gomarble-ai
MCP server acting as an interface to the Google Ads, enabling programmatic acce…
C 68 55 76 43 49 80 88
9157
StacklokLabs
Transforms CSV data into beautiful visualizations including line charts, bar gr…
C 68 55 72 36 72 81 82
9158
sanatava
Enables interaction with the RCSB Protein Data Bank to search, analyze, and vis…
C 68 55 100 33 22 77 93
9159
Antonytm
mcp-all Claim 1
A Model Context Protocol server to run other MCP servers
C 68 54 39 67 N/A 45 95 94
9160
GoCoder7
Coolify MCP Server Claim 1
Enables AI assistants to interact with Coolify self-hosted instances for applic…
C 68 55 84 95 20 81 40
9161
orkuhh
Memory MCP Server Claim
Provides tools for AI agents to manage long-term memories, daily notes, and TOD…
C 68 54 86 28 N/A 30 90 100
9162
DeamonDev888
WhatsApp MCP Server Claim 1
An MCP server that enables AI to control WhatsApp Web via Puppeteer Stealth for…
C 68 54 61 57 N/A 35 88 93
9163
anoopt
Provides real-time access to Transport for London data, enabling users to check…
C 68 55 84 91 28 81 36
9164
stephenballot-ai
legacy-shield Claim 1
Zero-knowledge encrypted vault for AI agents. EU-hosted persistent storage.
C 68 54 66 72 N/A 35 81 80
9165
kongyo2
Discord Webhook MCP Claim 1
A Model Context Protocol server that enables LLMs to send, edit, and delete Dis…
C 68 55 51 61 73 82 78
9166
YeomYuJun
Manages knowledge graph data synchronized with GitHub repositories, enabling re…
C 68 55 86 63 45 81 56
9167
surendranb
google-analytics-mcp Claim 1
An MCP server that provides [describe what your server does]
C 68 54 61 50 N/A 49 83 95
9168
BhavinPatel04
Weather MCP Server Claim
Provides access to National Weather Service (NWS) data, enabling users to retri…
C 68 55 68 100 42 81 37
9169
MR901
mcp-plots Claim 1
MCP server for data visualization with Mermaid charts.
C 68 54 69 38 N/A 55 95 84
9170
chenchen0611
MCP Python Demo Claim
An MCP-based project that integrates Zhipu AI and Tencent Map APIs to provide w…
C 68 55 78 68 18 81 80
9171
Tai-DT
Advanced Model Context Protocol server that integrates Gemini AI with Tailwind …
C 68 55 90 31 55 71 89
9172
Jaz-spec
Analyzes local Git repositories to provide detailed insights into commit statis…
C 68 54 78 45 N/A 19 95 93
9173
Tar-ive
An MCP server that enables users to search for government grants based on keywo…
C 68 55 69 66 27 80 88
9174
drsullivan13
An MCP server with integrated ATXP micropayment functionality that requires USD…
C 68 55 59 71 21 81 100
9175
bmorphism
Marginalia MCP Server Claim 1
Provides access to Marginalia Search for discovering non-commercial and indepen…
C 68 55 90 83 32 81 37
9176 C 67 55 85 32 N/A 51 78 88
9177
Patrick-Ogbue
Enables browser automation and web scraping by exposing Playwright tools throug…
C 67 54 72 27 N/A 45 92 99
9178
djm81
Log Analyzer MCP Claim
A Python-based MCP server that enables AI-assisted log file analysis with featu…
C 67 55 82 30 38 81 100
9179
tetsuo-ai
grok-api-mcp Claim 2
An MCP server that provides comprehensive xAI/Grok API documentation, allowing …
C 67 55 53 67 32 82 99
9180
CaptainCrouton89
MCP Maker Claim
A specialized server that helps users create new Model Context Protocol (MCP) s…
C 67 55 72 82 N/A 23 95 44
9181
mahdin75
gis-mcp Claim
A Model Context Protocol server that connects LLMs to GIS operations, enabling …
C 67 55 64 33 N/A 74 82 87
9182
matiasbattocchia
google-mcp Claim
Streamable HTTP MCP server for Google Calendar and Sheets with OAuth login.
C 67 66 100 72 0 47 81 100
9183
itsregularjohn
A comprehensive utility MCP server that enables AI assistants to execute system…
C 67 55 60 55 39 81 96
9184
veonua
smartthings-mcp Claim
A lightweight server for Samsung SmartThings, offering tools to manage devices …
C 67 55 50 66 42 81 93
9185
Sunwood-ai-labs
SourceSage MCP Claim 2
A TypeScript-based server that visualizes project directory structures in Markd…
C 67 55 72 100 N/A 43 87 16
9186
hridayshah7
Connects Claude Desktop directly to GoHighLevel CRM accounts with 269+ tools ac…
C 67 55 84 42 33 76 92
9187
mstanton
Claude Jester MCP Claim
Transforms Claude from a code generator into a programming partner capable of t…
C 67 54 72 38 N/A 36 95 90
9188
witqq
Enables pattern-based file editing operations using copy/paste functionality wi…
C 67 55 90 53 N/A 44 95 42
9189
acenaga
Connects Claude Desktop to the Open-Meteo API to retrieve real-time weather dat…
C 67 54 60 50 N/A 29 92 97
9190
ronaldzuniga
Provides Claude Desktop and Claude Code with access to Microsoft 365 email and …
C 67 54 66 46 N/A 25 95 97
9191
qiao101660
Amap MCP Server Claim
Provides comprehensive geographic information services and route planning for A…
C 67 55 54 73 32 82 87
9192
Adrie-coder
A server that assists users in finding electronic components compatible with JL…
C 67 54 62 50 N/A 56 90 75
9193
FallseF
Enables AI to analyze and transform data using fusion algorithms with statistic…
C 67 55 78 91 N/A 23 95 29
9194
Wh0am123
MCP configuration to connect AI agent to a Linux machine.
C 67 54 82 31 N/A 56 80 83
9195
AyaanShaheer
Integrates the EduChain library to generate educational content including multi…
C 67 54 64 55 N/A 16 92 98
9196
yop-platform
yeepay-mcp Claim 1
The Yeepay MCP service provides integration with Yeepay services via the Model …
C 67 55 72 100 45 71 32
9197
polocap
MCP Code Analyzer Claim 1
An orchestrator that coordinates multiple security and quality tools like Semgr…
C 67 55 90 31 29 82 91
9198
jeweis
jewei-mcp-nacos Claim 2
An MCP server that enables AI assistants to query and manage Nacos configuratio…
C 67 55 39 72 57 81 90
9199
tesfandiari1
Enables users to query a comprehensive knowledge graph of personality psycholog…
C 67 55 60 60 34 82 93
9200
sunhye
Get real-time conditions and ultra-short-term forecasts across South Korea. Che…
C 67 54 64 55 N/A 44 92 77
Showing 9151–9200 of 33593 servers
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