MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21851
hanzili
hanzi-browse Claim
MCP server providing browser automation for AI agents with context-aware playbo…
C 68 33 62 43 95
21852
harshmaur
GitLab MCP Server Claim 1
An MCP server that enables communication with GitLab repositories, allowing int…
C 68 44 63 72 51 81
21853
LeoMbm
malt-mcp Claim 1
MCP server for Malt.fr. Read your freelance profile, stats, and missions from C…
C 68 33 39 N/A N/A 79 95
21854
feamster
Enables control of the Elektron Digitakt II drum machine through MIDI commands.…
C 68 43 84 50 N/A 27 95
21855
bio-mcp
BWA MCP Server Claim
Enables AI assistants to perform DNA/RNA sequence alignment using BWA (Burrows-…
C 68 43 86 63 N/A 19 88
21856
camcarre
hevymcp Claim
C 68 33 48 N/A N/A 66 95
21857
Happy-Technologies-LLC
servicenow-nodejs Claim 1
Multi-instance ServiceNow MCP server with 40+ tools and intelligent schema disc…
C 68 43 84 38 N/A 80 67
21858
SepineTam
latex-mcp Claim
Enable AI agents to compile TeX files with LaTeX inside a Docker container.
C 68 43 54 56 N/A 71 95
21859
jenniferjiang0511
Hello Weather Claim
Greet people by name and check local forecasts and weather alerts across the U.…
C 68 33 60 N/A N/A 47 95
21860
tomdwipo
android-mcp Claim
A lightweight MCP server for Android operating system automation. This server p…
C 68 43 92 31 N/A 44 95
21861
exp78
telldone Claim
Voice-first planning — notes, tasks, events and AI reports. 21 tools. iOS + App…
C 68 33 58 N/A N/A 73 78
21862
structurizr
structurizr Claim
Structurizr is a "models as code" tool designed for the C4 model.
C 68 33 50 N/A N/A 64 95
21863
AnkleBreaker-Studio
Unity MCP Plugin (UPM) — Editor bridge for AI-assisted game development. Enable…
C 68 33 54 N/A N/A 56 95
21864
byronwade
memoria Claim
Prevents your AI from breaking code by revealing hidden file dependencies throu…
C 68 43 60 68 N/A 50 92
21865
matteoantoci
Exposes various Marketstack API endpoints as MCP tools, providing access to fin…
C 68 44 80 68 30 83
21866
ezyang
codemcp Claim
Coding agent with basic read, write and command line tools.
C 68 43 68 43 N/A 73 90
21867
Techmatic-sys
indiamart-mcp-server Claim 1
Claude AI for IndiaMART leads - fetch, search, sync and track pipeline.
C 68 33 54 N/A N/A 56 95
21868
BasedHardware
omi Claim 1
A Model Context Protocol server for Omi interaction and automation. This server…
C 68 44 69 40 78 86
21869
shenqingtech
The MCP provides comprehensive financial data and analytical tool support for A…
C 68 43 68 71 N/A 36 90
21870
phoenice-labs
Polyglot MCP test generation with 8-section contract enforcement across Python,…
C 68 33 60 N/A N/A 47 95
21871
khan2a
MCP Telephony server for automating voice calls with Speech-to-Text and Speech …
C 68 43 60 66 N/A 56 90
21872
latte-chan
Enables AI assistants to search and retrieve Magic: The Gathering card data thr…
C 68 44 80 58 44 80
21873
razz-games
razz-mcp Claim
Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with…
C 68 33 62 57 83
21874
Zaby2
Provides file reading and mathematical calculation tools through the Model Cont…
C 68 33 66 N/A N/A 35 95
21875
Viking1726
A middleware system that connects large language models (LLMs) with various too…
C 68 44 78 68 34 81
21876
HeetVekariya
devto-agent Claim
Build and deploy an autonomous Devto Agent capable of interacting with the Dev.…
