MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29595
Scored
2112
Verified
16952
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7601
adisaputra10
MCP Datadog Playcourt Claim 1
Enables monitoring and querying of Datadog metrics for Kubernetes clusters, APM…
B 70 55 78 67 24 71 96
7602
malvernbright
MCP Odoo Server Claim 1
Enables AI assistants to interact with Odoo databases via XML-RPC and JSON-RPC …
B 70 55 78 62 29 76 95
7603
stass
exif-mcp Claim 1
A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and…
B 70 54 57 62 N/A 42 92 96
7604
shrike-security
Shrike Security Claim 1
Runtime security for AI agents. 12 MCP tools detect and block prompt injection,…
B 70 66 96 91 0 72 81 81
7605
vivek1612
A Model Context Protocol server that enables LLMs to interact directly with Mon…
B 70 55 75 56 42 81 89
7606
kevindarstNBB
MCP server for searching horse boarding facilities and trainers across the Unit…
B 70 44 60 37 81 98
7607
hew
Enables AI agents to create and manage video compilations through n8n workflows…
B 70 55 78 68 25 76 89
7608
waTeim
Enables LLMs to manage PostgreSQL clusters in Kubernetes using the CloudNativeP…
B 70 55 80 46 46 81 94
7609
apexneural-hansika
Graphiti MCP Claim
Provides persistent memory and context continuity for AI agents using Zep's Gra…
B 70 55 84 56 24 81 93
7610
makaveli006
A production-ready MCP server that enables users to interact with PostgreSQL da…
B 70 55 60 71 47 81 87
7611
wenxint
OCR MCP Server Claim 1
A Tesseract.js-based server that enables image-to-text recognition within MCP-c…
B 70 54 72 56 N/A 27 92 94
7612
bermingham85
Enables browser automation and AI-driven workflows through Puppeteer integratio…
B 70 55 96 48 30 74 87
7613
PancrePal-xiaoyibao
Integrates with Get笔记 (GetBiji) API to enable AI-powered knowledge base search …
B 70 55 90 57 27 81 82
7614
akramIOT
MCP_AI_SOC_Sher Claim
MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Ag…
B 70 55 78 66 39 74 87
7615
Tikous
Controls a real Chrome browser to navigate web pages and extract text content w…
B 70 54 72 62 N/A 21 91 93
7616
Iceeeeec
MCP MySQL Server Claim
Enables AI assistants to safely query MySQL databases with read-only access by …
B 70 55 78 58 39 81 86
7617
GeLi2001
TFT MCP Server Claim
This server enables Claude to access Team Fight Tactics (TFT) game data, allowi…
B 70 55 78 67 23 81 89
7618
nipoppy
Nipoppy MCP Server Claim
An interface for the Nipoppy neuroimaging framework that enables AI agents to l…
B 70 54 80 36 N/A 50 94 89
7619
SailFish-Finance
An MCP server that provides tools for interacting with EDUCHAIN, allowing Claud…
B 70 55 75 100 48 69 48
7620
guocong-bincai
Apifox MCP Pro Claim 1
Provides basic diagnostic and information tools for Apifox API management platf…
B 70 55 84 60 26 80 86
7621
CursorTouch
Android-MCP Claim
MCP Server for interacting with Android Devices.
