MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28875
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16001
apify
An MCP server for Apify's open-source RAG Web Browser Actor to perform web sear…
F 25 55 65 10 72 80 48
16002
aralroca
Telegram MCP Bridge Claim 1
Enables MCP agents to request human confirmation for actions via a Telegram bot…
F 25 55 86 65 35 80 94
16003
DonsWayo
tauri-mcp Claim 1
A Tauri plugin that enables AI agents to interact with Tauri applications throu…
F 25 54 66 53 N/A 30 82 93
16004
awkoy
notion-mcp-server Claim 1
**Notion MCP Server** is a Model Context Protocol (MCP) server implementation t…
F 25 54 72 68 N/A 53 90 36
16005
neondatabase
mcp-server-neon Claim 1 2
MCP server for interacting with Neon Management API and databases.
F 25 66 73 10 0 52 80 100
16006
floatDreamWithSong
A Model Context Protocol (MCP) server that converts natural language queries in…
F 25 55 58 65 38 80 81
16007
Raistlin82
Enterprise SAP OData to MCP Server with AI capabilities and Cloud Foundry integ…
F 25 55 90 41 N/A 55 70 91
16008
ctkadvisors
GraphQL MCP Server Claim 1
A TypeScript server that provides Claude AI with seamless access to any GraphQL…
F 25 55 86 66 28 80 93
16009
wujtruj
Curl MCP Server Claim 1
Enables full curl functionality within the Model Context Protocol, allowing use…
F 25 54 86 57 N/A 22 77 91
16010
kalivaraprasad-gonapa
Azure MCP Server Claim 2
Enables natural language interaction with Azure services through Claude Desktop…
F 25 55 94 75 52 69 93
16011
cablate
Gmail MCP Server Claim 1 3
Provides comprehensive Gmail integration with LLM processing capabilities, allo…
F 25 55 90 100 37 78 37
16012
AceDataCloud
mcp-flux-pro Claim 1
MCP server for Flux AI image generation
F 25 55 84 0 68 82 94
16013
ctaylor86
Enables asynchronous transcription of long audio and video files using Deepgram…
F 25 55 78 71 29 82 94
16014
ripgrim
Paper MCP Server Claim 1 3
An MCP server that connects to the Paper WebSocket API for managing canvas node…
F 25 55 63 68 27 80 96
16015
tasopen
mcp-alphabanana Claim 2
Local MCP server for generating image assets with Google Gemini (Nano Banana 2 …
F 25 54 84 65 N/A 76 88 90
16016
ArcadeAI
arcade-mcp Claim 1
The best way to create, deploy, and share MCP Servers
F 25 54 76 58 N/A 83 87 95
16017
augmentedivan
Fabric MCP Server Claim 2 4
An MCP server that exposes Fabric patterns as tools for Cline, enabling AI-driv…
F 25 55 75 83 N/A 44 87 43
16018
sunbeibei-hub
TripNow (航班管家) Claim 2 3
Provides real-time flight and train ticket queries, live status tracking, and a…
F 25 66 78 70 80 25 76 64
16019
dronreef2
Find and retrieve full-page web content with contextual search to ground your w…
F 25 54 72 63 N/A 54 89 100
16020
romainsantoli-web
Memory OS AI Claim 1 2
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project li…
F 25 54 84 71 N/A 72 90 93
16021
Akrasia0
An MCP server that provides access to Stern, a philosophical AI mentor combinin…
F 25 55 57 63 20 76 83
16022
unionai-oss
Union MCP Claim 2 3
An MCP server that allows Claude models to use Union tasks, workflows, and apps…
F 25 54 27 45 N/A 48 84 91
16023
khalomsky
syke Claim 1
AI code impact analysis — dependency graphs, cascade detection, and build gates…
F 25 54 90 68 N/A 32 90 91
16024
protagolabs
NetMind MCPServer MCP Claim 1 2
A Model Context Protocol server that enables users to query, retrieve details, …
F 25 55 39 47 39 76 96
16025
kukapay
token-minter-mcp Claim 1 2
An MCP server providing tools for AI agents to mint ERC-20 tokens across multip…
F 25 55 63 72 43 74 94
16026
poof-bg
Enables AI assistants to remove backgrounds from images using the Poof API via …
F 25 66 92 80 100 33 80 96
16027
genm
SwitchBot Server Claim 1 2
Control SwitchBot devices with your AI assistant.
