MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 2 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11951
Roland0511
A Model Context Protocol server that enables AI assistants to interact with Fei…
C 62 55 47 41 66 81 82
11952
Dhruvimahale08
Enables AI-powered employee data management in Excel files, automatically class…
C 62 54 54 36 N/A 22 95 99
11953
SwipeBuilder-io
Enables programmatic access to your SwipeBuilder ad swipe library to retrieve s…
C 62 55 64 43 24 81 93
11954
Ansvar-Systems
italian-law-mcp Claim
Italian legislation via MCP — full-text search across statutes and provisions
C 62 64 90 32 0 65 95 94
11955
nicavcrm
A Model Context Protocol server that provides structured workflow tools for man…
C 62 55 63 82 N/A 28 90 34
11956
Stoicmehedi
Connects AI assistants to a Kali Linux terminal for executing security tools, m…
C 62 55 66 33 40 81 86
11957
hakeemrabiuDFW
Enables AI assistants to query and manage QuickBooks Online data through natura…
C 62 66 72 72 0 48 81 100
11958
xixuer
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 62 55 48 68 21 81 83
11959
reuvenaor
MCP server for Shadcn UI, enabling automated, remote, or containerized project …
C 62 64 69 65 0 46 95 100
11960
JesusDavidQuarksoft
An MCP server that integrates SAST, DAST, and SCA security tools to enable AI-d…
C 62 55 63 33 50 76 87
11961
sirlordt
Execute commands in visible VSCode terminal tabs with output capture and sessio…
C 62 54 72 0 N/A 55 87 98
11962
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
11963
awslabs
Log Analyzer with MCP Claim 1
A Model Context Protocol server that provides AI assistants access to AWS Cloud…
C 62 55 57 33 63 81 83
11964
Muzain187
TG_MCP Claim
A lightweight Python interface that exposes TigerGraph database operations as s…
C 62 55 72 22 40 76 97
11965
droidnext
A server that provides organized documentation content for various applications…
C 62 55 48 52 36 81 91
11966
Sharan0402
Parses PDF receipts to extract grocery and shopping expenses, automatically cat…
C 62 54 54 38 N/A 24 95 93
11967
mcptrust
mcptrust Claim
Runtime security proxy for MCP: lockfile enforcement, drift detection, artifact…
C 62 54 78 30 N/A 68 95 38
11968
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 68 21 81 83
11969
jpbester
payfast Claim 2
MCP server for PayFast — AI assistants interact with South Africa's payment gat…
C 62 64 57 72 0 54 94 100
11970
HasnainAli47
TOON MCP Server Claim 1
Converts JSON data and system prompts to and from TOON (Token-Oriented Object N…
C 62 55 62 36 40 84 85
11971
errajibadr
TwilioManager MCP Claim
A server that connects Claude AI to Twilio through the Model Context Protocol, …
C 62 55 66 41 25 76 93
11972
kakacoding1
Enables AI agents to programmatically control a live Excalidraw canvas through …
C 62 55 84 0 53 78 97
11973
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
11974
nstebbins
mcp-manager Claim
CLI tool for managing Model Context Protocol (MCP) servers in one place & using…
C 62 54 54 62 N/A 64 95 35
11975
yeonkyu-git
MCP Prometheus Claim 1
An MCP server for Prometheus-based monitoring that enables users to query syste…
C 62 55 57 42 32 82 92
11976
hevener10
A server that implements a checklist management system with features like task …
C 62 55 72 75 N/A 13 95 35
11977
sysu-aicpm
Enables AI models to control and query smart home devices (air conditioners, li…
C 62 55 60 68 32 81 58
11978
DaBaiGoose
Enables AI assistants to send WeChat messages and take screenshots through ADB …
C 62 54 66 25 N/A 40 95 83
11979
rupesh-github01
MCP Server Basic Claim
A basic MCP server example that provides simple arithmetic tools (addition and …
C 62 54 66 27 N/A 24 95 94
11980
maxim-saplin
Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
C 62 54 60 22 N/A 42 95 91
11981
HowardQin
fastmcp-opengauss Claim
Enables interaction with openGauss databases through multiple transport methods…
C 62 55 80 28 23 71 99
11982
mobilehackinglab
A server that exposes the Jadx decompiler API over HTTP, enabling Claude to int…
C 62 55 60 30 46 80 94
11983
Agencia-Tecnologica-Multiverse-Limitada
UX Laws MCP Claim 1
An MCP server for auditing and analyzing user interfaces across 20 platforms ba…
C 62 55 57 83 42 81 37
11984
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
11985
Sauravmehto
Provides comprehensive stock analysis tools for real-time market data, technica…
C 62 55 60 38 25 83 100
11986
mprokopov
Ledger MCP Server Claim 2
An MCP server that allows accessing and managing ledger files through Claude by…
C 62 54 71 17 N/A 37 95 89
11987
zekker6
mcp-helm Claim 1
MCP server for Helm package manager
C 62 66 63 68 0 76 81 97
11988
Richard-Zhangxj
Enables interaction with SAP systems through RESTful APIs via MCP protocol. Sup…
C 62 55 78 43 16 81 81
11989
ikhyunAn
Enables users to create, manage, and analyze investment portfolios with real-ti…
C 62 55 72 36 22 80 91
11990
nathanonn
MCP URL Fetcher Claim 1
A Model Context Protocol server that enables LLMs to fetch and process web cont…
C 62 55 45 62 21 80 97
11991
mitchhankins01
oura-ring-mcp Claim
Connects your Oura Ring to AI assistants like Claude, providing human-readable …
C 62 64 90 67 0 40 75 94
11992
0GiS0
Demonstrates how to implement sampling in MCP servers, allowing tools to reques…
C 62 54 60 27 N/A 30 95 94
11993
horw
esp-mcp Claim
Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
C 62 54 60 22 N/A 39 95 91
11994
lalanikarim
Comfy MCP Server Claim 1
The Comfy MCP Server uses the FastMCP framework to generate images from prompts…
C 62 54 64 25 42 95 82
11995
cluesang
A Python server that enables remote control of Bittle robots via Bluetooth usin…
C 62 54 62 26 N/A 26 92 100
11996
Huxley-Brown
Generates project specifications and file structures using Claude AI through MC…
C 62 55 54 57 22 81 88
11997
freibergergarcia
Provides instant access to WordPress.org documentation, WordPress VIP guides, a…
C 62 66 96 52 0 43 81 95
11998
ifoundry
Provides AI assistants with structured access to an organization's engineering …
C 62 54 88 0 N/A 29 90 96
11999
emingenc
Enables control of MentraOS smart glasses through tools for managing text displ…
C 62 66 84 68 0 32 81 99
12000
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
Showing 11951–12000 of 57160 servers
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