MCP Server Quality Scores

Independent quality analysis of 47628 public MCP servers

47628
Discovered
29604
Scored
2112
Verified
16952
Complete

Last updated 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8251
kunwarmahen
Podman MCP Server Claim
Enables AI tools to manage containerized applications through Podman, supportin…
C 69 55 78 53 21 81 99
8252
rsmets
A TypeScript template for building MCP servers with HTTP transport that provide…
C 69 54 54 67 N/A 27 95 97
8253
VikrantSingh01
adaptive-cards-mcp Claim
Generate, validate, and optimize Adaptive Cards for Teams, Outlook, and Copilot.
C 69 54 90 0 N/A 77 92 90
8254
ggiraudon
Enables interaction with MantisBT bug tracking systems through the REST API. Su…
C 69 55 74 60 18 81 99
8255
narmaku
Linux MCP Server Claim 1
Enables read-only Linux system diagnostics and troubleshooting on RHEL-based sy…
C 69 55 84 31 48 82 98
8256
0xhackerfren
Provides Cheat Engine-like capabilities for game hacking and reverse engineerin…
C 69 54 72 28 N/A 59 87 100
8257
iamnotyk
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 69 54 72 73 N/A 32 92 66
8258
amysatterlee
Facilitates retrieval of National Park Services data using the NPS API, allowin…
C 69 55 72 62 17 80 100
8259
MacromNex
Enables protein stability prediction ($DeltaDelta$G and $Delta$Tm) and systemat…
C 69 54 84 32 N/A 33 92 98
8260
kirillsaidov
Ollama MCP example for dummies.
C 69 54 80 25 N/A 42 95 98
8261
Aryeon0228
BlenderMCP Claim
Enables Claude Desktop to control Blender 5.0.1 on Windows for tasks such as cr…
C 69 54 72 56 N/A 27 84 99
8262
smadi0x86
MDB-MCP Claim
Multi Debugger MCP server that enables LLMs to interact with GDB and LLDB for b…
C 69 54 66 33 N/A 63 90 96
8263
boorich
An intelligent middleware that determines when human intervention is necessary …
C 69 55 82 83 N/A 21 92 45
8264
c20020207
AppSignal MCP Server Claim 1
A Model Context Protocol server that connects to AppSignal, allowing users to f…
C 69 55 51 72 40 81 100
8265
Hmbown
aleph Claim
Skill + MCP server to turn your agent into an RLM. Load context, iterate with s…
C 69 55 76 33 N/A 86 81 75
8266
bibaram
MySQL MCP Server Claim 1
A Model Context Protocol server that connects to MySQL databases, allowing exec…
C 69 54 57 52 N/A 40 95 100
8267
zachswift615
Enables AI models to analyze audio files through numerical fingerprints, pitch …
C 69 54 78 47 N/A 31 90 88
8268
katsuhirohonda
Enables interaction with Jira and Confluence APIs to search, create, and manage…
C 69 55 72 63 28 80 93
8269
zhixiaoqiang
antd-components-mcp Claim 1
一个 Ant Design 组件查询的 mcp 服务,包含 组件文档、API 文档、代码示例、组件更新日志查询
C 69 55 70 82 57 82 45
8270
ssossan
Enables Claude Desktop and other MCP clients to interact with any OAuth2-authen…
C 69 55 84 56 30 81 82
8271
qabyai
Playwright MCP Claim
Enables AI assistants to interact with web browsers in real-time through Playwr…
C 69 55 60 100 N/A 31 95 44
8272
pvev
Mattermost MCP Server Claim 3
An MCP server that enables Claude and other MCP clients to interact with Matter…
C 69 55 75 58 20 80 100
8273
jgravelle
jDocmunch MCP Claim
Section-level doc search for .md, .rst, .adoc, .ipynb, .html, .yaml, .json, and…
C 69 54 96 0 N/A 62 92 96
8274
gurdasnijor
Basic MCP Server Claim
A minimal demonstration server showcasing MCP protocol capabilities including t…
C 69 55 66 50 45 81 100