B 70 54 68 33 N/A 58 95 99
7622
JoshuaRileyDev
simulator-mcp-server Claim 3
An MCP server to control iOS Simulators
B 70 54 65 63 N/A 21 90 100
7623
danny-avila
A reference implementation demonstrating proper MCP server patterns with HTTP t…
B 70 55 68 70 25 81 96
7624
JJJHoons
Enables comprehensive security vulnerability scanning and code quality analysis…
B 70 55 84 61 20 80 92
7625
baranwang
MCP Deep Research Claim
Enables web search and deep research capabilities through the Tavily API, allow…
B 70 55 76 100 45 81 34
7626
block
Code MCP Server Claim
Enables AI agents and assistants like Goose or Claude to interact with VS Code …
B 70 54 78 31 N/A 54 95 92
7627
michaeljiangmingfeng-debug
quanttogo-mcp-servers Claim 1
MCP servers for quantitative trading: live trading signals, market data, NAV hi…
B 70 55 72 100 49 81 38
7628
silviosotelo
Enables integration with Oracle Database and Oracle APEX 20.2, allowing LLMs to…
B 70 54 54 72 36 90 92
7629
znehraks
MCP Notepad Server Claim
A learning-focused MCP server that demonstrates core MCP concepts through a sim…
B 70 54 72 60 N/A 34 92 85
7630
ilidaniys
Jira MCP Server Claim 1
Enables MCP clients to interact with Jira for managing tasks, including fetchin…
B 70 55 78 65 24 78 93
7631
uzerone
Enables searching and retrieving particle physics data from the Particle Data G…
B 70 55 84 56 30 76 93
7632
keithah
Stripe Fraud MCP Claim
Enables fraud analysis and management through Stripe's Radar system, allowing u…
B 70 55 66 72 30 81 94
7633
egoughnour
code-firewall-mcp Claim
Structural similarity-based code filter. Stops malicious code pattern reaching …
B 70 54 72 30 N/A 71 84 98
7634
PinMeTo
An MCP server that connects your PinMeTo locations to AI assistants, enabling n…
B 70 64 92 73 0 83 90 91
7635
dkpoulsen
Enables interaction with the Flutter SDK by providing tools to analyze and appl…
B 70 55 78 100 N/A 18 95 36
7636
fr0ster
mcp-abap-adt Claim 1
MCP server for SAP ABAP ADT: repository analysis and CRUD for RAP and classic A…
B 70 54 90 52 N/A 84 95 28
7637
coinselor
MCP Server Starter Claim 1
A production-ready template for building Model Context Protocol servers in Type…
B 70 54 72 62 N/A 38 95 74
7638
GeekyRiolu
ICY_MCP Claim
Enables Instagram engagement analysis using the unofficial Instagram Private AP…
B 70 55 78 66 23 81 87
7639
Nano-Nimbus
locus Claim
Hierarchical markdown memory palace for AI agents — structured palace navigatio…
B 70 54 60 42 N/A 71 90 93
7640
nicholasrubright
MCPatterns Claim 1
An MCP server that enables users to store and retrieve personalized coding patt…
B 70 54 79 50 N/A 28 90 94
7641
JamesUnlocked
A template/boilerplate MCP server for building custom tools and integrations th…
B 70 54 66 65 N/A 19 95 92
7642
zhangzhongnan928
A versatile Model Context Protocol server that enables AI assistants to manage …
B 70 55 90 47 20 80 98
7643
jimbul
MCP server that provides Claude AI assistants with the ability to search the we…
B 70 55 54 65 56 80 95
7644
boleyn
Intelligent knowledge base management tool that enables searching, browsing, an…
B 70 54 62 71 N/A 25 95 87
7645
cs97jjm3
Provides UK-centric date calculations including bank holiday integration, sprin…
B 70 55 78 57 24 81 98
7646
jb-7-jay
Enables interaction with MongoDB databases through user management tools includ…
B 70 55 78 61 21 81 98
7647
jbergant
Enables optimization, conversion to WebP, and uploading of images to Vercel Blo…
B 70 55 86 56 22 81 92
7648
dynamicendpoints
etsy-mcp Claim
Search Etsy listings, fetch shop details, and explore trending products. Create…
B 70 54 78 53 N/A 23 95 89
7649
glenngunnarsson-spp
Enables AI assistants to interact with Jira by executing commands through the A…
B 70 54 78 52 N/A 30 84 97
7650
kishimoto-banana
MCP server that integrates with Shopify API, allowing Claude Desktop users to r…
B 70 55 72 63 40 81 87
Showing 7601–7650 of 47403 servers
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