MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9551
qinyuanpei
基于 Model Context Protocol 的微博数据接口服务器 - 实时获取微博用户信息、动态内容、热搜榜单、粉丝关注数据。支持用户搜索、内容搜索、…
C 67 55 51 100 N/A 50 81 48
9552
lucky-dersan
GitLab MCP Server Claim
Provides GitLab integration for AI assistants using Model Context Protocol, ena…
C 67 55 66 66 19 77 98
9553
Ritesh-sudo
Enables searching for AI/ML internships and entry-level positions across multip…
C 67 55 84 91 25 80 36
9554
rpark
Provides comprehensive SEO analysis by crawling websites and generating AI-powe…
C 67 55 84 83 22 76 53
9555
jimimatt
DWD MCP Server Claim
Provides access to German Weather Service (DWD) data via the Bright Sky API, in…
C 67 55 74 38 48 81 92
9556
getAlby
mcp Claim
Connect any bitcoin lightning wallet to your agent to send and receive instant …
C 67 66 88 66 0 79 80 95
9557
cyclimse
Unofficial MCP Server for Scaleway Serverless Functions
C 67 54 68 63 N/A 69 95 37
9558
tianhuil
Provides state and log management tools designed for long-lived AI agents that …
C 67 54 70 30 N/A 45 92 99
9559
ryan-haver
Fusebase MCP Server Claim 1
Enables AI assistants to manage Fusebase workspaces by providing 46 tools for h…
C 67 54 88 27 N/A 32 87 94
9560
momer17
Enables AI assistants to manage calendars and tasks through natural language, s…
C 67 55 78 43 24 81 100
9561
kh-mahmoud
HTTP MCP Server Claim 1
An MCP server that enables AI assistants to fetch public GitHub repository list…
C 67 55 57 66 29 81 95
9562
SeoNaRu
Enables AI agents to query Korean listed companies' financial statements, publi…
C 67 55 72 71 22 80 76
9563
Omar-V2
mcp-ical Claim 2
A Model Context Protocol Server that allows you to interact with your MacOS Cal…
C 67 54 57 60 N/A 49 92 75
9564
devonmojito
A Model Context Protocol server that enables natural language interaction with …
C 67 55 69 40 56 81 92
9565
Leee62
PickAPIcon MCP Claim
MCP server that allows FE/UI/Designers to retrieve SVG icons via the Iconify AP…
C 67 55 66 100 40 81 37
9566
jeweis
jewei-mcp-nacos Claim 2
An MCP server that enables AI assistants to query and manage Nacos configuratio…
C 67 55 39 72 57 81 90
9567
kukapay
etf-flow-mcp Claim
Delivering crypto ETF flow data to power AI agents' decision-making.
C 67 55 66 46 40 80 98
9568
kamath
Enables creating temporary email inboxes and sending emails through the AgentMa…
C 67 55 54 68 26 82 100
9569
BACH-AI-Tools
Enables access to real-time news articles through search, topic headlines, full…
C 67 55 56 100 45 81 44
9570
OddbeakerLLC
Enables AI tools like Claude to interact with a remote machine's file system an…
C 67 55 94 38 27 67 99
9571
bighadj22
A deployable MCP server template for Cloudflare Workers that provides Google OA…
C 67 55 60 65 22 81 100
9572
AbhiGit-Trimble
Weather MCP Server Claim
Provides access to real-time weather data, 5-day forecasts, air quality informa…
C 67 55 60 51 50 81 94
9573
study-flamingo
A comprehensive Model Context Protocol server for managing Dungeons & Dragons c…
C 67 55 54 100 N/A 30 95 42
9574
StealthBadger747
mcp-omnienv-nix Claim
Enables creation of ephemeral, polyglot development environments using Nix for …
C 67 55 54 82 N/A 21 95 73
9575
NSANTRA
Enables Claude to perform retrieval-augmented generation using LangChain, Chrom…
C 67 54 70 30 N/A 40 95 97
9576
Saqib-Aziz007
MCP PDF Reader Claim 3
