MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10151
pmbstyle
A Model Context Protocol (MCP) server that provides AI agents with comprehensiv…
C 66 64 90 62 0 44 95 100
10152
ishandotsh
Enables users to get expert help with Isaac Sim scripting, USD (Universal Scene…
C 66 55 64 62 22 81 91
10153
AlyssonM
HiveAuth MCP Server Claim 1
A Model Context Protocol (MCP) server that enables LLM applications to perform …
C 66 55 78 82 N/A 28 89 37
10154
mepsopti
sprout-mcp Claim 1
A model-tiered content pipeline that routes tasks to the appropriate AI model t…
C 66 54 72 27 50 90 90
10155
aparajithn
Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly…
C 66 66 94 66 0 60 78 99
10156
h-yanagawa
Research MCP Server Claim 2
The server functions as an MCP server to interact with Notion for retrieving an…
C 66 54 54 60 N/A 38 87 87
10157
steveswain14
This MCP server verifies that an agent’s claimed tool output matches the actual…
C 66 54 68 35 N/A 44 95 85
10158
Three-Little-Birds
XFOIL MCP Server Claim
Enables aerodynamic analysis through XFOIL polar computations. Provides typed m…
C 66 55 48 70 N/A 49 95 67
10159
shengchao73
Meme MCP Server Claim 2
A Model Context Protocol server for managing, searching, and retrieving local m…
C 66 54 65 56 N/A 42 90 71
10160
OpalDecisionSciences
Provides intelligent OpenAI API token management with automatic switching betwe…
C 66 55 78 91 21 81 37
10161
sontallive
This template provides a streamlined foundation for building Model Context Prot…
C 66 54 72 31 N/A 42 90 92
10162
sintem
Enables AI agents to interact with Gmail through LIAM's CASA-compliant Google O…
C 66 55 76 35 30 82 99
10163
Abdullah007bajwa
Excalidraw MCP Server Claim 1
A Model Context Protocol server that enables LLMs to create, modify and manipul…
C 66 55 63 62 19 81 96
10164
Haohao-end
mcp-agent Claim 1
A modular Python framework implementing the Model Context Protocol (MCP). It fe…
C 66 54 84 55 N/A 24 88 64
10165
guzyang
A template for deploying an unauthenticated remote MCP server on Cloudflare Wor…
C 66 55 48 68 27 81 100
10166
apappascs
An MCP server implementation that integrates the Tavily Search API, providing o…
C 66 55 79 38 38 81 90
10167
jared-bloomer
A personal MCP server for AI assistant integration that provides custom tools, …
C 66 54 62 57 N/A 27 82 97
10168
SeoNaRu
Enables users to search for the latest news articles from The Guardian using ke…
C 66 54 72 72 N/A 24 95 51
10169
Ceeon
Gemini MCP Claim
Enables image processing and analysis using Google's Gemini 2.5 Flash model. Su…
C 66 55 66 43 57 81 82
10170
bitbonsai
MCPVault Claim
A universal AI bridge for Obsidian vaults using the MCP standard, enabling any …
C 66 55 94 0 N/A 54 81 99
10171
doomdagadiggiedahdah
Enables programmatic access to the IACR Cryptology ePrint Archive, facilitating…
C 66 55 78 82 37 81 39
10172
suriya-ML
An MCP server for intelligent log analysis providing semantic search, error pat…
C 66 55 63 55 45 80 85
10173
aadityasinghal7
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 66 55 45 82 26 81 92
10174
AgentWorkshop
A standardized interface for agent-to-agent communication that enables composab…
C 66 55 78 31 40 81 94
10175
flying3615
Provides comprehensive stock analysis tools including chip distribution, patter…
C 66 55 66 82 72 81 26
10176
shanggqm
Provides weather forecast data for locations in China using the HeFeng Weather …
C 66 55 80 70 18 80 64
10177
inventer-dev
Internet speed testing with network performance metrics including download/uplo…
C 66 55 66 33 68 82 88
10178
hightemp
A Go-based MCP server that provides comprehensive access to the Serper Google S…
C 66 55 70 45 37 81 92
10179
Tencent-RTC
The Tencent RTC MCP Server provides real-time communication capabilities such a…
C 66 55 60 100 22 81 54
10180
lourencomaciel
sift-gateway Claim
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-…
C 66 64 90 42 0 86 87 100
10181
pradeep-moolemane
AEM MCP Server Claim 1
A Model Context Protocol server that provides tools to interact with Adobe Expe…
C 66 55 63 57 23 81 100
10182
mclenhard
mcp-evals Claim
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol)…
C 66 64 96 56 0 66 95 86
10183
joepangallo
Payment gateway for autonomous AI agents. Single gateway key for tool discovery…
C 66 66 78 75 0 67 81 99
10184
marc-shade
Code Execution MCP Claim
Enables efficient AI agent operations through sandboxed Python code execution w…
C 66 54 72 33 N/A 30 95 93
10185
mapdevsaikat
Geocode addresses, lookup administrative boundaries, and process DigiPin codes …
C 66 64 86 73 0 60 83 93
10186
OriShmila
Enables checking domain availability and pricing using the GoDaddy OTE API, sup…
C 66 54 72 46 N/A 21 95 85
10187
launchthatbrand
mcp-graphql Claim 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
C 66 55 53 58 49 81 89
10188
hammeiam
Speech MCP Server Claim 1
A Model Context Protocol server that provides text-to-speech capabilities using…
C 66 55 63 75 23 81 77
10189
huangzesen
XHelio-SPICE Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
C 66 54 60 33 N/A 55 92 92
10190
JosefGold
Enables agents to convert text to speech using OpenAI's TTS models with voice s…
C 66 54 66 40 N/A 34 95 92
10191
Peterson047
Enables control of a Minecraft server through RCON commands via natural languag…
C 66 54 70 41 N/A 23 95 92
10192
orkuhh
Provides real-time Linux system monitoring for CPU load, memory usage, disk spa…
C 66 54 80 27 N/A 37 82 100
10193
lingvanex-mt
Enables text translation between different languages using the Lingvanex Transl…
C 66 55 48 68 29 81 100
10194
ZephyrDeng
mcp-server-gitlab Claim
基于MCP框架构建的GitLab集成服务器,提供多种GitLab RESTful API工具,支持项目搜索、任务管理、合并请求创建与审核等功能,帮助开发团队高…
C 66 55 72 73 60 81 35
10195
wer8956741
lint-mcp Claim
Enables intelligent Go code quality checking with smart change detection throug…
C 66 54 78 28 N/A 45 95 80
10196
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
10197
RadonX
MCP TriliumNext Claim 1
A Model Context Protocol server enabling AI assistants to interact with Trilium…
C 66 55 69 100 25 81 35
10198
rcoldwell
Enables AI assistants to search and retrieve records from the Digital Guitar Ar…
C 66 55 60 56 27 83 96
10199
wllcnm
MCP Reddit Server Claim 2
A Model Context Protocol server that enables AI assistants like Claude to brows…
C 66 55 57 53 37 82 99
10200
dfeirstein
Gemini Image MCP Claim 2
An MCP server that enables AI image generation, editing, and analysis using Goo…
C 66 55 63 65 27 80 89
Showing 10151–10200 of 67197 servers
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