MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13901
parishwolfe
Enables AI agents to explore and query a mock e-commerce store's data including…
C 56 55 48 27 25 81 100
13902
PiuQiuPiaQia
MCP Tool Claim
A server built on mcp-framework that enables integration with Claude Desktop th…
C 56 54 54 58 N/A 31 92 35
13903
rajnandan1
Enables interaction with over 2,800 APIs and applications through Pipedream's C…
C 56 66 78 70 0 24 81 75
13904
Joseph19820124
A demonstration MCP (Model Control Protocol) server built with FastMCP framewor…
C 56 54 48 20 N/A 23 95 94
13905
ref-tools
Widget MCP Claim
Adds interactive widgets to LLM chats for common tasks like timers, stopwatches…
C 56 66 62 53 0 46 81 97
13906
tdu-naifen
Demo MCP Server Claim
A simple MCP server that provides a calculator tool, dynamic greeting resources…
C 56 54 48 17 N/A 21 95 100
13907
boleyn
FS-MCP Server Claim 1
A Model Context Protocol server that provides intelligent file reading and sema…
C 56 55 39 36 45 81 84
13908
LucasDelgado
A Model Context Protocol server that enables interaction with Chop's Setup syst…
C 56 55 33 60 23 81 80
13909
xiaobenyang-com
Hugeicons Claim
Hugeicons MCP Server is a TypeScript based server that provides integrated tool…
C 56 64 72 66 0 45 95 55
13910
robertdcurrier
ERDDAP MCP Server Claim
Access oceanographic and environmental data from 63+ ERDDAP servers worldwide t…
C 56 66 86 42 0 24 82 98
13911
VienLi
lark-tools-mcp connects Lark and cursor. It provides cursor with the ability to…
C 56 66 56 57 0 51 80 97
13912
pranavmanoj1
A Model Context Protocol server that enables natural language interaction with …
C 56 55 45 37 21 81 91
13913
IndigoProtocol
indigo-mcp Claim
Indigo Protocol MCP — iAsset prices, CDP analytics, stability pools, staking & …
C 56 66 72 25 0 75 82 92
13914
YusukeYajima
karte-datahub-mcp Claim 1
Enables AI assistants to securely query and analyze KARTE event data via BigQue…
C 56 55 54 52 27 82 55
13915
SSAFY-Seoul-Class-7
Provides AI agents with 8 stress-relief tools like coffee breaks, Netflix watch…
C 56 54 42 43 N/A 40 95 60
13916
x402-index
x402search-mcp Claim
Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per sea…
C 56 64 72 63 0 32 75 92
13917
ai-niki
Oura MCP Claim
Provides LLMs with access to Oura Ring health data including sleep metrics, act…
C 56 66 66 46 0 54 81 92
13918
podaac
An MCP server that integrates AI retrievals with NASA's Common Metadata Reposit…
C 55 54 41 25 N/A 32 92 85
13919
ReNewator
Enables AI agents to interact with the WYGIWYH expense tracking API through 75 …
C 55 66 96 38 0 21 81 82
13920
rayenamer
MCP Transport HTTP Claim
A lightweight HTTP transport module that provides a simple interface for sendin…
C 55 54 54 35 N/A 23 95 60
13921
bug-breeder
quip-mcp Claim
A Model Context Protocol (MCP) server providing AI assistants with comprehensiv…
C 55 66 70 32 0 67 81 92
13922
jethroHuang
Fetch API MCP Server Claim 1
A Model Context Protocol server that enables sending customizable HTTP requests…
C 55 55 45 82 N/A 23 95 18
13923
manavaga
web3-signals Claim
Crypto signal intelligence: 20 assets, 6 dimensions, regime detection, portfoli…
C 55 66 84 36 0 32 76 99
13924
devbrother2024
image-generator
C 55 54 60 41 N/A 6 87 70
13925
Liu-creators
MySQL MCP Claim
A tool that provides simple API to execute SQL queries and manage MySQL databas…
C 55 55 54 33 20 81 79