8275
appleinmusic
Enables AI assistants to perform intelligent web searches using the Baidu Wenxi…
C 69 55 72 68 39 81 74
8276
kryptobaseddev
CLEO MCP Server Claim
Task management protocol for solo developers and AI coding agents with 2-gatewa…
C 69 54 64 30 N/A 76 92 90
8277
dpconde
Provides Android development assistance following NowInAndroid best practices, …
C 69 55 72 50 39 82 99
8278
UsamaK98
Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and vie…
C 69 54 70 36 N/A 39 95 100
8279
kelvingao
Connects AI assistants to Interactive Brokers for intelligent portfolio managem…
C 69 54 72 41 N/A 38 95 93
8280
amajakai14
MCP Agents Claim
Provides FastMCP-based servers with various tools for AI assistants including m…
C 69 55 54 87 47 81 72
8281
shreyaskarnik
A Model Context Protocol server that provides Claude and other LLMs with read-o…
C 69 55 63 55 46 82 100
8282
qyd0801
cubox-mcp Claim
C 69 55 78 100 N/A 21 95 30
8283
dayongd1
Enables secure file uploads to Amazon S3 with progress tracking and presigned U…
C 69 55 66 65 40 81 89
8284
CodaLabs-xyz
X402 MCP Template Claim
Production-ready MCP server template for consuming X402-protected APIs with gas…
C 69 55 72 61 26 81 93
8285
BaoBao112233
Enables control of OXII smart home devices through the Model Context Protocol, …
C 69 55 66 66 22 81 100
8286
nasoma
Joomla MCP Server Claim
Joomla MCP Server
C 69 55 76 47 47 81 91
8287
VapiAI
mcp-server Claim 1
Vapi MCP Server
C 69 55 72 71 N/A 78 80 42
8288
SDILogin
Claude MCP server that enables secure access to browse and read Android project…
C 69 54 70 37 N/A 40 94 100
8289
elonmsk
An intelligent agent using the Model Context Protocol to iteratively explore an…
C 69 55 90 62 21 81 73
8290
samhyun
Apidog MCP Server Claim
Enables AI tools to search and explore API documentation from Apidog projects o…
C 69 55 90 42 27 81 91
8291
dpupek
FogBugz MCP Server Claim 1
Enables interaction with FogBugz issue tracking system through its XML API, all…
C 69 55 60 82 36 81 79
8292
shaunporwal
DICOM-MCP Claim 1
A Model Context Protocol server that allows working with DICOM medical images t…
C 69 54 63 58 N/A 23 92 99
8293
sn0w-Xue
A locally-run MCP server that enables downloading images, videos, and LivePhoto…
C 69 54 58 50 N/A 43 95 99
8294
mdrafee03
Lokalise MCP Tool Claim 1
An MCP server that enables users to add translation keys to Lokalise projects u…
C 69 55 57 68 47 80 90
8295
SiwuXue
Provides traditional Chinese metaphysics analysis capabilities including I Chin…
C 69 54 80 61 N/A 23 94 74
8296
simonliu-moltbot
Provides information about animals at the Taipei Zoo, including their habits, h…
C 69 54 72 53 N/A 22 95 93
8297
shadowcz007
mcp_server_exe Claim
小智 & Cursor 的 MCP 启动器 - MCP For Cursor&xiaozhi。打包成可执行文件。Turn MCP server into an…
C 69 55 96 28 N/A 74 81 62
8298
andy5566w
MCP E-commerce Server Claim 1
A Model Context Protocol server that enables full CRUD operations for e-commerc…
C 69 55 51 60 53 83 100
8299
phpmac
Fetch MCP Server Claim
Provides functionality to fetch and transform web content in various formats (H…
C 69 55 78 52 25 82 100
8300
jaenster
TypeScript LSP MCP Claim 1
Exposes TypeScript Language Server Protocol functionality to AI agents, enablin…
C 69 55 68 62 35 82 92
Showing 8251–8300 of 47628 servers
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