MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6851
el95149
Enables AI assistants to search for files and content across the file system us…
B 71 54 76 58 N/A 49 95 68
6852
evilbotnet
A server that provides seamless access to the GTFOBins database through Claude …
B 71 54 80 56 N/A 18 92 93
6853
TonyBro
Automates the creation of React Three Fiber game projects with various template…
B 71 54 78 55 N/A 21 95 91
6854
Uninen
DevServer MCP Claim 1
An MCP server that enables programmatic management and monitoring of developmen…
B 71 55 57 52 73 82 96
6855
spences10
MCP Embedding Search Claim 1
A Model Context Protocol server that searches transcript segments in a Turso da…
B 71 55 69 73 33 81 91
6856
Shengwang-Community
A document-based MCP server that supports keyword searching and content retriev…
B 71 66 60 68 78 36 81 100
6857
puran-water
Provides AI agents with physics-based corrosion engineering calculations, from …
B 71 54 90 31 N/A 47 92 89
6858
mpreziuso
MCP Atlas Claim 1
An MCP server that enables AI assistants to manage database migrations and vali…
B 71 55 71 91 N/A 49 95 35
6859
NakiriYuuzu
sql-mcp Claim 1
A Model Context Protocol server for interacting with MSSQL and PostgreSQL datab…
B 71 55 51 75 51 81 97
6860
fovi-llc
A Model Context Protocol server that provides tools for interacting with both R…
B 71 55 57 82 39 81 90
6861
noah-vh
ClickUp Operator Claim 1
A Claude-compatible MCP server that enables storing and summarizing notes throu…
B 71 55 90 82 N/A 17 95 47
6862
lbeatu
Slack MCP Server Claim
Enables interaction with Slack workspaces through comprehensive integration cap…
B 71 55 72 68 29 81 93
6863
vfa-khuongdv
Enables AI agents to interact with Chatwork by reading and sending messages, ma…
B 71 55 60 66 54 78 100
6864
zbdpay
A server that adds Bitcoin payment capabilities to LLMs, enabling sending/recei…
B 71 55 78 71 22 81 92
6865
mcandiav
Qdrant MCP Server Claim
Enables storing and retrieving information using semantic search with Qdrant ve…
B 71 55 72 60 48 81 91
6866
forgequant
Provides AI agents access to cryptocurrency derivatives analytics through 22 un…
B 71 55 72 72 24 83 92
6867
lordbasilaiassistant-sudo
MCP server for AI agents to deploy ERC-20 tokens on Base with zero gas fees via…
B 71 54 57 75 N/A 34 90 95
6868
amxkifir
Provides comprehensive access to Blue Archive game data including students, equ…
B 71 55 88 82 27 82 58
6869
twodoorsdev
An MCP server that connects to your React Native application debugger
B 71 54 63 60 N/A 52 90 90
6870
michael-denyer
memory-mcp Claim
Two-tier memory with hot cache (instant injection) and cold semantic search. Au…
B 71 54 84 28 N/A 80 81 88
6871
mattmahowald
Enables interaction with Salesforce organizations through SOQL queries, object …
B 71 54 60 68 N/A 25 95 100
6872
rakshitha2207
Integrates with Spotify Web API through the Model Context Protocol, allowing us…
B 71 55 72 71 21 80 99
6873
Lizzard-Solutions
Enables comprehensive browser automation through Browserless.io including PDF g…
B 71 55 90 66 22 74 87
6874
OpenTorah-ai
Enables Large Language Models to retrieve Jewish texts and commentaries from th…
B 71 55 78 53 34 82 98
6875
bhubbb
Fetches web pages and converts them to clean, readable markdown format by extra…
B 71 55 78 100 18 81 57
6876
mattreya
Playwright MCP Claim 1
Enables LLMs to perform browser automation and web page interactions using Play…
B 71 55 62 100 52 81 52
6877
samihalawa
Enables AI assistants to automate Next.js development including project scaffol…
B 71 54 54 62 N/A 41 95 100
6878
wei
Enables AI assistants to search, retrieve, and interact with HackerNews content…
B 71 55 78 52 46 81 91
6879
reidar80
Enables comprehensive access to the Norwegian Business Registry API for queryin…
B 71 55 78 91 40 81 51
6880
Zwe1
Enables AI coding tools like Cursor to access Figma design files and metadata, …
B 71 55 66 70 44 81 89
6881
tim10002
Provides tools for listing and querying Azure resources directly from any MCP c…
B 71 55 72 82 19 80 89
6882
myleshorton
Wick Claim
Browser-grade web access for AI agents. Fetches any webpage, returns clean mark…
B 71 44 48 N/A N/A 44 95 95
6883
ognis1205
A Model Context Protocol server that provides access to Unity Catalog Functions…
B 71 55 71 66 46 76 90
6884
srinath1510
alltrails-mcp-server Claim 1
A MCP server that provides access to AllTrails data, allowing you to search for…
B 71 55 79 37 54 85 100
6885
liiklin
A Model Context Protocol server that enables AI assistants like Cursor to direc…
B 71 55 65 100 47 81 51
6886
dmegabyte
Enables Claude to read, write, append, and clear data in Google Sheets directly…
B 71 55 78 100 32 81 46
6887
pamosima
Docker-based MCP server suite for AIOps - Cisco Meraki, Catalyst Center, IOS XE…
B 71 54 84 41 N/A 43 89 92
6888
JDeun
Enables unified searching across Google Scholar, Google Web Search, and YouTube…
B 71 55 70 71 37 81 90
6889
ajaykallepalli
Provides grocery price and nutritional information search capabilities, allowin…
B 71 55 94 100 18 81 37
6890
streetquant
Jules MCP Server Claim 1
Exposes Google Jules AI capabilities for automated coding tasks, including sess…
B 71 55 78 68 29 76 95
6891
melaodoidao
Data.gov MCP Server Claim 3
An MCP server that provides access to government datasets from Data.gov, enabli…
B 71 55 79 100 38 82 42
6892
lasaths
Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon se…
B 71 55 80 61 35 80 91
6893
progamesigner
Enables LLMs to search for keywords and fetch full page content from Wikipedia …
B 71 55 68 52 58 83 93
6894
vinodismyname
redshift-utils-mcp Claim
redshift-utils-mcp
B 71 55 88 33 63 81 90
6895
hmq19900504
Provides real-time financial market data for stocks across multiple markets (A-…
B 71 55 78 68 25 82 92
6896
patgpt
DAI MCP Server Claim
Provides persistent memory capabilities through Neo4j graph database integratio…
B 71 55 60 72 45 81 92
6897
horodchukanton
GitLab MCP Server Claim
Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic…
B 71 55 78 66 27 80 92
6898
pasie15
Provides AI-powered audio generation and processing through the MusicGPT API, e…
B 71 55 90 40 50 81 89
6899
brunocpf
Finds the closest Tailwind CSS palette colors to any given CSS color value. Sup…
B 71 54 66 61 N/A 26 95 96
6900
Sicks3c
HackerOne MCP Server Claim 1
Provides read-only access to HackerOne reports, program scopes, and bounty earn…
B 71 54 70 58 30 92 95
Showing 6851–6900 of 67197 servers
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