MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
27699
Scored
1869
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9351
Paddione
Enables document search and retrieval using TF-IDF vector similarity across HTM…
C 67 54 74 52 N/A 16 90 93
9352
VibeCoding4-JC
PDP MCP Server Claim 2
An MCP server that provides RAG-powered Q\&A regarding Indonesia's Law No. 27 o…
C 67 55 45 82 24 82 94
9353
zq940222
HybridHub Claim
Enables unified access to both structured databases (PostgreSQL, MySQL, SQLite,…
C 67 55 54 66 32 80 99
9354
zidong0822
Swagger MCP Server Claim
Automatically converts Swagger 2.0 API specifications into MCP tools, enabling …
C 67 55 78 100 43 81 17
9355
ccw33
Enables multimodal AI capabilities through GLM-4.5V API for image processing, v…
C 67 55 66 100 43 81 33
9356
melihbirim
Enables AI assistants to interact with PostgreSQL databases using natural langu…
C 67 55 62 62 28 80 98
9357
esneyder
ApiColombiaMCP Claim 1
Provides comprehensive information about Colombia including departments, region…
C 67 55 72 87 26 81 55
9358
mmmaaatttttt
This server integrates with the Ticketmaster API to provide AI agents with real…
C 67 55 74 58 20 81 88
9359
sparfenyuk
A bridge allowing Claude Desktop to access Telegram chats and messages via the …
C 67 55 74 36 55 81 86
9360
jinhee3653-debug
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 67 54 66 73 N/A 34 90 62
9361
BACH-AI-Tools
Enables access to real-time news articles through search, topic headlines, full…
C 67 55 56 100 45 81 44
9362
tamagokakedon
A cross-platform desktop application that runs a Model Context Protocol server,…
C 67 54 72 36 N/A 27 95 100
9363
apache
IoTDB MCP Server Claim
A server that enables running SQL queries against IoTDB databases, providing da…
C 67 55 62 48 51 82 90
9364
xxflux
A TypeScript server that implements the Model Context Protocol, enabling AI-pow…
C 67 55 92 31 19 80 100
9365
BACH-AI-Tools
Enables web scraping, crawling, structured data extraction, and browser automat…
C 67 55 74 82 47 81 42
9366
sbraind
MCP Lite Wrappers Claim
Lightweight MCP wrappers that consolidate multiple tools from services like Sup…
C 67 55 96 37 32 80 77
9367
avahowell
offeryn Claim 1
Build tools for LLMs in Rust using Model Context Protocol
C 67 54 78 32 N/A 47 92 83
9368
kukapay
An MCP server for batch-generating wallets compatible with Ethereum and all EVM…
C 67 55 51 62 45 76 100
9369
arunrajece
Integrates Google Maps routing and traffic capabilities with Claude AI for adva…
C 67 55 86 53 18 78 86
9370
Joshnaacsha
Enables AI agents to interact with your personal WhatsApp account, allowing the…
C 67 54 54 62 N/A 24 95 91
9371
sbl-sdsc
MCP Server Proto-OKN Claim 1
A Model Context Protocol server that provides tools for querying SPARQL endpoin…
C 67 55 61 38 69 81 93
9372
marchi-lau
Provides tools for AI assistants to interact with Airtable databases, enabling …
C 67 66 96 71 0 52 81 98
9373
NehoraiHadad
Enables interaction with the Telegraph API (telegra.ph) to create, manage, edit…
C 67 55 76 32 53 82 90
9374
guangxiangdebizi
Quant2Ptrader-MCP Claim 1
Automatically converts JoinQuant quantitative trading strategies to Ptrade plat…
C 67 55 86 42 31 82 85
9375
Cyreslab-AI
ExploitDB MCP Server Claim 3
A Model Context Protocol server that enables AI assistants to search and retrie…
C 67 55 63 91 45 80 46
9376
saiprasadthalluri
