MCP Server Quality Scores

Independent quality analysis of 58295 public MCP servers

58295
Discovered
29856
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7801
Meerkats-Ai
Findymail MCP Server Claim 1
An MCP server integrating with Findymail API that enables email validation and …
B 70 55 71 68 22 81 99
7802
drapon
A toolkit for managing Claude desktop app extension configurations, enabling fe…
B 70 55 72 76 42 80 73
7803
iAchilles
Memento Claim
A local, fully-offline MCP memory server that enables persistent storage and re…
B 70 55 60 100 N/A 39 95 43
7804
mythographica
Mnemonica Strategy Claim 2
An MCP server that connects to running Node.js applications via the Chrome Debu…
B 70 54 69 51 N/A 48 88 91
7805
bendichter
Enables complex queries over data on the DANDI Archive and provides a system fo…
B 70 54 78 61 N/A 21 87 88
7806
aaronjmars
web3-research-mcp Claim
Deep Research for crypto - free & fully local
B 70 55 72 58 55 80 83
7807
developkariyer
A scalable, auto-discovering Model Context Protocol server that dynamically loa…
B 70 54 78 56 N/A 16 95 93
7808
PlayAINetwork
Provides access to AI-related crypto and Web3 news through the ChainGPT AI News…
B 70 55 60 71 44 82 91
7809
chiefautism
mcp-buttplug Claim 1
An MCP server that connects Claude and other MCP clients to buttplug.io, allowi…
B 70 44 51 N/A N/A 32 95 99
7810
docxmxm
Enables academic research through Google Scholar by searching for papers, findi…
B 70 55 84 53 34 82 89
7811
mostapow
MCP4DRL Claim
Exposes a trained Deep Q-Network agent for business process resource allocation…
B 70 54 78 47 N/A 25 92 100
7812
SyedHussainAhmad
Enables searching and scraping of product listings from major Pakistani e-comme…
B 70 54 78 43 N/A 21 95 100
7813
0xgasless
A Model Context Protocol server that enables gasless blockchain transactions di…
B 70 55 57 63 49 81 100
7814
BoosClues
A starter template for building custom MCP servers that can integrate with Clau…
B 70 55 60 100 N/A 26 95 55
7815
CORDEA
Provides access to Japanese statistical standard area codes (標準地域コード) from offi…
B 70 55 66 82 44 81 71
7816
CTD-Techs
Enables KYC (Know Your Customer) verification through API integration, supporti…
B 70 55 84 77 27 81 65
7817
MushroomFleet
DeepLucid3D-MCP Claim 3
MCP server for unified cognitive processing — deep reasoning framework for Clin…
B 70 55 81 58 N/A 23 83 90
7818
CryptoAPIs-io
mcp-signer Claim 1
MCP server for local transaction signing on EVM, UTXO, Tron, and XRP — no API c…
B 70 54 69 62 N/A 42 90 82
7819
baranwang
MCP Deep Research Claim
Enables web search and deep research capabilities through the Tavily API, allow…
B 70 55 76 100 45 81 34
7820
maven81g
Enables real-time trading and market data access through TradeStation's API. Su…
B 70 55 66 71 23 81 97
7821
glenngunnarsson-spp
Enables AI assistants to interact with Jira by executing commands through the A…
B 70 54 78 52 N/A 30 84 97
7822
nancheng582-jpg
Polymarket MCP Server Claim 1
Enables Claude to autonomously trade, analyze, and manage positions on Polymark…
B 70 55 84 40 49 81 94
7823
Rajawatrajat
MCP Software Engineer Claim 3
Enables Claude to function as a full-stack software engineer with comprehensive…
B 70 55 96 82 N/A 21 88 37
7824
noeltg77
An MCP server that enables image generation using Replicate's Flux 1.1 Pro mode…
B 70 55 69 71 24 81 94
7825
stefanoamorelli
estonia-ai-kit Claim
🇪🇪 Open-source AI SDK for Estonian government and private services. MCP servers…
B 70 64 100 66 0 75 90 91
7826
isshiki-dev
KB-MCP Server Claim
A local-first knowledge base server that enables AI clients to store, retrieve,…
B 70 54 70 53 N/A 28 90 99
7827
pietz
MCP AppleScript Claim
Enables Large Language Models to automate macOS applications and execute AppleS…
B 70 54 54 62 N/A 41 95 95
7828
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
7829
raysker
axon-research Claim
AI agent ecosystem research, DeFi analysis, and market research tools
B 70 55 78 91 N/A 29 95 37
7830
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
7831
timoconnellaus
Automates git worktree management with iTerm2 integration for Claude Code, allo…
B 70 54 78 51 N/A 19 95 94
7832
AndrewCTF
An MCP server that enables searching YouTube and retrieving high-accuracy video…
B 70 44 41 N/A N/A 48 95 97
7833
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
7834
aleck31
mcp-chrono Claim
A comprehensive time and calendar utility server that provides timezone convers…
B 70 55 60 65 50 82 93
7835
508364
Enables real-time weather queries for 400+ cities in China through the Senivers…
B 70 55 68 66 40 81 88
7836
aleksvin8888
Provides AI assistants with direct access to self-hosted Docmost documentation …
B 70 55 78 47 40 82 100
7837
Jktfe
serveMyAPI Claim
A personal MCP (Model Context Protocol) server for securely storing and accessi…
B 70 54 60 60 N/A 34 89 100
7838
thirdstrandstudio
An MCP (Model Context Protocol) server that chains calls to other MCP tools, re…
B 70 55 78 57 47 74 87
7839
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
7840
rosh-studio
Rosh MCP Server Claim 1
Enables AI to create and publish interactive web apps, games, and 3D scenes usi…
B 70 55 76 41 47 82 100
7841
Meerkats-Ai
Prospeo MCP Server Claim 1
A Model Context Protocol server that integrates with Prospeo API to find work e…
B 70 55 69 71 20 80 99
7842
mohsin-zaheer
n8n-MCP Claim 1
An MCP server that provides AI assistants with access to documentation, schemas…
B 70 55 69 46 62 80 96
7843
michaeljiangmingfeng-debug
quanttogo-mcp-servers Claim 1
MCP servers for quantitative trading: live trading signals, market data, NAV hi…
B 70 55 72 100 49 81 38
7844
acquo
Integrates the LINE Messaging API with AI agents via the Model Context Protocol…
B 70 55 54 70 58 80 92
7845
andresfrei
Enables read-only access to multiple Google Drive accounts simultaneously throu…
B 70 55 66 72 28 81 93
7846
manolaz
A Model Context Protocol server that enables AI models to interact with the Sol…
B 70 55 59 71 43 81 90
7847
wopal-cn
A Model Context Protocol server that provides real-time hot trending topics fro…
B 70 55 75 87 43 82 51
7848
Toowiredd
A Model Context Protocol server that enables Docker container management throug…
B 70 55 79 65 24 71 100
7849
Caue397
Enables LLMs to read, create, and manage Google Calendar events through a stand…
B 70 55 78 75 20 77 87
7850
Sathiya-Moorthi
Calculator MCP Server Claim 1
A Python-based MCP server that provides a suite of basic arithmetic tools, incl…
B 70 55 66 65 27 84 100
Showing 7801–7850 of 58295 servers
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