MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12401
notsedano
A Model Context Protocol server that provides comprehensive Formula One racing …
C 61 55 39 91 54 81 38
12402
rioriost
AGE-MCP-Server Claim 1
An MCP server that provides natural language interaction with Apache AGE graph …
C 61 55 71 0 72 71 100
12403
kwanGDss
Bizinfo MCP Server Claim
Enables users to search and query Korean business announcements from 기업마당 (Bizi…
C 61 55 66 82 26 81 37
12404
wpnbos
Buienradar MCP Server Claim 1
Fetches precipitation forecasts for any location using Buienradar and integrate…
C 61 55 60 40 23 83 94
12405
uraoz
A Model Context Protocol server that enables AI assistants like Claude to use B…
C 61 54 33 57 N/A 41 95 78
12406
mehmetakinn
An MCP server that integrates AI assistants like Claude with GitLab's merge req…
C 61 55 45 37 45 81 99
12407
agentventure
Weather MCP Server Claim 1
An MCP server that provides weather information and alerts for US locations usi…
C 61 55 57 40 23 81 100
12408
prem-research
Telegram MCP Server Claim 1
An MCP server that enables interaction with Telegram messaging platform, allowi…
C 61 54 45 50 N/A 24 90 95
12409
mohamedaadhil96
Fetches real-time official documentation for LangChain, LlamaIndex, and OpenAI …
C 61 55 60 40 27 81 94
12410
scka-de
ecb-mcp Claim
ECB data for AI agents — rates, yields, inflation, money supply, and 100+ datas…
C 61 55 72 0 63 81 96
12411
jarvismaximum-hue
ProfitPlay MCP Server Claim 1
Enables AI agents to interact with the ProfitPlay prediction market to trade sh…
C 61 66 90 62 0 30 76 99
12412
yantrix-ai
22 MCP tools for AI agents: crypto prices and trading signals (53 coins), stock…
C 61 55 84 0 37 81 100
12413
imlewc
Provides an MCP protocol interface for interacting with Elasticsearch 7.x datab…
C 61 55 72 31 42 78 79
12414
Leonamin
Naver Mail MCP Server Claim 1
An MCP server that enables users to interact with their Naver Mail account via …
C 61 54 57 62 N/A 21 95 56
12415
offerland-cc
A template for deploying a remote MCP server on Cloudflare Workers without auth…
C 61 55 48 66 24 83 78
12416
code-rabi
Provide access to the LittleSis API to track corporate power and accountability…
C 61 66 78 58 0 55 81 99
12417
Omkar4141
Enables natural language expense management with SQLite storage, allowing users…
C 61 54 56 25 N/A 27 95 98
12418
adamosk
A Model Context Protocol server that provides secure, multi-database MySQL acce…
C 61 55 63 36 39 81 86
12419
brianellin
Bluesky MCP Server Claim
Connect to Bluesky and interact with the ATProtocol using natural language. Fet…
C 61 64 68 75 0 31 90 100
12420
koseha
API MCP Server Claim 1
A Model Context Protocol server that provides basic tools for arithmetic operat…
C 61 54 63 50 N/A 27 95 59
12421
ingero-io
ingero Claim
eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/…
C 61 54 68 0 N/A 59 89 93
12422
Orchardxyz
Mammoth MCP Server Claim
Converts Microsoft Word DOCX files to clean, semantic HTML with support for pre…
C 61 64 66 60 0 56 95 91
12423
stephenjhsu
A FastAPI-based server that provides tools for local file management and Databr…
C 61 55 66 41 16 81 94
12424
judyfang0108
An MCP server for MySQL databases that enables schema exploration, query execut…
C 61 55 51 62 25 76 87
12425
Sudhanvaha
Enables personal expense management with SQLite storage, allowing users to add,…
C 61 54 60 26 N/A 27 95 95
12426
kira-autonoma
devtools-mcp Claim
A comprehensive toolkit of 23 developer utilities that enables AI assistants to…
C 61 54 66 0 N/A 55 92 98
12427
philipp-eisen
Modal MCP Toolbox Claim 1
Facilitates running Python code in a sandbox and generating images using the FL…
C 61 55 72 60 60 78 31
12428
AnuragB7
MCP-RAG Claim
An MCP-compatible system that handles large files (up to 200MB) with intelligen…
C 61 55 56 40 37 81 92
12429
ahmad-act
A centralized employee leave management system that allows users to check leave…
C 61 54 64 25 N/A 18 92 100
12430
MOD914353
Provides access to various joke APIs including Chuck Norris jokes, Dad jokes, a…
C 61 55 60 17 49 83 100
12431
angrysky56
MCP-Creator-MCP Claim
A meta-MCP server that helps users create new MCP servers through AI guidance, …
C 61 55 72 33 23 81 88
12432
joeguo911
MCP Demo Server Claim
A demonstration server based on Model Context Protocol (MCP) that showcases how…
C 61 55 72 75 23 81 37
12433
jray2123
Zen MCP Claim 1
An orchestration server that enables AI agents to collaborate across multiple A…
C 61 55 90 41 33 78 47
12434
gooapps
Integrates GitIngest to generate context files from public and private GitHub r…
C 61 55 48 57 25 81 88
12435
qingfeng
Provides AI assistants with access to real-time DeFi lending rates and yield da…
C 61 66 94 56 0 39 82 92
12436
henishshah18
A secure server that enables interaction with Discord channels through JWT-auth…
C 61 55 60 43 16 81 99
12437
jhgaylor
A stateless Model Context Protocol server that implements a simple echo functio…
C 61 55 66 52 20 81 75
12438
anishadesai5
Pokemon MCP Server Claim
Enables users to fetch detailed Pokémon data, build tournament squads, and simu…
C 61 55 62 31 30 81 97
12439
mrrobotke
A Model Context Protocol service that wraps Django's migration commands as MCP …
C 61 55 60 48 18 81 91
12440
MarcoAR1
BotUyo MCP Server Claim
Enables the creation and management of BotUyo AI agents directly from MCP-compa…
C 61 55 88 0 38 81 95
12441
XeroAPI
xero-mcp-server Claim 1
An MCP server that integrates with Xeros API, allowing for standardized access …
C 61 55 45 39 57 81 89
12442
henihaddad
GCP MCP Claim
Enables managing Google Cloud Platform resources through natural language comma…
C 61 55 60 43 28 74 96
12443
Moderator11
An MCP server that interfaces with the WorldBank API to retrieve economic and l…
C 61 54 45 56 N/A 29 95 76
12444
rocket-connect
mcpconnect Claim
Inspect and debug Model Context Protocol servers directly in your browser.
C 61 66 96 38 0 68 78 90
12445
dravidsajinraj-iex
Code Runner Claim
Execute JavaScript and Python code securely in isolated environments with compr…
C 61 64 80 67 0 29 90 92
12446
baselab-me
Enables AI agents to create and post signal coins on the Base blockchain throug…
C 61 66 78 72 0 50 80 87
12447
scmcphub
Infercnv-MCP Claim
Provides a natural language interface for inferring Copy Number Variations (CNV…
C 61 55 68 61 39 82 44
12448
hongsw
A Model Context Protocol (MCP) server that allows AI agents like Claude to inte…
C 61 66 72 72 0 58 77 91
12449
Jay4242
An MCP server that enables web searches using a SearxNG instance, allowing MCP-…
C 61 55 61 30 39 81 92
12450
vfarcic
DevOps AI Toolkit Claim 2
Enables intelligent Kubernetes deployments, automated documentation testing, or…
C 61 66 86 45 0 97 61 92
Showing 12401–12450 of 54421 servers
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