Enables LLMs to search for food products and retrieve detailed nutritional info…
C 67 54 60 56 N/A 19 95 98
9377
srikanth-paladugula
A Model Context Protocol server that enables Claude Desktop to interact with Mi…
C 67 55 47 67 49 80 91
9378
michael7736
MySQL MCP Server Claim 2
A Model Context Protocol server that allows AI agents to execute SQL queries ag…
C 67 55 77 100 26 71 42
9379
SeoNaRu
Enables AI agents to query Korean listed companies' financial statements, publi…
C 67 55 72 71 22 80 76
9380
Erredebe
Travel MCP Claim
A comprehensive travel planning copilot that provides geographic data, weather …
C 67 55 54 68 24 81 99
9381
rtcface
Allows interaction with MongoDB collections and documents through standardized …
C 67 55 74 61 28 78 86
9382
polocap
MCP Code Analyzer Claim 1
An orchestrator that coordinates multiple security and quality tools like Semgr…
C 67 55 90 31 29 82 91
9383
mnhlt
WebSearch-MCP Claim 1
A Model Context Protocol server that enables AI assistants to perform real-time…
C 67 55 55 62 45 81 91
9384
mcollina
MCP Node Fetch Claim 3
An MCP server that enables fetching web content using the Node.js undici librar…
C 67 55 57 65 34 82 93
9385
mahdin75
gis-mcp Claim
A Model Context Protocol server that connects LLMs to GIS operations, enabling …
C 67 55 64 33 N/A 74 82 87
9386
JarvisOnM4
MCP server for AI agents to report infrastructure needs they encounter during t…
C 67 54 51 52 N/A 47 90 95
9387
hsu-aut
Enables LLMs to interact with the Blocksworld Simulation to perform block manip…
C 67 55 54 55 45 82 97
9388
yop-platform
yeepay-mcp Claim 1
The Yeepay MCP service provides integration with Yeepay services via the Model …
C 67 55 72 100 45 71 32
9389
mateusjunges
An OAuth-authenticated MCP server that bridges Claude AI with a task management…
C 67 55 72 68 24 81 80
9390
NH-5
An MCP server that enables image generation using Google's Gemini Nano Banana P…
C 67 55 69 60 30 76 91
9391
Processori7
SQL MCP Server Claim
Enables natural language and SQL querying across SQLite, MySQL, PostgreSQL, and…
C 67 55 78 53 19 81 94
9392
markheramis
GIT MCP Server Claim
Node.js server implementing Model Context Protocol for git operations, enabling…
C 67 55 78 82 N/A 27 95 33
9393
basementstudio
Provides access to classic DOS games like DOOM, Super Mario, Tetris, and Duke N…
C 67 55 54 100 N/A 25 95 48
9394
tjameswilliams
AI Charts Claim 2
An MCP server that enables AI assistants to programmatically create and manage …
C 67 55 81 27 45 82 99
9395
jyjune
mcp_vms Claim
A Model Context Protocol (MCP) server designed to connect to a CCTV recording p…
C 67 54 70 31 N/A 45 87 100
9396
mattapperson
poof-mcp Claim 1
An MCP server that enables AI agents to control the macOS Terminal.app using Ap…
C 67 54 51 58 N/A 32 89 100
9397
stucchi
Nexi XPay Claim 1
MCP server for Nexi XPay Back Office APIs: orders, transactions, warnings.
C 67 54 57 45 N/A 50 95 90
9398
Unlock-MCP
Enables AI assistants to search the web using DuckDuckGo and extract clean text…
C 67 54 76 31 N/A 43 92 91
9399
okybaguslukmana
Superset MCP Server Claim 1
An MCP server for Apache Superset that enables AI models to manage dashboards, …
C 67 55 73 36 51 76 98
9400
urmilabhuva
Odoo MCP Server Claim 1
Enables AI assistants to interact with Odoo ERP systems through XML-RPC to mana…
C 67 55 74 48 49 80 82
Showing 9351–9400 of 33593 servers
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