MCP Server Quality Scores

Independent quality analysis of 47628 public MCP servers

47628
Discovered
29604
Scored
2112
Verified
16952
Complete

Last updated 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8201
josedu90
A Model Context Protocol server that enables AI agents to interact with Google …
C 69 55 63 100 50 81 42
8202
riza-io
mcp-go Claim
Build Model Context Protocol (MCP) servers in Go
C 69 54 62 35 N/A 69 95 91
8203
fangmd
Time MCP Claim
Provides time-related tools for LLM applications, enabling retrieval of current…
C 69 55 72 58 24 81 100
8204
nkapila6
mcp-local-rag Claim
"primitive" RAG-like web search model context protocol (MCP) server that runs l…
C 69 54 64 31 N/A 77 91 88
8205
ark-forge
arkforge-mcp Claim
Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microse…
C 69 55 72 42 54 80 96
8206
HaroldFinchIFT
A Model Context Protocol (MCP) server for querying NIST National Vulnerability …
C 69 55 80 36 45 87 92
8207
Shubby98
email-insights Claim 1
An MCP server that provides structured analytics for email data by extracting s…
C 69 54 65 56 N/A 25 95 94
8208
GuyenSoto
PBIXRay MCP Server Claim
Enables LLM clients to analyze and interact with Power BI (.pbix) files, provid…
C 69 54 72 31 N/A 45 95 99
8209
HGraphPunks
A production-ready Node.js server that enables decentralized communication betw…
C 69 55 72 70 23 76 94
8210
ariffazil
Constitutional AI governance: 11 mega-tools, 13 floors, VAULT999 ledger. Human-…
C 69 55 66 36 83 77 93
8211
nattyraz
YouTube MCP Server Claim
Enables interaction with YouTube videos by extracting metadata, captions in mul…
C 69 55 90 45 19 80 98
8212
vikasversetest-debug
Enables AI agents to interact with Hasura GraphQL endpoints to discover schema …
C 69 55 60 72 32 80 92
8213
MiniMax-AI
Specialized MCP server for coding workflows with web search and image analysis …
C 69 54 70 43 50 89 93
8214
shrey4500
freshrelease Claim
C 69 54 62 61 N/A 16 95 99
8215
AllenMaxi
ContextGraph Claim 1
Shared memory bus for MCP-compatible agents with permissions, subscriptions, an…
C 69 54 90 0 N/A 79 87 96
8216
freestylefly
12306-MCP Claim 2
A Model Context Protocol server that allows large language models to search for…
C 69 55 37 100 43 81 80
8217
AITech-Team
RAGFlow MCP Server Claim
Enables interaction with the RAGFlow API to manage knowledge base datasets and …
C 69 55 78 63 26 80 88
8218
ccq1
awsome kali MCPServers is a set of MCP servers tailored for Kali Linux
C 69 54 72 48 N/A 45 87 91
8219
Kyoungwoong
Discover top contributors by file, branch, or PR area to route reviews and clar…
C 69 54 70 35 N/A 53 95 94
8220
MLValidationDebug
A minimal Model Context Protocol (MCP) server that uses streamable HTTP transpo…
C 69 55 74 57 22 82 100
8221
antegral
KPIC MCP Server Claim
Enables users to search and retrieve detailed pharmaceutical drug information f…
C 69 55 72 100 54 81 24
8222
J-Gal02
ClickSend MCP Server Claim 1
This server enables AI models to send SMS messages and initiate Text-to-Speech …
C 69 55 78 45 37 81 96
8223
mhe8mah
WebP Batch Converter Claim 1
An MCP server that enables batch conversion of images to WebP format with confi…
C 69 55 69 57 39 81 92
8224
SauravPahadia
Enables access to Oura Ring health data including sleep patterns, activity metr…
C 69 55 66 65 26 81 98
8225
byPawel
tachibot-mcp Claim 2
Multi-model AI orchestration with 31 tools, YAML workflows, and 5 token-optimiz…
C 69 54 96 31 N/A 70 64 84
8226
aynul-abedin
my-mcp-server Claim
C 69 54 66 61 N/A 24 95 91
8227
philogicae
Simple sequential thinking MCP in python
C 69 54 72 27 N/A 70 92 91
8228
hidenorigoto
An MCP server implementation that enables AI assistants to interact with and ma…
C 69 55 63 100 22 81 62
8229
okoshi-f
Generates random integers within a specified range and random alphanumeric stri…
C 69 55 72 58 26 81 100
8230
gaopengbin
cesium-mcp Claim
AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to Ces…
C 69 54 72 31 N/A 63 92 87
8231
mikeysrecipes
MCP Notes Claim
A personal knowledge management system built on the Model Context Protocol that…
C 69 55 78 55 27 81 92
8232
vdappdev2
vtimestamp-write Claim 1
MCP server for creating vtimestamp proofs on the Verus blockchain via a local o…
C 69 54 57 61 N/A 54 83 91
8233
dev-proxy-tools
mcp Claim 1
MCP server for Dev Proxy that enables AI assistants to interact with Dev Proxy.
C 69 54 47 52 N/A 59 95 100
8234
xue20010808
word2pdf_hello_mcp Claim
Create friendly, personalized greetings on demand. Toggle pirate mode for playf…
C 69 54 64 55 N/A 23 95 100
8235
kregyu
AI code generation service for KPC component library that solves hallucination …
C 69 55 78 58 25 82 91
8236
oyasimi1209
AI-driven tool that helps developers create beautiful UI components instantly t…
C 69 54 72 58 N/A 24 95 86
8237
daikw
Notes MCP Server Claim 1
A simple note storage system that lets users create and summarize notes with va…
C 69 54 78 52 N/A 17 90 97
8238
calumjs
MCP Label Printer Claim 1
Enables printing labels with QR codes and text to a Brother QL-810W printer via…
C 69 54 78 52 N/A 21 90 94
8239
JJVvV
A Model Context Protocol server that provides real-time database schema informa…
C 69 55 65 61 41 80 92
8240
vaesonshu
An MCP server for data analysis and visualization supporting CSV and Excel file…
C 69 54 69 66 N/A 27 95 78
8241
alsonwangkhem
An MCP server that allows Claude and other MCP-compatible LLMs to interact with…
C 69 55 69 66 28 80 95
8242
CWNApps
TrustAtom MCP Server Claim 1
Provides cryptographic signing and verification for AI decisions to generate ve…
C 69 55 86 45 N/A 35 80 91
8243
a1official
A comprehensive MCP server providing advanced Redmine project analytics, web au…
C 69 55 78 56 30 81 88
8244
mfreeman451
JSON Logs MCP Server
C 69 55 86 87 34 81 37
8245
Arclio
github-projects-mcp
C 69 55 72 46 47 81 98
8246
m0nochr0me
Arca MCP Claim 1
An MCP server providing semantic memory storage and retrieval using vector embe…
C 69 55 57 68 48 78 94
8247
u9401066
MedVision MCP Claim 1
Provides AI-powered medical image analysis tools for LLM agents, enabling tasks…
C 69 54 72 45 N/A 42 90 90
8248
kunwarmahen
Podman MCP Server Claim
Enables AI tools to manage containerized applications through Podman, supportin…
C 69 55 78 53 21 81 99
8249
Legolasan
Enables Claude to interact with Snowflake data warehouses through natural langu…
C 69 55 78 47 43 76 97
8250
Disane87
Control and monitor Weishaupt heating systems via the WEM Portal
C 69 55 100 0 N/A 79 71 100
Showing 8201–8250 of 47628 servers
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