An MCP server that enables AI assistants to read, search, and analyze PDF files…
C 67 55 79 75 43 80 44
9577
tolatolatop
A FastMCP-based server providing a comprehensive toolset for the RunningHub AI …
C 67 55 54 66 30 80 99
9578
alexandrekumagae
A Model Context Protocol server that provides AI-driven tools to categorize, ta…
C 67 55 75 53 20 81 95
9579
okybaguslukmana
Superset MCP Server Claim 1
An MCP server for Apache Superset that enables AI models to manage dashboards, …
C 67 55 73 36 51 76 98
9580
hsinyuyen
PostgreSQL MCP Server Claim 1
Provides read-only access to PostgreSQL databases, enabling LLMs to inspect dat…
C 67 55 84 55 19 76 89
9581
jantoebes
MCP File Manager Claim 1
An MCP server that provides tools for secure file management within a dedicated…
C 67 55 63 82 N/A 27 95 56
9582
tetsuo-ai
grok-api-mcp Claim 2
An MCP server that provides comprehensive xAI/Grok API documentation, allowing …
C 67 55 53 67 32 82 99
9583
lyw405
Enables AI-driven frontend component design and code generation from natural la…
C 67 54 90 26 N/A 25 95 87
9584
martoc
Provides full-text search and retrieval tools for Apache Spark documentation us…
C 67 55 72 27 66 82 93
9585
Kshitij-21
Enables AI assistants to interact with the Zerodha trading platform for placing…
C 67 55 60 68 19 81 95
9586
YC-Agents-Hackathon
Enables web and local business searches through the Brave Search API. Provides …
C 67 55 78 53 23 81 91
9587
williammian
Provides weather alerts for US states and geographic forecasts by leveraging th…
C 67 55 66 60 21 81 100
9588
huoshuiai42
An MCP server that provides document format conversion
C 67 54 45 67 N/A 31 90 97
9589
yemi33
Loop Page Viewer Claim
Enables users to view and edit Microsoft Loop pages as interactive markdown wid…
C 67 55 66 58 30 81 93
9590
crazyrabbitLTC
MCP Ethers Wallet Claim 1
A Model Context Protocol server that gives LLMs the ability to interact with Et…
C 67 55 81 26 49 77 100
9591
Yang-Charles
Enables AI assistants to perform IP geolocation and nearby place searches using…
C 67 54 54 71 N/A 31 95 75
9592
zomma-dev
QuantContext Claim
Turns plain-English strategy descriptions into executable quant research: scree…
C 67 64 90 70 0 56 95 88
9593
lductrong
Notes MCP Server Claim
Personal note management server that enables creating, reading, updating, delet…
C 67 54 72 45 N/A 21 95 93
9594
pythonanywhere
MCP server implementation for PythonAnywhere cloud platform.
C 67 54 54 41 N/A 71 84 94
9595
Luzgan
time-complexity-mcp Claim 1
An MCP server for static Big-O time complexity analysis using tree-sitter AST p…
C 67 55 51 58 54 76 98
9596
hungthai1401
bruno-mcp Claim 1
A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
C 67 55 59 100 N/A 28 95 37
9597
chaofanx
Enables management of Minecraft servers through the MCSManager API. Supports ex…
C 67 55 66 70 23 81 86
9598
kukapay
Streams real-time, structured MEXC exchange announcements to AI agents, enablin…
C 67 55 78 25 47 82 100
9599
kingbbs
yiditu-mcp Claim
I Ching hexagram analysis and geographic feng shui for Taiwan locations
C 67 66 90 76 0 71 81 86
9600
0xKoda
WireMCP Claim 1
A Model Context Protocol server that provides LLMs with real-time network traff…
C 67 54 51 60 N/A 48 84 92
Showing 9551–9600 of 57597 servers
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