MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29629
Scored
2112
Verified
16952
Complete

Last updated 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22051
ecatchup
Model Context Protocol server implementation for operating baserCMS that enable…
C 67 44 66 67 49 81
22052
HoldMyBeer-gg
blend-ai Claim 1
An MCP server that enables AI assistants to control Blender through 108 special…
C 67 33 39 N/A N/A 76 95
22053
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
22054
samvallad33
Vestige Claim
A local cognitive memory server for MCP-compatible AI agents, providing persist…
C 67 43 60 35 N/A 87 92
22055
PromptExecution
Expose curated Justfile recipes via MCP for safe deterministic automation.
C 67 43 48 58 N/A 82 90
22056
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
22057
containers
kubernetes-mcp-server Claim 1
A Model Context Protocol (MCP) server for Kubernetes and OpenShift
C 67 43 63 32 N/A 84 95
22058
avrabe
mcp-loxone Claim
An opinionated Model Context Protocol (MCP) server for controlling Loxone home …
C 67 43 60 45 N/A 78 90
22059
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
22060
huiseo
Enables LLMs to interact with Outline wiki for document management, search, and…
C 67 44 72 76 30 81
22061
MNIsRed
Chrome MCP Server Claim
An extension-based MCP server that enables AI assistants to control your browse…
C 67 33 56 N/A N/A 50 95
22062
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
22063
cpfhub
cpfhub Claim 2
MCP server for CPFHub.io. Query Brazilian CPF data directly from AI agents.
C 67 33 75 N/A N/A 32 83
22064
wlu03
Enables trading and portfolio management through the Alpaca API, allowing users…
C 67 44 88 61 29 76
22065
lautarobarba
Enables AI models to interact with BookStack wiki instances through a comprehen…
C 67 44 80 70 23 81
22066
getmockd
mockd Claim
Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, Web…
C 67 43 60 43 N/A 81 90
22067
Mutahar456
n8n-MCP Claim 1
An MCP server that empowers AI assistants to build, validate, and manage n8n wo…
C 67 44 79 43 69 76
22068
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
22069
MementoRC
MCP Git Server Claim 1
A Model Context Protocol server that enables LLMs to interact with Git reposito…
C 67 44 63 67 55 80
22070
blueman82
Meta-MCP Server Claim 1
A Model Context Protocol server that wraps multiple backend servers for token-e…
C 67 44 73 68 36 80
22071
jamesrosing
tebra Claim 2
MCP server for Tebra/Kareo practice management — patients, billing, scheduling,…
C 67 33 63 N/A N/A 52 83
22072
zqushair
A Model Context Protocol server that integrates LLMs with Frontapp's customer c…
C 67 44 77 61 44 76
22073
hanlulong
Give your AI agent accurate economic data. 330K indicators from FRED, World Ban…
C 67 33 60 N/A N/A 40 95
22074
FutureAtoms
AI-native orchestration layer with 80+ tools for task management, code editing,…
C 67 44 100 31 42 80
22075
cfdude
Provides 84 specialized tools for comprehensive Google Workspace automation inc…
C 67 44 78 62 37 80
22076
jeandelest
Screen MCP Claim
Enables LLMs to capture screenshots and screen recordings through MCP with chun…
C 67 33 66 N/A N/A 30 95
22077
hechtcarmel
A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistant…
C 67 33 54 N/A N/A 53 95
22078
onimsha
A production-ready Model Context Protocol server that enables AI assistants and…
C 67 44 60 75 46 82
22079
mizukaizen
nightglass Claim 1
Screenshot API for MCP clients. Capture any URL as PNG with mockup mode support.
C 67 33 68 N/A N/A 44 83
22080
whypuss
social-mcp Claim
Lets you control Meta apps (Facebook, Instagram, Threads) using your Chrome log…
C 67 33 66 N/A N/A 30 95
22081
supermodeltools
mcpbr Claim
Model Context Protocol Benchmark Runner
C 67 43 68 35 N/A 70 95
22082
iwen-conf
Apifox MCP Server Claim
Enables LLMs to manage Apifox API projects, including listing, creating, updati…
C 67 43 84 38 47 90
22083
xemantic
Adapting xemantic-ai-tool-schema to Model Context Protocol kotlin-sdk Tool input
C 67 33 54 N/A N/A 52 95
22084
nfemmanuel
iranti Claim
Persistent shared memory for AI coding agents. Stores facts as `entity/key/valu…
C 67 33 60 68 75
22085
otaviocc
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 67 33 48 N/A N/A 61 95
22086
nizovtsevnv
MCP server for Outline knowledge base implemented on Rust as one statically lin…
C 67 44 71 42 73 81
22087
Nealmalhotra
calhacks Claim
C 67 33 72 N/A N/A 21 95
22088
alexrwilliam
A minimal server that exposes Playwright browser automation capabilities throug…
C 67 43 80 45 N/A 35 95
22089
andreacappelletti97
google-flights Claim 1
MCP server for Google Flights: search, price tracking, cabin comparison, emissi…
C 67 33 51 N/A N/A 58 95
22090
TylerFlar
Enables interaction with Fidelity Investments brokerage accounts using Playwrig…
C 67 33 54 N/A N/A 53 95
22091
karthikravva
MCP Energy Hub Claim
Provides real-time US power grid intelligence and carbon intensity data to enab…
C 67 44 72 66 43 78
22092
xlzuvekas
Figma Copilot Claim
Enables AI assistants to interact with Figma designs programmatically, supporti…
C 67 44 94 31 52 80
22093
Platano78
Smart-AI-Bridge Claim
Intelligent AI routing and integration platform for seamless provider switching
C 67 43 60 43 N/A 72 95
22094
wolfdancer
Enables AI assistants to interact with Rockfish's machine learning platform thr…
C 67 44 84 60 28 81
22095
xphileby
Enables control and interaction with Commodore 64 Ultimate Computer devices thr…
C 67 44 90 50 37 76
22096
Jacksini
Engram Claim
A persistent memory server for AI agents that stores structured notes in a loca…
C 66 43 66 62 N/A 35 92
22097
kivanccakmak
Yaver Claim
P2P dev-machine MCP for phone-driven coding agents: hot reload, builds, deploys.
C 66 33 48 56 95
22098
novitalabs
Novita MCP Server Claim 1
An MCP server that enables seamless management of Novita AI platform resources,…
C 66 44 63 63 47 86
22099
PatrickRuddiman
Enables semantic search across indexed documents using vector embeddings. Index…
C 66 43 64 33 N/A 75 95
22100
mdfifty50-boop
agent-costcenter Claim
Multi-agent billing and cost allocation tracking
C 66 33 60 N/A N/A 37 95
Showing 22051–22100 of 48680 servers
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