C 68 43 84 57 N/A 26 89
21877
maragathamani-boothalingam
Perform arithmetic and other common math calculations on demand. Combine operat…
C 68 33 72 N/A N/A 24 95
21878
noemica-io
Claude in Chrome, reverse-engineered and open-source. No domain blocklist. Any …
C 68 33 72 N/A N/A 25 95
21879
illegal-instruction-co
your ai debugger, vibe hacking tool
C 68 33 50 N/A N/A 61 95 C
21880
Junwoo-Seo-1998
SSAFY Lunch Menu Claim
Check daily SSAFY cafeteria menus by date. Get floor-specific lunch options to …
C 68 33 60 N/A N/A 44 95
21881
13bm
GhidraMCP Claim 1
MCP server for integrating Ghidra with AI assistants. This plugin enables binar…
C 68 43 65 48 N/A 65 92
21882
freshtechbro
Vibe-Coder-MCP Claim 1
Vibe-Coder-MCP server extends AI assistants with specialized software developm…
C 68 44 81 43 N/A 63 80
21883
perforce
Integrates with Perforce P4 version control system via Model Context Protocol, …
C 68 43 60 50 69 95
21884
stacklok
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highligh…
C 68 43 60 43 N/A 85 92
21885
oneill9
Community-built server providing real-time London transport data via the TfL Un…
C 68 33 48 N/A N/A 66 95
21886
denis-platonov
qtm4j-mcp-server Claim 1
MCP server for QTM4J (QMetry Test Management for Jira) Open API, enabling test …
C 68 33 57 76 75
21887
arijit-gogoi
mpv-mcp-server Claim
Control mpv media player — playback, playlists, YouTube streaming, and download…
C 68 33 66 N/A N/A 37 95
21888
c0h1b4
MSSQL MCP Server Claim
Enables execution of SQL queries and management of Microsoft SQL Server databas…
C 68 44 66 63 60 81
21889
vrppaul
semantic-code-mcp Claim
A local MCP server that provides semantic code search for Python codebases usin…
C 68 43 64 50 N/A 63 94
21890
pavelsukhachev
Coolify MCP Server Claim 1
An MCP server that enables AI assistants to manage infrastructure, applications…
C 68 44 63 70 56 81
21891
SARAMALI15792
Provides structured access to PMAS Arid Agriculture University Rawalpindi's aca…
C 68 44 76 62 48 80
21892
adriyansyah-mf
MCP Pentest Claim
An automated penetration testing framework that enables intelligent security as…
C 68 43 78 56 N/A 29 95
21893
TemplateFoxPDF
mcp-server Claim 1
MCP server for TemplateFox PDF generation API - Generate PDFs from templates vi…
C 68 33 53 N/A N/A 73 83
21894
mbarinov
OKX MCP Server Claim
Enables AI assistants to interact with OKX trading accounts through read-only a…
C 68 43 64 61 N/A 49 95
21895
MNIsRed
Chrome MCP Server Claim
An extension-based MCP server that enables AI assistants to control your browse…
C 67 33 56 N/A N/A 50 95
21896
promptexecution
just-mcp Claim
Justfile integration that enables LLMs to execute any CLI or script commands wi…
C 67 43 48 58 N/A 80 90
21897
jeandelest
Screen MCP Claim
Enables LLMs to capture screenshots and screen recordings through MCP with chun…
C 67 33 66 N/A N/A 30 95
21898
sunjoonkim
openslide-python Claim
C 67 33 56 N/A N/A 50 95
21899
VertexStudio
developer Claim
Comprehensive developer tools for file editing, shell command execution, and sc…
C 67 43 66 61 N/A 45 90
21900
goldenpathdigital
Laravel upgrade automation via MCP. Analyzers, tools & docs for Laravel 6-11 mi…
C 67 33 58 N/A N/A 45 95
Showing 21851–21900 of 67226 servers
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