F 25 54 78 67 N/A 38 90 88
16028
jhgaylor
A Model Context Protocol (MCP) server library that gives LLMs access to informa…
F 25 54 76 56 N/A 55 89 95
16029
WattCoin-Org
Earn WATT tokens on Solana — tasks, skills marketplace, AI inference, and bount…
F 25 66 96 100 95 68 77 95
16030
MCPCat
mcpcat-typescript-sdk Claim 2
MCPcat is an analytics platform for MCP server owners 🐱.
F 25 54 96 43 N/A 83 90 94
16031
epicweb-dev
A workshop repository teaching advanced Model Context Protocol features for bui…
F 25 66 84 68 0 40 78 97
16032
devjoaocastro
Continuum Claim 1
Automatically extracts architectural decisions, patterns, and insights from Git…
F 25 54 90 32 N/A 55 92 93
16033
aeoess
Your AI finds the right people for you. Agent-to-agent professional networking.
F 25 55 72 71 N/A 71 80 91
16034
jau123
MeiGen-AI-Design-MCP Claim 2
AI image generation & editing MCP server with 1,500+ curated prompt library, sm…
F 25 55 84 71 76 80 91
16035
megachadxyz
MegaChad Claim 1
Burn-to-create looksmaxxing engine on MegaETH. 14 MCP tools for DeFi, NFTs, and…
F 25 66 92 100 94 45 78 99
16036
Tongzhao9417
MinerU MCP Server Claim 1
Exposes the MinerU document-to-markdown API as MCP tools for converting PDF, Wo…
F 25 55 54 0 27 78 87
16037
PSPDFKit
nutrient-dws-mcp-server Claim 1 2
MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OC…
F 25 55 69 68 64 76 88
16038
ErlichLiu
AI Surge MCP Claim 1
An open-source MCP server that tracks premier global AI information from source…
F 25 55 54 22 27 80 94
16039
xiaobenyang-com
test
F 25 55 78 62 34 71 59
16040
SamarJyoti496
Trade-MCP Claim 1
Enables trading automation through Zerodha Kite Connect API, allowing users to …
F 25 55 48 37 18 74 94
16041
olalonde
mcp-human Claim 2 3
When your LLM needs human assistance (through AWS Mechanical Turk)
F 25 55 74 61 39 80 82
16042
sunriseapps
imagesorcery-mcp Claim 1
ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI as…
F 25 54 90 60 N/A 51 90 88
16043
profullstack
mcp-server Claim 1
A comprehensive MCP server aggregating 20+ tools including SEO optimization, do…
F 25 55 90 35 55 80 88
16044
SageMindAI
moltbridge Claim 1
Agent network intelligence for AI agents. Trust scoring, broker discovery, and …
F 25 54 96 46 N/A 48 90 96
16045
apollographql
GraphOS MCP Tools Claim 1 2
Search Apollo docs, specs, and best practices
F 25 54 56 43 92 92 41
16046
AidenYangX
mapbox-mcp-server Claim 1 4
MCP Server for the Mapbox API.
F 25 55 77 62 39 76 90
16047
jamiew
Monarch MCP Server Claim 1
Access Monarch financial data — accounts, transactions, budgets, and more
F 25 64 88 48 0 73 74 93
16048
emiliobool
MCP Relay Server Claim 1 2
This server allows integration with Discord, enabling message exchanges between…
F 25 54 60 61 N/A 17 90 91
16049
testusercar
habitify-mcp-server Claim 1
F 25 54 62 67 N/A 53 87 82
16050
ExpertVagabond
mega Claim 1 2
MEGA cloud storage CLI MCP server
F 25 55 94 100 N/A 50 84 100
Showing 16001–16050 of 33842 servers
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