MCP Server Quality Scores

Independent quality analysis of 60600 public MCP servers

60600
Discovered
29950
Scored
2112
Verified
16953
Complete

Last updated 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25101
alibaizhanov
mengram Claim 1 2
Human-like memory layer for AI agents with semantic, episodic, and procedural m…
F 30 44 90 66 56 74
25102
kira-autonoma
context-proxy Claim 1
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x
F 30 43 84 0 N/A 40 89
25103
ribbon-finance
Aevo-MCP Claim 1 2
Connect AI agents to the Aevo trading platform. Retrieve market data, manage ac…
F 30 44 88 38 48 80
25104
Kevin-Liu-01
Minecraft Dedalus MCP Claim 1
Enables AI agents to control Minecraft bots via natural language commands by br…
F 30 44 96 43 32 80
25105
autonull
MCP Logic Claim 1 2
Enables first-order logic reasoning including theorem proving, model finding, c…
F 30 44 60 33 34 80
25106
googleapis
genai-toolbox Claim 1
Open source MCP server specializing in easy, fast, and secure tools for Databas…
F 30 43 90 42 89 87
25107
wenhuwang
mcp-k8s-eye Claim 1 2
MCP Server for kubernetes management, and analyze your cluster, application hea…
F 30 44 49 47 60 76
25108
wolfgangihloff
Provides access to the official German Federal Legal Information Portal (rechts…
F 30 44 94 56 25 80
25109
KyuRish
mcp-dashboards Claim 1
45+ interactive charts, dashboards, and KPIs inside any AI conversation
F 30 43 90 61 N/A 55 87
25110
Pixelworlds
opnsense-mcp-server Claim 1 2
Modular MCP server for OPNsense firewall management - 88 tools providing access…
F 30 44 100 66 N/A 51 78
25111
oceanbase
mcp-oceanbase Claim 1
mcp-oceanbase
F 30 44 82 57 72 74
25112
rangogamedev
codecks-mcp Claim 1
A TypeScript MCP server for Codecks project management that provides over 32 to…
F 30 44 94 72 56 77
25113
zerosync-co
Infrastructure Auto Provisioner
F 30 44 60 72 60 80
25114
DanielGillespie278
A server providing text-to-speech and speech-to-text functionalities using Wind…
F 30 43 60 33 N/A 19 82
25115
modelcontextprotocol
server-puppeteer Claim 1
Browser automation for web scraping and interaction
F 30 43 80 75 N/A 52 87
25116
amitsh06
A server implementing the Model Context Protocol that enables AI assistants lik…
F 30 44 48 31 19 76
25117
DaRealBada
QA Agent Claim 1
Enable question answering workflows with a simple agent setup. Facilitate autom…
F 30 43 24 20 N/A 22 77
25118
soggycactus
Create and save recipes in Paprika with natural language!
F 30 43 54 61 N/A 66 90
25119
brief-hq
temporal-mcp Claim 1
Empowering AI with Workflow Orchestration
F 30 43 50 31 N/A 39 90
25120
taurgis
Provides comprehensive access to Salesforce B2C Commerce Cloud development tool…
F 30 43 43 66 91 87
25121
grctest
FastAPI-BitNet Claim 1
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
F 30 43 60 65 N/A 46 88
25122
linw1995
nvim-mcp Claim 1 2
A MCP server to interact with Neovim
F 30 43 49 35 N/A 68 87
25123
ivo-toby
contentful-mcp Claim 1
Update, create, delete content, content-models and assets in your Contentful Sp…
F 30 43 100 41 N/A 78 88
25124
strale-io
strale-mcp Claim 1
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
F 30 44 60 43 32 78
25125
compiledwithproblems
File Context MCP Claim 1 2
This server provides an API to query Large Language Models using context from l…
F 30 43 64 37 N/A 19 90
25126
kroq86
Vector DB MCP Claim 1
Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lo…
F 30 43 52 31 N/A 32 87
25127
94aharris
Coach AI Claim 1 2
A productivity coaching assistant designed for ADHD support that provides intel…
F 30 43 84 31 N/A 26 89
25128
Chandrahas455
A server that allows AI tools like Claude and Cursor to automate and control Ph…
F 30 44 78 51 43 74
25129
gujord
A proxy server that bridges AI agents and external APIs by dynamically translat…
F 30 44 100 71 67 80
25130
mims-harvard
tooluniverse Claim 1 3
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
F 30 43 86 27 N/A 85 58
25131
lusha-oss
Lusha MCP Server Claim 1
Enables AI agents to perform comprehensive person and company lookups by integr…
F 30 44 78 73 59 80
25132
jacksteamdev
Add Obsidian integrations like semantic search and custom Templater prompts to …
F 30 43 94 73 N/A 71 87
25133
endlessblink
Clean-Cut-MCP Claim 1
Enables users to create professional React-powered videos through Claude Deskto…
F 30 43 94 57 N/A 44 84
25134
lensesio
Lenses MCP Server Claim 1
Manage, explore, transform and join data in Kafka topics across multiple cluste…
F 30 43 80 41 N/A 50 89
25135
Knuckles-Team
ArchiveBox API Claim 1
Enables programmatic interaction with ArchiveBox web archiving functionality th…
F 30 44 80 68 69 76
25136
saikiyusuke
registep-mcp Claim 1
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
F 30 44 48 60 28 69
25137
pablomartinferrari
MCP Server Demo Claim 1
A simplified Model Context Protocol server in Python that reads text input and …
F 30 44 50 21 16 81
25138
khaoss85
mcp-orchestro Claim 1 2
Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Ka…
F 30 44 94 65 31 76
25139
thekaranpargaie
Database MCP Claim 1
Provides a natural language interface for querying and managing PostgreSQL, MyS…
F 30 44 60 46 25 76
25140
Denis2054
Save thousands of lines of code by building universal, domain-agnostic Multi-Ag…
F 30 43 50 41 N/A 51 90 JU
25141
ApoorvBrooklyn
Enables monitoring and querying of telecom performance management (PM) counters…
F 30 44 48 61 22 80
25142
2501-ai
VMWare MCP Claim 1
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
F 30 44 86 67 37 77
25143
ag2-mcp-servers
An auto-generated MCP server that enables interaction with Google Kubernetes En…
F 30 44 60 50 21 76
25144
Danielmelody
Enhanced Fetch MCP Claim 1 2
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
F 30 43 78 53 N/A 55 87
25145
elisymprotocol
elisym protocol Claim 1 2
AI agent discovery, marketplace, messaging, and payments on Nostr — no platform…
F 30 43 64 70 N/A 72 72
25146
Govcraft
Provides up-to-date documentation context for a specific Rust crate to LLMs via…
F 30 43 60 60 N/A 74 90
25147
avisangle
jenkins-mcp-server Claim 1
Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline mo…
F 30 43 88 47 N/A 34 87
25148
annie25726
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
F 30 44 56 32 47 80
25149
Jayden-Dong
MCPHub Claim 1
A centralized management platform that aggregates multiple Model Context Protoc…
F 30 44 94 66 25 76
25150
hsiangjenli
MCP Markdown Template Claim 1
Automatically transforms markdown templates (like GitHub Issue templates) into …
F 30 44 54 57 54 80
Showing 25101–25150 of 60600 servers
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