MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29804
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11851
Teemo4621
Enables control of Android emulators (MumuEmulator or ADB-connected devices) th…
C 62 54 66 33 N/A 21 90 95
11852
aninibread
A template for deploying remote Model Context Protocol servers on Cloudflare Wo…
C 62 55 48 70 24 81 81
11853
sriram-mk1
A Cloudflare Workers-based MCP server implementation that supports OAuth/bearer…
C 62 54 54 60 N/A 21 95 73
11854
Baronco
A Model Context Protocol server that allows AI assistants to discover, load, an…
C 62 54 45 52 N/A 25 90 95
11855
rog0x
mcp-regex-tools Claim
Provides a suite of regex and text processing tools for AI agents, including pa…
C 62 54 72 0 N/A 53 91 98
11856
zhiyingzzhou
AI Notify MCP Claim
Sends system notifications when AI completes responses in MCP-compatible code e…
C 62 55 66 75 N/A 23 95 37
11857
AlexanderCohen
A deployable Model Context Protocol server on Cloudflare Workers that allows LL…
C 62 55 48 66 26 84 82
11858
classhopperapp
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 62 55 48 68 24 84 80
11859
mabanas1
FastMCP server that enables AI assistants to integrate with Red Hat Errata Tool…
C 62 54 60 36 N/A 16 95 98
11860
glassBead-tc
Provides current weather data and city comparisons for any location with suppor…
C 62 55 66 35 22 82 100
11861
learnwithcc
Tally MCP Claim
Manage Tally.so forms through AI conversation. Create, update, and organize for…
C 62 66 82 70 0 47 81 92
11862
deploya-labs
Email sending MCP Claim 2
An MCP server that allows Claude Desktop or Cursor to send emails directly usin…
C 62 55 47 66 21 78 93
11863
milan9527
Enables querying and analyzing AWS cost and usage data through the AWS Cost Exp…
C 62 55 66 37 22 80 100
11864
prajwalnayak7
MCP Server Redis Claim
A server that provides Claude with Redis database access and operations through…
C 62 55 60 27 44 80 99
11865
Dataojitori
Enables AI agents to interact with Bluesky social network through optimized, to…
C 62 55 66 41 25 77 96
11866
codit04
Enables AI assistants to access PSG College of Technology e-campus portal data …
C 62 55 62 31 37 81 100
11867
nirholas
x402-deploy Claim
Turn any API or MCP server into a paid service with x402
C 62 66 90 38 0 70 80 100
11868
SPAIK-io
Enables AI-powered ROI prediction and tracking with Monte Carlo simulations, Du…
C 62 55 72 65 52 80 35
11869
jcdumlao14
Enables web page scraping via Jina reader API and searching FastMCP documentati…
C 62 55 50 50 27 81 100
11870
Jackchen0514
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 62 55 48 70 24 81 78
11871
stucchi
Enables managing Google Analytics 4 properties, data streams, conversions, and …
C 62 54 68 40 32 77 87
11872
wgh1992
A serverless MCP implementation on Cloudflare Workers that allows deploying cus…
C 62 55 48 66 26 84 81
11873
chakri01
Enables semantic search and conversational querying across a personal research …
C 62 55 76 28 21 80 99
11874
PoliTwit1984
GitHub MCP Server Claim 2
A Model Context Protocol server that enables AI models to interact with GitHub'…
C 62 55 75 45 17 81 79
11875
huang-sh
SCMCP Claim 2
An MCP server that enables single-cell RNA sequencing analysis through natural …
C 62 55 77 51 59 83 36
11876
icck
Toy MCP Server Claim
A simple MCP server that provides two tools: one for counting specific letter o…
C 62 55 48 53 28 81 97
11877
allenbijo
A lightweight server that provides real-time system information including CPU, …
C 62 54 56 22 N/A 43 90 100
11878
zym9863
A Model Context Protocol server that enables searching for images on Pixabay wi…
C 62 66 79 61 0 54 81 100
11879
prithvi-seri
Enables secure file management operations within a documents folder, including …
C 62 54 60 35 N/A 16 95 99
11880
martinsky999
MCP Git Server Claim 3
A Model Context Protocol server that enables LLMs to interact with Git reposito…
C 62 55 59 82 41 77 44
11881
danix800
Hello Claim
Send a friendly greeting to anyone. Personalize quick intros and acknowledgment…
C 62 54 42 50 N/A 17 95 100
11882
rahulsnc3it
A Model Context Protocol server that provides jokes on demand, allowing users t…
C 62 55 33 55 46 80 100
11883
Ansvar-Systems
uruguayan-law-mcp Claim
Uruguayan legislation via MCP — full-text search across statutes and provisions
C 62 64 90 33 0 66 95 91
11884
smallwhitelz
Weather MCP Server Claim 1
An MCP server integrated with the QWeather API that provides real-time weather …
C 62 54 41 62 N/A 27 94 83
11885
featureflow
Enables AI assistants to manage Featureflow feature flags, including creating a…
C 62 66 86 63 0 51 81 90
11886
block-town
MCP Gateway Claim
Reduces LLM context window overhead by proxying multiple MCP servers through a …
C 62 55 72 36 34 80 81
11887
Muzain187
TG_MCP Claim
A lightweight Python interface that exposes TigerGraph database operations as s…
C 62 55 72 22 40 76 97
11888
Nikhil-Kandekar
Enables automated GitHub login through browser automation using Playwright. Pro…
C 62 54 54 36 N/A 26 95 97
11889
Rev4nchist
An MCP server that connects Claude.ai to a Notion-based marketing knowledge bas…
C 62 55 57 50 25 80 93
11890
githejie
This server enables LLMs to use calculator for precise numerical calculations
C 62 54 62 22 N/A 50 87 94
11891
kakacoding1
Enables AI agents to programmatically control a live Excalidraw canvas through …
C 62 55 84 0 53 78 97
11892
sirlordt
Execute commands in visible VSCode terminal tabs with output capture and sessio…
C 62 54 72 0 N/A 55 87 98
11893
hithereiamaliff
Enables comprehensive management of Ghost CMS instances through the Admin API, …
C 62 66 90 67 0 50 81 78
11894
nsachin08
Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manag…
C 62 55 62 40 27 76 99
11895
kukapay
uniswap-pools-mcp Claim 1
An MCP server for querying Uniswap pools/pairs by token address, delivering cle…
C 62 55 49 43 39 81 97
11896
temiedani
YouTube MCP Server Claim
Enables AI models to interact with YouTube content through video search, channe…
C 62 55 60 41 23 80 99
11897
shooooori0128
A serverless MCP implementation on Cloudflare Workers that allows connecting AI…
C 62 55 48 68 21 81 84
11898
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
11899
YusefMobasheri
A deployable remote MCP server on Cloudflare Workers that enables the use of cu…
C 62 55 48 66 21 81 85
11900
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
Showing 11851–11900 of 57160 servers
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