MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 4 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11951
hkonda015
MCP Data Server Claim
Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic sear…
C 62 54 54 37 N/A 18 95 98
11952
sssjiang
PubChem MCP Server Claim
Extracts basic chemical information and drug data from the PubChem API. It enab…
C 62 55 54 82 28 81 57
11953
chadkunsman
Zoom MCP Server Claim
Enables intelligent monitoring and management of Zoom rooms across multiple sit…
C 62 55 54 48 26 81 98
11954
JesusDavidQuarksoft
An MCP server that integrates SAST, DAST, and SCA security tools to enable AI-d…
C 62 55 63 33 50 76 87
11955
evilpixi
An MCP server with comprehensive CI/CD workflows including unit tests, integrat…
C 62 55 69 26 29 81 99
11956
jcdumlao14
Enables web page scraping via Jina reader API and searching FastMCP documentati…
C 62 55 50 50 27 81 100
11957
ericskiff
Provides real-time train schedule information and live predictions for all 18 s…
C 62 66 84 75 0 32 82 91
11958
asdasgusdas
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 62 55 48 70 24 81 82
11959
mmulqu
A Cloudflare Workers-based MCP server template for building remote MCP servers …
C 62 55 48 70 24 81 81
11960
claudiobastos
A template for deploying a Model Context Protocol server on Cloudflare Workers …
C 62 55 48 66 21 81 85
11961
terryso
tv-recommender-mcp-server
C 62 55 54 33 56 83 89
11962
Richard-Zhangxj
Enables interaction with SAP systems through RESTful APIs via MCP protocol. Sup…
C 62 55 78 43 16 81 81
11963
montevive
penpot-mcp Claim
Penpot MCP server
C 62 55 48 41 N/A 48 81 97
11964
Lucasvdmeulen
A deployable MCP server on Cloudflare Workers that enables AI tools integration…
C 62 55 48 67 21 81 84
11965
jm12138
Provides access to Chinese stock market data through the QMT platform, enabling…
C 62 55 62 27 40 81 98
11966
bsmi021
A Model Context Protocol server that enables enhanced file system operations in…
C 62 55 57 82 48 82 34
11967
Sharan0402
Parses PDF receipts to extract grocery and shopping expenses, automatically cat…
C 62 54 54 38 N/A 24 95 93
11968
terellcodes
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 54 50 25 76 99
11969
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
11970
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 68 21 81 83
11971
sirlordt
Execute commands in visible VSCode terminal tabs with output capture and sessio…
C 62 54 72 0 N/A 55 87 98
11972
githejie
This server enables LLMs to use calculator for precise numerical calculations
C 62 54 62 22 N/A 50 87 94
11973
wuunicorn
A Model Context Protocol server that provides accurate Chinese Ziwei Doushu ast…
C 62 55 57 33 45 82 95
11974
hannesj
Exposes Ant Design component documentation to Large Language Models, allowing L…
C 62 55 60 41 24 81 98
11975
barwalgayatri02
A demonstration project for building and testing Model Context Protocol (MCP) s…
C 62 54 64 22 N/A 29 95 99
11976
r0x0d
linux-mcp-server Claim 2
MCP server for read-only Linux system administration, diagnostics, and troubles…
C 62 64 65 66 0 74 81 95
11977
qqzhangyanhua
Provides real-time stock information for Chinese A-shares and US stocks using t…
C 62 55 48 62 24 78 91
11978
Tsuchijo
MATLAB MCP Server Claim 1
Allows interaction with MATLAB by creating and executing scripts and functions …
C 62 54 66 33 N/A 21 88 93
11979
nathanielnoyd
Metro MCP Claim
Enables users to interact with Washington DC Metro (WMATA) transit system throu…
C 62 66 78 72 0 39 80 100
11980
vibase-ai
vibase Claim
Easily query and mutate Postgres data using MCP. This is an open source project.
C 62 55 88 63 41 82 19
11981
CesarPetrescu
Codex LSP Bridge Claim
Exposes Language Server Protocol (LSP) features as MCP tools, enabling IDE-grad…
C 62 54 60 27 N/A 43 90 89
11982
martingeidobler
android-mcp-server Claim
21-tool Android device control via ADB — screenshots with compression, UI tree …
C 62 54 72 0 N/A 66 82 97
11983
BQ31X
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 60 42 24 81 96
11984
Sinan-Abbas07
A Model Context Protocol server that delivers jokes on demand, allowing users t…
C 62 55 33 55 46 82 100
11985
jhlia0
A Model Context Protocol server that integrates with Azure DevOps, enabling use…
C 62 54 45 56 N/A 24 90 88
11986
hakeemrabiuDFW
Enables AI assistants to query and manage QuickBooks Online data through natura…
C 62 66 72 72 0 48 81 100
11987
imatza-rh
mcp-zuul Claim 1
Zuul CI integration with 14 tools for build failure analysis, log search, pipel…
C 62 55 76 0 85 69 94
11988
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
11989
DaBaiGoose
Enables AI assistants to send WeChat messages and take screenshots through ADB …
C 62 54 66 25 N/A 40 95 83
11990
JooseokKim-DL
A FastAPI-based MCP server scaffold designed to extract material tables from Au…
C 62 54 72 53 N/A 27 90 57
11991
MeirKaD
Enables diabetes management by retrieving real-time glucose readings from Dexco…
C 62 55 54 56 24 81 87
11992
Dhruvimahale08
Enables AI-powered employee data management in Excel files, automatically class…
C 62 54 54 36 N/A 22 95 99
11993
yakir-Yang
A customer service MCP server that enables order lookup by phone number and sto…
C 62 55 72 41 24 81 85
11994
HeurisTech
Gmail MCP Server Claim
Enables sending emails through Gmail using Google's Gmail API. Requires OAuth a…
C 62 55 74 37 21 80 90
11995
esakrissa
A customized MCP server that enables integration between LLM applications and d…
C 62 55 72 33 28 80 90
11996
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
11997
stefanoamorelli
AI agent toolkit for accessing and analyzing SEC EDGAR filing data. Build intel…
C 62 54 64 25 N/A 62 90 71
11998
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
11999
Red5d
Memos MCP Server Claim
Enables AI assistants to interact with Memos instances for knowledge management…
C 62 55 62 36 39 81 89
12000
freibergergarcia
Provides instant access to WordPress.org documentation, WordPress VIP guides, a…
C 62 66 96 52 0 43 81 95
Showing 11951–12000 of 66495 servers
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