MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25427
Scored
1446
Verified
16957
Complete

Last updated 1 hour, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15651
leonaries
AI Picture MCP Server Claim 1 3
An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide A…
F 30 55 79 100 46 76 41
15652
riefer02
Mezmo MCP Server Claim 1 2
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
F 30 55 63 76 31 82 90
15653
madhusudan-kulkarni
Enables AI-powered image generation from text prompts using fal.ai models direc…
F 30 54 84 72 N/A 50 90 99
15654
asingh49-cmd
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
F 30 54 58 22 N/A 21 84 96
15655
RoversX
Enables AI assistants to control Universal Robots through real-time connection …
F 30 55 56 32 44 76 95
15656
cqfn
aibolit-mcp-server Claim 1
Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How…
F 30 54 60 50 N/A 75 90 93
15657
romainsantoli-web
138-tool MCP server for AI agent firms: security, A2A, Hebbian memory, fleet mg…
F 30 54 84 75 N/A 61 87 98
15658
agentset-ai
Agentset Claim 1
An open-source platform for Retrieval-Augmented Generation (RAG). Upload docume…
F 30 55 72 68 68 80 82
15659
cablate
Provides comprehensive document processing, including reading, converting, and …
F 30 55 86 100 57 78 44
15660
groundcobra009
Hourei MCP Server Claim 1 2
Enables searching and retrieving Japanese legal information from the e-Gov Law …
F 30 55 84 53 33 80 90
15661
lorenzwalthert
Swiss Meteo MCP Claim 1
An experimental MCP server that provides weather information tools, including t…
F 30 55 72 53 26 80 98
15662
ezbiz-services
AI business intelligence: competitor analysis, web scoring, reviews, market res…
F 30 66 100 86 95 67 80 90
15663
FiligranHQ
xtm-mcp Claim 1
eXtended Threat Management MCP Servers
F 30 54 66 38 N/A 51 87 96
15664
opiuman
Helps YouTube content creators find perfect background music for their shorts b…
F 30 55 84 73 34 80 96
15665
michellechang77
mit_ai_agents_hw3 Claim 1
F 30 54 72 65 N/A 44 90 91
15666
SageMindAI
threadline-mcp Claim 1 2
Agent-to-agent messaging relay. Discover agents, send messages, and receive rep…
F 30 54 72 41 N/A 89 90 54
15667
chen9z
Graphiti MCP Server Claim 1
Enables AI assistants to build and query temporally-aware knowledge graphs from…
F 30 55 78 66 21 80 93
15668
jlokos
RayBridge Claim 1
Bridges locally installed Raycast extensions to any MCP-compatible client via s…
F 30 55 96 66 63 80 67
15669
stack-chan
stack-chan Claim 1
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
F 30 54 96 42 N/A 70 87 99
15670
TeglonLabs
Enables interaction with a tool for generating true random coin flips via rando…
F 30 55 84 100 26 82 55
15671
membranehq
mcp-server Claim 1
MCP Server for Membrane
F 30 55 80 42 N/A 60 80 67
15672
baryhuang
A MCP server that enables Claude to discover and call any API endpoint through …
F 30 55 100 66 N/A 63 77 93
15673
bash20cu
A comprehensive MCP implementation designed for fullstack development that enab…
F 30 54 60 46 N/A 32 82 98
15674
sanxfxteam
A Model Context Protocol server that provides image generation capabilities usi…
F 30 55 69 55 44 76 93
15675
gvorwaller
Claude Relay Claim 1
Enables real-time communication between Claude Code instances across multiple m…
F 30 55 90 31 27 80 95
15676
dongprojectteam
An AI-powered server that analyzes uploaded images and automatically generates …
F 30 54 68 52 N/A 16 87 100
15677
fgasparetto
MCP server for transcribing Google Chat voice messages using Groq Whisper API
F 30 54 51 41 N/A 50 71 92
15678
arjunkmrm
Enable AI assistants to perform web searches using Perplexity's Sonar Pro.
F 30 66 74 62 0 34 76 100
15679
ysh-fe
Enables automated content generation and scheduling for Instagram and Pinterest…
F 30 55 90 72 35 80 93
15680
baonpNexle
AI_SYNC MCP Server Claim 1
Connects GPT-4 to a merchant store API, allowing users to query and manage stor…
F 30 54 66 53 N/A 21 87 99
15681
rgbkrk
Minecraft Docker MCP Claim 1 2
Enables AI interactions with a running Minecraft server inside a Docker contain…
F 30 55 70 35 17 69 96
15682
yoloshii
ClawMem Claim 1
On-device memory layer for AI agents. Claude Code, Hermes and OpenClaw. Hooks +…
F 30 54 100 58 N/A 60 90 96
15683
datavorous
PuchAI MCP Server Claim 1
A multi-purpose MCP server that enables Reddit research for market validation, …
F 30 55 72 67 23 74 79
15684
OrenGrinker
Provides dad jokes in multiple styles and topics through prompts and tools, inc…
F 30 55 72 53 23 80 100
15685
milkymap
OmniMCP Claim 1
A semantic router that provides unified access to multiple MCP servers through …
F 30 55 94 46 70 78 90
15686
oxgeneral
AgentNet Claim 1 2
Agent-to-agent referral network. Discover, recommend, and refer users between A…
F 30 66 90 52 0 29 80 93
15687
sportsanalytics-world
Provides intelligent access to OPTA football API documentation with automatic a…
F 30 55 90 68 29 76 96
15688
ocean1
An MCP server that enables direct communication between two Claude instances, a…
F 30 55 79 72 44 76 81
15689
bielacki
Explore and discover video games from the Internet Game Database. Search titles…
F 30 66 76 66 0 61 80 90
15690
particlefuture
MCPDiscovery Claim 1 2
MCP of MCPs. Automatic discovery and configure MCP servers on your local machin…
F 30 55 66 38 60 76 72
15691
bhpark1013
Helps users discover and install MCP servers from PlayMCP using hybrid search (…
F 30 55 80 58 30 80 85
15692
situ2001
unplugin-mcp Claim 1
A unified plugin for developers integrating MCP servers into modern JavaScript …
F 30 54 72 40 N/A 59 89 88
15693
bluzername
lennys-quotes Claim 1 2
Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,…
F 30 54 60 58 N/A 54 90 90
15694
cwahlfeldt
Blender MCP Server Claim 1 4
A Model Context Protocol server that allows management and execution of Blender…
F 30 54 39 26 N/A 22 84 98
15695
runbook-ai
browser-agent Claim 1 3
MCP server for browser automation with AI agent
F 30 54 71 52 N/A 51 90 90
15696
lewis-king
FPL MCP Server Claim 1 2
Connects LLMs to the Fantasy Premier League API for intelligent team management…
F 30 55 72 41 45 80 100
15697
gilby125
OpenCode MCP Tool Claim 1 2
Enables AI assistants to interact with multiple AI models through the OpenCode …
F 30 55 84 62 53 80 93
15698
mtct
MCP Journaling Server Claim 1
The MCP server transforms chats with Claude into journaling sessions, saving co…
F 30 54 56 30 N/A 41 88 94
15699
fengyinxia
fengyinxia-jimeng-mcp Claim 1
Create images and videos from prompts, with options for image mixing, reference…
F 30 66 54 66 0 40 76 78
15700
uzusio
faster-whisper-mcp Claim 1 2
Enables high-quality transcription and subtitle generation from local media fil…
F 30 54 54 62 N/A 30 89 55
Showing 15651–15700 of 33379 servers
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