MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11801
nsachin08
Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manag…
C 62 55 62 40 27 76 99
11802
stefanoamorelli
AI agent toolkit for accessing and analyzing SEC EDGAR filing data. Build intel…
C 62 54 64 25 N/A 62 90 71
11803
amyfan7
Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle …
C 62 54 50 47 N/A 26 95 90
11804
sourangshupal
MCP-RAG Server Claim
Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allow…
C 62 55 48 57 26 81 93
11805
Here-and-Tomorrow-LLC
A server that allows Claude to control audio playback on your computer, support…
C 62 54 48 36 N/A 37 90 100
11806
ErikNguyen20
ScholarScope MCP Claim
Enables academic research through the OpenAlex API, allowing users to search fo…
C 62 55 54 38 43 81 95
11807
emingenc
Enables control of MentraOS smart glasses through tools for managing text displ…
C 62 66 84 68 0 32 81 99
11808
CharlieFng
A simplified MCP server that provides a streamlined way to interact with AWS Cl…
C 62 55 54 47 23 81 98
11809
showtimez
A Cloudflare Workers-based remote Model Context Protocol server that operates w…
C 62 55 48 66 26 84 82
11810
shivamxtech
Kafka MCP Server Claim
Enables AI agents to interact with Apache Kafka through natural language, suppo…
C 62 55 58 28 47 80 99
11811
shubhechhadey
Provides real-time weather alerts for US states using the National Weather Serv…
C 62 55 60 40 21 83 100
11812
lokallost
Enables querying threat intelligence data about files, URLs, IPs, and domains f…
C 62 55 60 32 37 81 97
11813
PJ-TST-238819
Provides real-time cryptocurrency price data from OKX exchange through a Model …
C 62 55 56 58 10 81 95
11814
nilay320
Enables web search capabilities through the Tavily API. Allows users to search …
C 62 55 54 53 23 81 93
11815
homello
Homello MCP Claim
Provides access to Homello platform product documentation and configuration met…
C 62 55 64 30 45 82 91
11816
codit04
Enables AI assistants to access PSG College of Technology e-campus portal data …
C 62 55 62 31 37 81 100
11817
RyanLisse
Enables efficient vector database operations for embedding storage and similari…
C 62 55 66 60 22 81 68
11818
SufyaanKhateeb
A Model Context Protocol server demonstrating user management capabilities with…
C 62 55 57 82 N/A 23 95 37
11819
alex-rimerman
Enables users to query MLB Statcast, FanGraphs, and Baseball Reference data usi…
C 62 55 72 31 28 82 91
11820
guangliangyang
Enables AI-driven job application automation for LinkedIn and SEEK platforms wi…
C 62 54 66 33 N/A 19 95 88
11821
cemremengu
Weather MCP Server Claim
Provides weather information tools based on the National Weather Service APIs t…
C 62 55 68 30 27 82 100
11822
kachiO
mlx-whisper-mcp Claim
Local MCP server for MLX Whisper transcription
C 62 54 56 30 N/A 44 90 90
11823
chaitanyaiscoding
An MCP server designed to automate Django database setup and management, includ…
C 62 54 57 45 N/A 22 80 99
11824
wuunicorn
Enables traditional Chinese divination calculations through Liu Ren (六壬) chart …
C 62 55 72 33 16 81 98
11825
format37
youtube_mcp Claim
C 62 55 68 43 21 74 94
11826
rsimd
DuckDuckGo MCP Server Claim 2
A Model Context Protocol server that enables AI applications like Claude Deskto…
C 62 55 69 62 23 82 63
11827
dreamingms
16 AI-native tools with dual SSE + streamable-http transport. Free tier availab…
C 62 66 94 53 0 50 81 95
11828
ckamilokoo
MCP Test DB Server Claim
Enables interaction with a PostgreSQL database through MCP tools for employee m…
C 62 55 68 41 26 81 88
11829
4R9UN
Enables AI-powered threat intelligence analysis of IPs, domains, URLs, and file…
C 62 55 68 31 49 81 79
11830
ibm-pedro-tabofunda
A template for deploying MCP servers without authentication on Cloudflare Worke…
C 62 55 48 67 27 81 83
11831
hokupod
Translates Japanese text into English using the Textra API service, enabling LL…
C 62 55 54 36 39 81 100
11832
coderleo
MCP MySQL Server Claim
Enables secure read-only access to MySQL databases through SELECT queries via H…
C 62 55 72 33 28 81 87
11833
shiwei73
Enables parsing and extracting content from WeChat public account articles usin…
C 62 55 54 67 21 81 78
11834
FerryZhaoHui
Leiga MCP Server Claim
Enables interaction with Leiga issue tracking system through MCP, allowing sear…
C 62 64 78 61 0 43 95 92
11835
Badribn0612
img-gen Claim
Provides tools for generating optimized images via Google's Gemini model and fe…
C 62 55 72 32 24 76 100
11836
scottglshields
A deployable Model Context Protocol server on Cloudflare Workers that enables A…
C 62 55 48 70 21 81 82
11837
opentofu
OpenTofu MCP Server Claim 1
A Model Context Protocol server that allows AI assistants to search for and ret…
C 62 66 79 61 0 58 81 94
11838
minitim222
Enables Claude to directly access Google Drive files and analyze High Performan…
C 62 54 64 37 N/A 19 90 91
11839
BACH-AI-Tools
An MCP server for accessing the Twitter/X Api45 API, allowing users to retrieve…
C 62 55 41 100 45 81 38
11840
mcptrust
mcptrust Claim
Runtime security proxy for MCP: lockfile enforcement, drift detection, artifact…
C 62 54 78 30 N/A 68 95 38
11841
muhenan
Enables automated interaction with Xiaohongshu (Little Red Book) social media p…
C 62 54 62 43 N/A 23 90 85
11842
Sharan0402
Parses PDF receipts to extract grocery and shopping expenses, automatically cat…
C 62 54 54 38 N/A 24 95 93
11843
terellcodes
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 54 50 25 76 99
11844
liang04
SSH MCP Server Claim 1
Enables secure SSH connections to multiple remote servers with support for comm…
C 62 55 54 82 48 81 40
11845
barwalgayatri02
A demonstration project for building and testing Model Context Protocol (MCP) s…
C 62 54 64 22 N/A 29 95 99
11846
naveenkumarr1812
A Model Context Protocol (MCP) server that demonstrates mathematical capabiliti…
C 62 54 50 37 N/A 23 95 100
11847
wgh1992
A serverless MCP implementation on Cloudflare Workers that allows deploying cus…
C 62 55 48 66 26 84 81
11848
issuebadge
A Model Context Protocol server that enables AI assistants to create, issue, an…
C 62 66 69 75 0 49 81 99
11849
lobstercare
A server that allows AI models to control and interact with aircraft in the Geo…
C 62 54 60 26 N/A 28 95 97
11850
freibergergarcia
Provides instant access to WordPress.org documentation, WordPress VIP guides, a…
C 62 66 96 52 0 43 81 95
Showing 11801–11850 of 66495 servers
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