13926
JussCubs
mcp-server-test Claim
mcp-server-test
C 55 55 54 22 18 81 94
13927
FiloHany
Enables natural language search and interaction with video content through thre…
C 55 55 48 28 28 81 89
13928
secret-deus
Enables comprehensive Kubernetes cluster management through kubectl operations …
C 55 55 54 31 18 81 85
13929
hunter-io
Hunter MCP Server Claim
Provides integration between Hunter API and LLM providers supporting the MCP pr…
C 55 66 78 35 0 40 81 100
13930
rory-mccrory
A basic example MCP server built with the FastMCP framework for demonstration a…
C 55 54 46 12 N/A 21 95 100
13931
najva-ai
Zoekt MCP Server Claim 1
An MCP server that provides code search capabilities for AI tools and LLMs usin…
C 55 55 53 33 45 81 64
13932
antidump
AURA MCP Server Claim
Enables Claude and ChatGPT to interact with AURA API for real-time DeFi portfol…
C 55 66 84 43 0 24 81 95
13933
vinod827
Twitter MCP Server Claim
Enables LLM agents to interact with Twitter (X) for searching tweets, posting c…
C 55 55 38 41 27 81 86
13934
regenrek
Deepwiki MCP Server Claim 1
An MCP server that fetches and converts Deepwiki documentation into Markdown, a…
C 55 66 45 58 0 69 81 90
13935
chendaleiQ
MCP Server Claim
A modular server based on Model Context Protocol (MCP) that provides weather qu…
C 55 55 60 71 23 81 27
13936
elleys
Enables automated collection and downloading of multimedia content (images, GIF…
C 55 54 42 36 N/A 23 95 77
13937
he-yang
The JSON to Excel MCP provides a standardized interface for converting (1)JSON …
C 55 66 68 60 0 29 81 91
13938
callwallagent
Enables AI agents to make real-world phone calls with AI voice technology and p…
C 55 66 54 65 0 30 82 99
13939
Lykhoyda
ask-ollama Claim 2
Bridge Claude with local Ollama LLMs for private AI-to-AI collaboration — no AP…
C 55 54 75 0 N/A 75 89 39
13940
nnquant
QMT-MCP-Server Claim
A server application that enables large language models to execute stock tradin…
C 55 54 48 22 N/A 31 89 87
13941
lipeng9401222
M8 Codex MCP Claim
An AI-powered toolkit for the M8 mobile development framework that enables auto…
C 55 55 54 52 29 67 68
13942
Narasimhakatta
JMeter MCP Server Claim 1
A Model Context Protocol server that enables executing and interacting with JMe…
C 55 54 33 38 N/A 19 91 92
13943
swayam-mishra
Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics …
C 55 55 44 35 25 81 86
13944
Mieluoxxx
Things MCP Server Claim
Integrates with Things 3 task management app on macOS via URL schemes, enabling…
C 55 64 72 63 0 46 95 50
13945
Melbourneandrew
An MCP server that enables clients to extract LLM-friendly prompts from documen…
C 55 54 23 32 N/A 41 95 92
13946
iamsumit-git
Implements a Multi-Channel Platform Server that integrates with existing Enterp…
C 55 55 54 35 21 71 89
13947
katpyeon
A FastMCP-based tool that allows users to scan and filter AWS DynamoDB tables t…
C 55 55 54 25 19 80 91
13948
cindyloo
Search, browse, and read your Dropbox files. Find documents by name or content,…
C 55 66 60 66 0 28 81 94
13949
Guid-Lab
cv-forge-mcp Claim 1
MCP server for generating professional ATS-friendly CVs as PDF/DOCX from AI con…
C 55 64 57 31 0 72 95 91
13950
IAmAlexander
Readwise Claim
Manage your Readwise library by searching, retrieving, and organizing highlight…
C 55 66 86 10 0 62 81 98
Showing 13901–13950 of 54421 servers
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