MCP Server Quality Scores

Independent quality analysis of 58295 public MCP servers

58295
Discovered
29865
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7251
twolven
StockFlow MCP Server Claim 2
A Model Context Protocol server providing real-time stock data and options anal…
B 70 55 75 61 36 80 90
7252
ResakaGit
mcp-vitacore Claim
A session memory consolidation and architectural oversight system that uses Gem…
B 70 55 66 65 42 82 92
7253
tatumio
blockchain-mcp Claim 2
MCP server for Blockchain Data. It provides access to Tatum's blockchain API ac…
B 70 55 63 66 44 80 92
7254
StarGazer1995
mcp-stargazing Claim
Calculate the altitude, rise, and set times of celestial objects (Sun, Moon, pl…
B 70 55 78 41 57 82 91
7255
vespo92
A Model Context Protocol server that enables Claude Desktop and other MCP clien…
B 70 55 65 41 82 81 92
7256
makaveli006
A production-ready MCP server that enables users to interact with PostgreSQL da…
B 70 55 60 71 47 81 87
7257
RMRanjit
Provides persistent memory for Claude by implementing a local knowledge graph t…
B 70 54 78 51 N/A 18 95 95
7258
potato-castle
Mono Memory MCP Claim
A self-hosted MCP server that provides AI assistants with a shared, persistent …
B 70 54 66 43 48 92 99
7259
drapon
A toolkit for managing Claude desktop app extension configurations, enabling fe…
B 70 55 72 76 42 80 73
7260
Datai-Network
Datai MCP Server Claim 1
Enables AI agents to retrieve real-time data on wallet DeFi positions, token ba…
B 70 55 80 100 27 82 41
7261
Nicolas-One
Enables automatic HTTP requests (GET, POST, PUT, DELETE, etc.) with JSON valida…
B 70 55 84 61 53 81 61
7262
jbergant
Enables optimization, conversion to WebP, and uploading of images to Vercel Blo…
B 70 55 86 56 22 81 92
7263
starzzzzzzzzzzzzzz
MCP Tools Claim
An MCP (Model Context Protocol) server implementation using HTTP SSE (Server-Se…
B 70 55 84 63 20 81 88
7264
mlobo2012
A server that enables Claude Desktop users to access the Claude API directly, a…
B 70 54 94 33 N/A 19 95 95
7265
wubbyweb
A simple server that enables AI models to send WhatsApp messages via the Twilio…
B 70 55 78 71 16 80 92
7266
icraft2170
YouTube MCP Server Claim
Enables AI language models to interact with YouTube content through a standardi…
B 70 55 60 72 32 81 98
7267
harshkedia177
Axon Claim 1
A graph-powered code intelligence engine that indexes codebases into a structur…
B 70 54 60 41 N/A 63 94 96
7268
Omer-Sadeh
Brings rubber duck debugging to AI-powered IDEs by providing a tool for articul…
B 70 54 60 55 N/A 36 95 98
7269
apexneural-hansika
Graphiti MCP Claim
Provides persistent memory and context continuity for AI agents using Zep's Gra…
B 70 55 84 56 24 81 93
7270
630156145
A JavaScript ES Modules server that provides weather information including aler…
B 70 55 68 72 43 80 80
7271
AndrewCTF
An MCP server that enables searching YouTube and retrieving high-accuracy video…
B 70 44 41 N/A N/A 48 95 97
7272
cs97jjm3
Provides UK-centric date calculations including bank holiday integration, sprin…
B 70 55 78 57 24 81 98
7273
vilasone455
SSH MCP Server Claim
A local Model Context Protocol server that allows LLMs to securely execute shel…
B 70 55 78 58 20 81 100
7274
aleck31
mcp-chrono Claim
A comprehensive time and calendar utility server that provides timezone convers…
B 70 55 60 65 50 82 93
7275
coinselor
MCP Server Starter Claim 1
