MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29585
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24951
FlameZerg
test Claim
D 42 33 18 N/A N/A 10 95
24952
veenastudio
FL Studio MCP Claim 1
An MCP server that connects Claude to FL Studio, allowing the AI to compose mus…
D 42 43 23 26 N/A 24 95
24953
elvisleyva49
MCP Server Demo Claim
A minimal WebSocket-based MCP server implementation that enables modern tool in…
D 42 44 42 20 21 81
24954
itsamisalem
test Claim
D 42 33 18 N/A N/A 10 95
24955
dependify
Enables AI assistants to control a browser through Playwright running on Cloudf…
D 42 44 42 17 26 81
24956
kablewy
Enables AI assistants to control a browser through Playwright and Cloudflare Wo…
D 42 44 42 15 27 81
24957
dillip285
A Model Context Protocol server that enables Claude to manage software developm…
D 42 43 33 31 N/A 17 84
24958
lhmpaiPublic
McpLLMServer Claim
A FastAPI-based MCP server that enables LLM agents to interact with Ollama mode…
D 42 44 42 20 22 81
24959
sent3nal
A server that enables AI assistants to control a browser through tools, allowin…
D 42 44 42 17 21 81
24960
jbstanley2004
A Model Control Protocol server that enables AI assistants to control a browser…
D 42 44 42 17 21 81
24961
sayouzone
mcp-opendart-server Claim 1
An MCP server that provides OpenDart API
D 42 43 27 12 N/A 53 84
24962
Lee-Becky
budget_api Claim
D 42 43 24 30 N/A 21 92
24963
ruifigueira
Enables AI assistants to perform web automation tasks such as navigation, typin…
D 42 44 42 17 22 84
24964
dylanc1317-create
Manage leads and insights for NZ trade businesses via LeadCloser AI.
D 42 33 16 N/A N/A 15 95
24965
moritalous
A Model Context Protocol server that enables AI assistants to perform web searc…
D 42 44 27 25 40 81
24966
raylow-x
mcpsmith2 Claim
D 42 33 18 N/A N/A 12 95
24967
shark-bot-0118
An OpenAI API-based MCP server that provides deep thinking and analysis capabil…
D 41 44 54 0 19 81
24968
samihalawa
Scan QR codes and go! No more troublesome autos or APIs! Send text messages, im…
D 41 55 42 27 0 56 82
24969
wmarceau
hvac-quotes Claim 1
HVAC equipment RFQ management - submit quotes to distributors
D 41 33 16 N/A N/A 12 95
24970
weaviate
An MCP Server to connect to your Weaviate collections as a knowledge base as we…
D 41 44 31 27 27 78
24971
MauroCor
MCP-Midscene Claim
A server that allows using natural language to automate test flows with Playwri…
D 41 44 42 17 19 81
24972
JoaoA1egre
A Laravel-based MCP server that enables users to browse, search, and import Sta…
D 41 44 42 7 24 85
24973
Sign312
yuexia_test Claim 1
yuexia\_test
D 41 43 38 11 N/A 17 94
24974
wangsijie
An MCP server that enables AI assistants to perform web automation tasks like n…
D 41 44 27 25 27 84
24975
KRING-Ventures
Enables AI assistants to control a web browser through tools for navigation, cl…
D 41 44 42 11 21 84
24976
chinggu88
A server that automatically reviews code style and suggests improvements, with …
D 41 33 18 N/A N/A 7 95
24977
idofrizler
Azure MCP Server Claim 1
An MCP server for interacting with Azure. Contains some common Compute and Netw…
D 41 43 9 36 N/A 39 87
24978
blacklotusdev8
Greet anyone by name with a friendly hello. Scrape webpages to extract content …
D 41 55 54 33 0 29 81
24979
fefergrgrgrg
A lightweight MCP server that enables Cursor Agents to interact with the WorkOS…
D 41 44 32 12 40 82
24980
Aman-Amith-Shastry
This MCP server enables users to perform scientific computations regarding line…
D 41 55 54 23 0 43 81
24981
bmoir23
Enables AI assistants to control a browser through Playwright on Cloudflare Wor…
D 41 44 42 12 21 84
24982
seung4027
levmm Claim 1
D 41 33 18 N/A N/A 9 95
24983
AI24K
Enables AI assistants to control a browser through a set of tools, allowing the…
D 41 44 42 12 21 83
24984
milind-kulshrestha
A Model Context Protocol server that provides read-only access to GitHub reposi…
D 41 44 33 27 18 83
24985
SaraNazeer27
Dynamically converts any REST service's OpenAPI specification into MCP tools, e…
D 41 44 34 28 16 81
24986
potlee
A Model Control Protocol server that enables AI assistants to control a browser…
D 40 44 42 12 21 81
24987
fefergrgrgrg
Frontend Review MCP Claim 1
An MCP server that reviews UI edit requests by comparing before and after scree…
D 40 44 21 20 40 83
24988
mifactory-bot
Web scraping for AI agents. Extract text and metadata from any URL worldwide. $…
D 40 43 24 40 25 70
24989 D 40 33 18 N/A N/A 4 95
24990
stuzero
pg-mcp Claim
PG-MCP is an HTTP server implementation that enables AI systems to interact wit…
D 40 43 30 20 N/A 20 87
24991
kathayl
A Model Control Protocol server that enables AI assistants to control a browser…
D 40 44 42 12 21 81
24992
Djyeigner
mcp-test Claim
D 40 43 24 22 N/A 16 96
24993
liaotaodcx8
mcp-serverTest
D 40 33 18 N/A N/A 4 95
24994
redmadrobot-rnd
MCP Registry Claim
A central registry MCP server that routes requests to specialized AI services i…
D 40 44 48 0 40 68
24995
mcp-fortress
MCP Fortress Claim
Security scanner for MCP servers. Detect vulnerabilities, prompt injection, and…
D 40 55 54 16 0 48 81
24996
paulhindemith
Enables interaction with Google Analytics 4 data through the Google Analytics D…
D 40 44 42 12 19 81
24997
miguelgarzons
Greet people by name with friendly, personalized messages. Add a warm touch to …
D 40 55 48 35 0 29 81
24998
Niharikaasopa
GitHub Repo Helper is a simple and beginner-friendly Model Context Protocol (MC…
F 39 43 24 27 N/A 10 92
24999
aaudeon
MCP Weather Server Claim 2
A Model Context Protocol server that provides real-time weather information and…
F 39 44 27 20 23 85
25000
freshaq09
browser Claim
F 39 43 24 20 N/A 14 95
Showing 24951–25000 of 47403 servers
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