MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12201
xstraven
Enables educational and learning tasks including flashcard generation with Anki…
C 61 55 60 40 30 80 90
12202
rokith
A deployable Cloudflare Workers service that implements Model Context Protocol …
C 61 55 48 68 26 84 71
12203
ofryma
Enables AI assistants to perform penetration testing and security assessments b…
C 61 55 72 31 40 69 90
12204
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
12205
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
12206
dennismartis
An MCP server that provides tools and resources for managing a coding project's…
C 61 54 39 58 N/A 12 95 96
12207
carlosedp
Redfish MCP Server Claim
Enables AI agents and LLMs to control and monitor Redfish-enabled hardware thro…
C 61 66 84 73 0 23 81 98
12208
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
12209
ag2-mcp-servers
An MCP Server that provides weather information by ZIP code using Interzoid's A…
C 61 54 45 52 N/A 21 89 91
12210
stephenjhsu
A FastAPI-based server that provides tools for local file management and Databr…
C 61 55 66 41 16 81 94
12211
keithah
Unofficial integration! ## ✨ Key Features ### 💰 Financial Intelligence - **Smar…
C 61 66 72 63 0 73 81 88
12212
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
12213
smhajimirzaei
An intelligent continuous integration server that provides automated Python cod…
C 61 55 60 31 37 81 93
12214
warpmetrics
Connects AI assistants to Warpmetrics telemetry data to monitor AI agent perfor…
C 61 64 84 43 0 53 95 94
12215
mehmetakinn
An MCP server that integrates AI assistants like Claude with GitLab's merge req…
C 61 55 45 37 45 81 99
12216
zpankz
logseq-mcp-tools Claim 1
C 61 55 68 82 N/A 29 95 16
12217
honeybluesky
Unipile MCP Server Claim 1
Enables AI models to interact with messages from various messaging platforms (M…
C 61 66 84 65 0 36 81 97
12218
arjunkmrm
Facilitates real-time access to Singapore's Land Transport Authority (LTA) tran…
C 61 66 96 67 0 19 81 89
12219
etruong42
Prometheus MCP Claim
A proof-of-concept Prometheus MCP server, which likely enables Claude AI to int…
C 61 54 58 32 N/A 38 87 89
12220
Ayoub-etoullali
An MCP server that provides AI applications with a toolset for an Artificial Vi…
C 61 54 27 50 N/A 44 95 96
12221
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
12222
febriansyahnr
MCP Alchemy Server Claim
Provides access to financial transaction data from XB database, enabling lookup…
C 61 55 54 50 29 80 89
12223
osulivan
MCP Server for skill4agent - Search, view, and install AI skills in AI conversa…
C 61 66 94 63 0 25 80 93
12224
bamada
nestjs-mcp Claim
NestJS module for seamless Model Context Protocol (MCP) server integration usin…
C 61 54 78 33 N/A 71 92 28
12225
highlight-ing
Extracts diffs from GitHub Pull Requests, allowing users to retrieve and analyz…
C 61 55 72 33 13 81 94
12226
rexfelix
Enables reading and extracting content from PDF documents including text (as Ma…
C 61 54 48 41 N/A 27 95 91
12227
ghchen99
A Model Context Protocol server that provides programmatic control over MuseSco…
C 61 54 51 22 N/A 50 94 91
12228
thinkitpossible
Provides advanced mathematical calculation capabilities including symbolic alge…
C 61 55 94 33 42 81 45
12229
ashley-ha
MCP Browser Agent Claim
A browser automation agent that enables Claude to interact with web browsers th…
C 61 54 54 31 N/A 42 87 90
12230
rbctmz
mcp-server-strava Claim
Integration Strava API с Model Context Protocol SDK
C 61 55 66 33 51 81 73
12231
craigsdennis
A server that implements the Model Context Protocol (MCP) on Cloudflare Workers…
C 61 55 54 57 N/A 26 80 79
12232
MalikElate
A Model Context Protocol server that enables AI assistants to extract transcrip…
C 61 54 39 53 N/A 20 95 94
12233
BrewMyTech
Grok MCP Server Claim
Enables interaction with the Grok AI through an MCP server, supporting chat com…
C 61 66 74 71 0 42 81 99
12234
surya-madhav
MCP Web Tools Server Claim 2
A Model Context Protocol server that allows LLMs to interact with web content t…
C 61 55 63 28 32 82 95
12235
sunhuiowo
MCP_3 Claim
Provides paper search and management capabilities along with weather queries, d…
C 61 55 72 25 24 81 96
12236
Yoshua-Carrera
Python MCP Server Claim
A demonstration MCP server built with fastmcp that provides basic utility tools…
C 61 54 60 30 N/A 26 95 91
12237
SampsonKY
test Claim
test
C 61 54 54 35 N/A 18 95 100
12238
sapangupta63
MCP Selenium Server Claim 2
A Model Context Protocol server implementation that enables browser automation …
C 61 55 45 82 N/A 44 89 39
12239
DRITI2906
A lightweight MCP server that provides real-time hardware statistics including …
C 61 54 54 26 N/A 27 95 100
12240
HundunOnline
MCP Metaso Claim 1
A Model Context Protocol server that enables Claude and compatible AI assistant…
C 61 55 47 46 57 80 79
12241
simonliu-moltbot
Enables AI agents to create and interact with ASCII-based Zen gardens through t…
C 61 55 54 50 27 81 90
12242
JackKuo666
🔍 Enable AI assistants to search and access Google Scholar papers through a sim…
C 61 55 70 27 24 83 96
12243
watamoo
Enables solving crossword puzzles by loading grid and clue files, registering c…
C 61 54 48 41 N/A 42 95 77
12244
QuentinCody
Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process…
C 61 54 60 47 N/A 26 84 83
12245
ShiinaRuri
Enables deployment of MCP servers without authentication on Cloudflare Workers.…
C 61 55 48 67 21 81 80
12246
jacklatrobe
A cognitive scaffolding platform that helps AI agents break down complex tasks …
C 61 55 72 30 19 83 94
12247
paichart
MCP Hub: AI service discovery, per-user OAuth, and multi-service workflow orche…
C 61 55 76 10 42 81 95
12248
kukapay
modbus-mcp Claim 1
An MCP server that standardizes and contextualizes industrial Modbus data.
C 61 54 45 35 N/A 43 95 91
12249
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
12250
datumnova
Fabric MCP Claim
A Python-based MCP server that enables interaction with Microsoft Fabric APIs f…
C 61 55 54 41 27 80 98
Showing 12201–12250 of 54421 servers
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