A production-ready template for building Model Context Protocol servers in Type…
B 70 54 72 62 N/A 38 95 74
7276
klei30
mcp-google-sheets Claim
B 70 54 72 41 N/A 45 90 98
7277
bytefer
mcp-flux-schnell Claim
A TypeScript-based MCP server that enables text-to-image generation using Cloud…
B 70 55 96 75 36 81 43
7278
anjalbhattarai79
A minimal demonstration MCP server built with FastMCP that exposes a simple gre…
B 70 66 52 86 91 26 81 73
7279
siarhei-fedziukovich
MolMIM MCP Server Claim
Enables molecular generation, optimization, and analysis through NVIDIA MolMIM …
B 70 55 80 53 39 81 91
7280
alexcandrabersiva
binance-futures-mcp Claim 2
Comprehensive Binance Futures trading MCP server with 41 professional trading t…
B 70 55 72 91 60 80 39
7281
ryanjoachim
mcp-batchit Claim
🚀 MCP aggregator for batching multiple tool calls into a single request. Reduce…
B 70 54 72 67 N/A 24 90 86
7282
AkM-2018
AWS CDK MCP Server Claim
Provides guidance and tools for the AWS Cloud Development Kit, including infras…
B 70 55 54 82 44 80 86
7283
radup
MCP Sigmund Claim
Enables AI assistants to analyze personal financial data from Open Banking sour…
B 70 55 66 67 47 81 87
7284
pranciskus
Manage Garmin Connect workouts, including strength workouts with mapped exercis…
B 70 55 70 82 N/A 66 83 42
7285
LGDiMaggio
MCP server for Motor Current Signature Analysis — fault detection in electric m…
B 70 54 75 25 N/A 71 95 90
7286
NightTrek
Facilitates interactive software development planning by managing tasks, tracki…
B 70 55 86 83 47 81 41
7287
LucaDeLeo
Connects AI assistants to Amazing Marvin for comprehensive task management, inc…
B 70 55 66 77 24 81 94
7288
abdqum
Manage Supabase projects end to end across database, auth, storage, and realtim…
B 70 54 86 41 N/A 29 95 88
7289
bakhtiyork
Digest MCP Server Claim
Enables extraction of fully rendered web content from dynamic pages, SPAs, and …
B 70 55 72 73 22 81 91
7290
hkopenai
An MCP server providing access to Hong Kong transportation data, including pass…
B 70 55 67 58 45 81 97
7291
mimsut
MCP Kkebi Claim 1
A framework for building interactive UI applications and React-based widgets fo…
B 70 55 72 55 54 78 88
7292
strangelove-ventures
Web3 MCP Server Claim
A Model-Context-Protocol server enabling users to perform basic operations on S…
B 70 55 74 60 45 74 91
7293
JaxonDigital
Enables AI assistants to manage Optimizely DXP deployments through natural lang…
B 70 55 54 82 51 81 80
7294
punkpeye
A Model Context Provider (MCP) server that exposes your automated API tools to …
B 70 55 78 70 26 76 86
7295
livoras
A client-server browser automation solution that reduces HTML token usage by up…
B 70 55 72 67 28 81 90
7296
zellerhaus
A Model Context Protocol server that provides access to property data, address …
B 70 55 57 66 43 81 99
7297
dflatline
HopperPyMCP Claim
A FastMCP server plugin for the Hopper disassembler that enables AI assistants …
B 70 54 80 36 N/A 34 95 98
7298
jskorlol
Creates compact skeleton representations of large JSON files by preserving stru…
B 70 55 78 91 27 81 55
7299
theYahia
MCP server for Voximplant API enabling calls, SMS, recordings, scenarios, and r…
B 70 44 51 58 95 76
7300
anjor
coinmarket-mcp-server Claim 1
Coinmarket API integration to fetch cryptocurrency listings and quotes
B 70 55 84 42 45 81 93
Showing 7251–7300 of 58295 servers
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