MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27407
Scored
1831
Verified
16957
Complete

Last updated 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21151
refmdio
Enables chatbots to browse, search, create, and edit Markdown documents stored …
C 67 44 78 66 30 81
21152
mjrestivo16
Kubernetes MCP Server Claim 1
Enables AI assistants to interact with Kubernetes clusters through 50 specializ…
C 67 44 94 47 42 71
21153
wolfdancer
Enables AI assistants to interact with Rockfish's machine learning platform thr…
C 67 44 84 60 28 81
21154
cosmicjs
Cosmic MCP Server Claim 2
An MCP server that enables AI assistants to manage content, media, and schemas …
C 67 44 63 75 45 80
21155
ivossos
Enables interaction with Oracle EPM Cloud Financial Consolidation and Close (FC…
C 67 44 84 63 29 80
21156
nakad-pixel
Provides secure, controlled access to GitHub operations through the Model Conte…
C 67 44 78 66 30 82
21157
supermodeltools
mcpbr Claim
Model Context Protocol Benchmark Runner
C 67 43 68 35 N/A 70 95
21158
qingyun-wu
This server enables users to programmatically scrape and access Google Maps rev…
C 67 43 78 60 N/A 21 95
21159
iwen-conf
apifox-mcp Claim
Apifox MCP 服务器 - 让 Claude 等 AI 助手通过自然语言管理你的 Apifox 项目,轻松创建、更新和审计 API 接口
C 67 43 84 38 N/A 47 90
21160
PromptExecution
Expose curated Justfile recipes via MCP for safe deterministic automation.
C 67 43 48 58 N/A 82 90
21161
HarmonicSecurity
claudit-sec Claim
Security audit tool for Claude Desktop and Claude Code on macOS — single-comman…
C 67 33 58 N/A N/A 45 95 PO
21162
AngusHsu
Provides traditional Chinese lunar calendar information including auspicious da…
C 67 44 84 25 75 83
21163
iamvirul
wso2-docs-mcp-server Claim 2
Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvect…
C 67 33 76 N/A N/A 61 60
21164
GridfireAI
Reddit MCP Claim
A plug-and-play MCP server that enables AI assistants to browse, search, and re…
C 67 44 66 60 57 83
21165
theYahia
tilda-mcp Claim 1
MCP server for Tilda API — projects, pages. 3 tools.
C 67 33 49 N/A N/A 58 95
21166
Epistates
TurboMCP Claim
TurboMCP SDK: Enterprise MCP SDK in Rust
C 67 43 56 43 N/A 82 92
21167
Smotree
BrowserMCP Claim 1
An MCP server that provides AI assistants with full control over a real browser…
C 67 33 57 N/A N/A 45 95
21168
johnhuang316
A Model Context Protocol (MCP) server that helps large language models index, s…
C 67 43 64 35 N/A 78 94
21169
mehmetbaykar
The fastest way to build MCP servers in Swift.
C 67 33 50 N/A N/A 60 95
21170
jameslong
vancouver Claim
Simple MCP server library for Elixir.
C 67 33 50 N/A N/A 58 95
21171
IlyaGulya
Gradle integration using the Gradle Tooling API to inspect projects, execute ta…
C 67 33 54 N/A N/A 52 95
21172
tercumantanumut
selene Claim
Selene is a desktop app that runs AI agents on your machine. Connect them to yo…
C 67 43 64 37 N/A 76 94
21173
karkir0003
MyPlayground Claim
Provides demo tools for addition, mock weather data, and username generation.
C 67 33 56 N/A N/A 48 95
21174
getdatanaut
openmcp Claim
Turn any openapi file into an mcp server, with just the tools you need.
C 67 43 54 60 N/A 67 92
21175
lautarobarba
Enables AI models to interact with BookStack wiki instances through a comprehen…
C 67 44 80 70 23 81
21176
mfakbar127
MCP-Ables Claim
Turns any shell command into an MCP server by defining command-line tools in si…
C 67 43 72 61 N/A 27 95
21177
Embassy-of-the-Free-Mind
Search translated historical texts on alchemy, Hermeticism, and Renaissance phi…
C 67 43 78 47 N/A 41 94
21178
xlzuvekas
Figma Copilot Claim
Enables AI assistants to interact with Figma designs programmatically, supporti…
C 67 44 94 31 52 80
21179
pluginslab
vphone-mcp Claim
Enables programmatic control and AI-driven E2E testing of iOS virtual machines …
C 67 33 66 N/A N/A 31 95
21180
lexwhiting
Discover monetized AI tools on SettleGrid. Search by category, get pricing.
C 67 33 60 N/A N/A 41 95
21181
ddukbg
github-enterprise-mcp Claim 1
MCP server for GitHub Enterprise API integration
C 67 44 77 57 46 82
21182
zjl13
A boilerplate template for developing Model Context Protocol (MCP) servers, pro…
C 67 43 74 63 N/A 31 90
21183
xonack
Enables complete management of X (Twitter) accounts through a single API key, s…
C 67 44 72 73 33 81
21184
ankitmalik84
A comprehensive Model Context Protocol (MCP) server for Notion integration with…
C 67 44 90 61 22 77
21185
Seey215
MCP server for advanced web search using Tavily API.
C 67 43 69 62 N/A 50 83
21186
samvallad33
vestige Claim
Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D…
C 67 43 60 35 N/A 87 92
21187
willibrandon
pixel-mcp Claim 1
MCP server for creating pixel art with Aseprite through AI assistants. Supports…
C 67 43 75 23 N/A 77 95
21188
phisanti
MCPR Claim
Model Context Protocol for R: enables AI agents to participate in interactive l…
C 67 33 54 N/A N/A 52 95
21189
0x1NotMe
AroFlo MCP Claim
A production-ready MCP server that enables interaction with the AroFlo API to m…
C 67 44 72 72 40 77
21190
amaterous
picoli-mcp Claim 1
MCP server for picoli.site - URL shortening and click analytics for AI agents
C 67 43 63 71 N/A 32 95
21191
kesslerio
YOURLS-MCP Claim
A Model Control Protocol server that enables Claude Desktop to interact with yo…
C 67 44 96 43 34 81
21192
xemantic
Adapting xemantic-ai-tool-schema to Model Context Protocol kotlin-sdk Tool input
C 67 33 54 N/A N/A 52 95
21193
INGIPSA
Kitsu MCP Server Claim
Connects AI assistants to the Kitsu open-source production management platform …
C 67 44 76 61 43 80
21194
duke0317
A comprehensive Model Context Protocol (MCP) server that provides 39 profession…
C 67 44 84 62 27 81
21195
VertexStudio
developer Claim
Comprehensive developer tools for file editing, shell command execution, and sc…
C 67 43 66 61 N/A 45 90
21196
thought2code
Annotation-driven MCP dev 🚀 No Spring, Zero Boilerplate, Pure Java
C 67 33 48 N/A N/A 63 95
21197
suekou
mcp-notion-server Claim
Interacting with Notion API
C 67 43 78 25 N/A 67 95
21198
maskelog
Roku MCP Server Claim
Enables AI agents to develop, test, and certify Roku applications by providing …
C 67 43 66 71 N/A 35 87
21199
rmrfslashbin
Hue MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to control Philips H…
C 67 43 57 66 N/A 50 95
21200
rust-mcp-stack
rust-mcp-sdk Claim
A high-performance, asynchronous toolkit for building MCP servers and clients i…
C 67 43 60 42 N/A 77 95
Showing 21151–21200 of 33537 servers
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