MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29604
Scored
2112
Verified
16952
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8551
cr7258
MCP server for interacting with Elasticsearch
C 68 54 61 35 N/A 81 75 99
8552
jilio
An MCP server that enables AI agents to retrieve and analyze error reports from…
C 68 55 39 71 50 83 98
8553
nftechie
AI-powered multisport coaching — workouts, training plans, and performance anal…
C 68 54 72 41 N/A 43 83 97
8554
nabid-pf
Enables Claude to interact with MongoDB databases through natural language, sup…
C 68 55 72 58 19 81 97
8555
terrymunro
MCP MITM Mem0 Claim
Intercepts Claude conversations via MITM proxy and stores them in Mem0, enablin…
C 68 55 66 63 26 81 93
8556
ShunL12324
Enables Claude Code to call Gemini models through an OpenAI-compatible API, pro…
C 68 55 72 63 27 81 88
8557
hyperb1iss
lucidity-mcp Claim
Enhance AI-generated code quality through intelligent, prompt-based analysis ac…
C 68 54 70 40 N/A 47 90 91
8558
taskhub-sh
Enables AI agents to interact with terminal-based TUI applications by capturing…
C 68 54 66 41 N/A 44 95 93
8559
DevarshKumbhare
Kafka MCP Server Claim
Enables interaction with Apache Kafka topics, allowing users to publish message…
C 68 55 60 58 41 81 97
8560
runeape-sats
unreal-mcp Claim
Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control AP…
C 68 54 84 28 N/A 36 95 92
8561
mustafahasankhan
DuckDB MCP Server Claim 1
A Model Context Protocol server implementation that connects AI assistants to D…
C 68 55 81 28 56 82 91
8562
mat-hiretalk
A sample implementation of a Model Context Protocol server using Next.js and th…
C 68 55 60 60 42 80 95
8563
solana-foundation
A simple MCP server implementation that provides AI models with basic Solana RP…
C 68 55 68 53 43 81 91
8564
nadavgb-atom
ib-async-mcp Claim 1
An MCP server that provides an interface for the Interactive Brokers API via th…
C 68 55 69 74 N/A 46 95 49
8565
block
Square MCP Server Claim
A server that enables interaction with Square's API via Goose, supporting queri…
C 68 55 80 38 59 80 80
8566
njoerd114
kubecon-eu-mcp Claim 2
An MCP server for KubeCon + CloudNativeCon Europe 2026 that provides agentic sc…
C 68 54 57 30 N/A 71 92 99
8567
DeamonDev888
WhatsApp MCP Server Claim 1
An MCP server that enables AI to control WhatsApp Web via Puppeteer Stealth for…
C 68 54 61 57 N/A 35 88 93
8568
RuumaLilja
Aggregates technical articles from multiple sources (Qiita, Dev.to, NewsAPI, Ha…
C 68 55 72 67 24 81 83
8569
JackXuyi
Get information about the current operating environment
C 68 54 72 47 N/A 47 80 93
8570
codewith1984
A Model Context Protocol compatible server that provides weather information fo…
C 68 55 66 100 N/A 22 95 37
8571
mymcp-fun
Provides professional Chinese astrology calculations including Four Pillars, Fi…
C 68 55 60 63 60 83 76
8572
afarhadi99
Provides comprehensive access to ElevenLabs AI audio features including text-to…
C 68 55 66 66 24 81 92
8573
cbunting99
Kiro MCP Memory Claim
An enhanced MCP server that provides intelligent memory and task management for…
C 68 54 70 33 N/A 41 95 100
8574
raskolnikovdd
Persistent memory for Claude via weighted, interconnected knowledge nodes.
C 68 54 66 41 N/A 47 92 93
8575
safurrier
MCP Filesystem Server Claim 2
A Model Context Protocol server that provides secure and intelligent interactio…
C 68 54 73 36 N/A 52 89 88
8576
aasm3535
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
C 68 55 72 53 27 81 98
8577
JMRMEDEV
Enables web scraping, React app testing, and React Native web app inspection us…
C 68 55 78 82 N/A 26 95 40
8578
samhavens
A fixed Model Completion Protocol (MCP) server that enables LLMs like Claude Co…
C 68 55 66 82 N/A 25 95 58
8579
kalpalathika
Enables AI applications to access and contextualize organizational knowledge so…
C 68 55 84 43 19 81 99
8580
Apofenic
Global MCP Server Claim
A modular MCP server that extends GitHub Copilot's capabilities through intelli…
C 68 55 86 56 18 77 86
8581
Diae-Louali
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through standard SQL o…
C 68 55 78 41 39 81 96
8582
mkowalskizoovu
Weather MCP Server Claim
Enables temperature conversion from Fahrenheit to Celsius through HTTP requests…
C 68 55 66 61 25 81 98
8583
akashlomas
SonarQube MCP Claim
A lightweight MCP for SonarQube reports
C 68 55 76 65 35 81 73
8584
StacklokLabs
Transforms CSV data into beautiful visualizations including line charts, bar gr…
C 68 55 72 36 72 81 82
8585
sdi2200262
eClass MCP Server Claim 1
An MCP server that enables AI agents to authenticate with and interact with Ope…
C 68 55 75 63 37 76 79
8586
Sunwood-ai-labs
Ideogram MCP Server Claim 2
A Model Context Protocol server that provides image generation capabilities usi…
C 68 55 57 66 48 80 88
8587
pkj-m
Test MCP Server Claim
A sample MCP server that fetches random inspirational quotes, programming jokes…
C 68 55 78 47 21 81 100
8588
knishioka
An MCP server for interacting with Treasure Data API, allowing users to retriev…
C 68 55 63 61 35 82 95
8589
felipecararo
Provides weather information for the United States through the Model Context Pr…
C 68 54 54 61 N/A 27 94 100
8590
appdevlpr
Enables Large Language Models to connect to various real-world applications thr…
C 68 55 94 31 24 81 98
8591
HeTalksInMaths
ToGMAL MCP Server Claim
Provides real-time, privacy-preserving analysis of LLM interactions to detect p…
C 68 54 96 33 N/A 22 95 80
8592
sailay1996
Enables cost-effective repository analysis, code search, file editing, and task…
C 68 55 72 82 25 81 67
8593
fireproof-storage
Fireproof ledger database with multi-user sync
C 68 55 80 50 25 80 96
8594
khandrew1
A production-ready template for building MCP servers on Cloudflare Workers that…
C 68 55 74 60 24 81 92
8595
ragingwind
A server that enables browser-based local LLM inference using Playwright to aut…
C 68 54 62 61 N/A 18 95 93
8596
MikeyBeez
MCP Reminders Claim
A simple system that allows Claude to leave and manage notes for itself across …
C 68 55 84 75 N/A 26 95 41
8597
realmindsai
A flexible MCP server that enables users to define and execute arbitrary comman…
C 68 55 84 87 N/A 19 95 35
8598
jayluxferro
Exposes Burp Suite's REST API to AI assistants, enabling users to trigger vulne…
C 68 54 66 43 N/A 33 95 98
8599
happyteam-dx1
MCP Sample Server Claim
A simple Model Context Protocol server providing basic utility tools including …
C 68 54 72 55 N/A 33 95 77
8600
RaghavanSV
Exposes tmux features to AI agents for managing sessions, windows, and panes wi…
C 68 54 60 56 N/A 25 92 100
Showing 8551–8600 of 47923 servers
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