MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3051
gofireflyio
firefly-mcp Claim
Integrates, discovers, manages, and codifies cloud resources with [Firefly](htt…
B 77 55 78 65 77 76 89
3052
99hansling
Converts entire codebases into a single, AI-readable Markdown document with str…
B 77 54 84 63 N/A 42 95 92
3053
paracetamol951
P-Link makes it incredibly easy for your AI agents to send money, receive payme…
B 77 55 67 98 38 81 92
3054
cloudwarriors-ai
A generic MCP server that dynamically exposes any OpenAPI-documented REST API t…
B 77 55 96 71 32 82 90
3055
NigelThorne
Enables inspection and querying of Firestore data and Cloud Function logs withi…
B 77 55 78 82 N/A 27 95 90
3056
StarrStack
Enables structured note-taking with markdown support, dynamic tagging system, a…
B 77 54 90 53 N/A 39 95 99
3057
ry-ops
Enables AI assistants to manage Cloudflare resources through natural language, …
B 77 55 86 53 68 81 95
3058
EGorsel
Enables AI agents to read and understand local Mendix project structure and log…
B 77 54 94 56 N/A 36 90 96
3059 B 77 54 94 71 N/A 24 90 90
3060
yanmxa
scriptflow-mcp Claim
A script workflow management system that transforms complex, repetitive AI inte…
B 77 54 100 51 N/A 40 95 88
3061
JiantaoFu
An MCP server that provides comprehensive market intelligence by analyzing data…
B 77 55 57 100 52 81 94
3062
apolosan
Provides intelligent design pattern recommendations using semantic search throu…
B 77 54 100 38 N/A 55 95 92
3063
SuperCrazyKaizen
A Model Context Protocol server that enables execution of AppleScript and JavaS…
B 77 55 57 82 N/A 57 95 92
3064
CarlosGtrz
Enables AI coding agents like Claude to read Windows clipboard contents (text a…
B 77 54 88 60 N/A 32 95 100
3065
Cyreslab-AI
Satellite Tracking MCP Server
B 77 55 84 75 40 81 95
3066
1212bogdan
Enables AI assistants to interact with SmartKasa Ukrainian POS system through n…
B 77 55 86 70 40 82 99
3067
palon7
Enables AI agents to send messages to human users via chat platforms (currently…
B 77 55 82 70 52 76 100
3068
2b3pro
markdown2pdf-mcp Claim 2
An MCP server for converting Markdown documents to PDF files.
B 77 54 71 63 N/A 67 89 94
3069
collapseindex
ci1t-mcp Claim 1
CI-1T prediction stability engine. Detect ghosts, evaluate drift, monitor fleet…
B 77 55 60 100 N/A 48 83 87
3070
ai4curation
owl-mcp Claim
MCP server for OWL applications
B 77 55 64 82 N/A 47 95 92
3071
eyalzh
browser-control-mcp Claim 1
An MCP server paired with a browser extension that enables LLM clients to contr…
B 77 54 57 71 N/A 73 90 100
3072
orliesaurus
PulseMCP Server Claim 1
PulseMCP Server is a TypeScript-based MCP server that implements a simple notes…
B 77 55 84 100 44 81 61
3073
cs-qyzhang
GLM OCR MCP Server Claim
Enables text extraction from images and PDF files using the ZhipuAI GLM-OCR API…
B 77 55 86 67 48 82 94
3074
u3588064
A MCP server that helps determine if two sets of data belong to the same entity…
B 77 54 81 68 N/A 41 95 91
3075
greatSumini
nanobanana-api-mcp Claim 1
B 77 54 80 72 N/A 47 90 89
3076
aws
AWS MCP Server Claim
AWS MCP Server lets AI securely access AWS using docs, API calls, and SOP workf…
B 77 54 80 37 N/A 92 95 91
3077
markacianfrani
An MCP server that allows coding agents to look up contextual rules and pattern…
B 77 66 69 100 85 22 81 93
3078
xhiroga
Blender MCP Senpai Claim
Enables AI assistants to analyze Blender 3D models for topology issues like n-g…
B 77 54 72 63 N/A 66 95 91
3079
forayconsulting
Make MCP Server Claim
This server enables AI assistants to discover, parameterize, and trigger Make.c…
B 77 55 84 68 56 78 93
3080
requestly
A TypeScript-based MCP server that provides full CRUD operations for Requestly …
B 77 55 86 82 48 81 75
3081
cyanheads
Enables LLMs to conduct dynamic, conversational surveys with skip logic, sessio…
B 77 54 75 72 58 81 98
3082
aafsar
Enables AI assistants to manage tasks through a comprehensive interface with 8 …
B 77 55 94 65 28 82 100
3083
captaindatatech
A middleware API that connects AI assistants like ChatGPT to Captain Data tools…
B 77 55 78 72 57 82 91
3084
gbrigandi
An MCP proxy that pseudo-anonymizes PII before data reaches external AI provide…
B 77 55 90 57 53 81 100
3085
triptych
A server that provides access to the Opera Omnia collection of JSON datasets fo…
B 77 55 94 58 45 81 100
3086
seekrays
mcp-monitor Claim
A system monitoring tool that exposes system metrics via the Model Context Prot…
B 77 54 70 56 N/A 68 92 100
3087
driosalido
Karma MCP Server Claim
Enables Claude to interact with Karma Alert dashboard to monitor and analyze Ku…
B 77 55 84 58 57 82 99
3088
namanxajmera
Reddit Scraper Claim
Scrapes and queries Reddit posts, comments, and media from subreddits and user …
B 77 54 78 51 N/A 68 95 94
3089
cfrs2005
GS Robot MCP Server Claim 1
A Model Control Protocol plugin for controlling GS cleaning robots, supporting …
B 77 55 82 82 49 81 81
3090
KaranThink41
Enables posting text messages to Google Chat spaces through webhook-based integ…
B 77 55 90 65 41 81 100
3091
spences10
Provides persistent memory and knowledge graph capabilities for AI assistants u…
B 77 54 76 57 N/A 62 95 94
3092
chuanmingliu
A Model Context Protocol server that enables Claude to perform web research by …
B 77 54 85 62 N/A 43 87 99
3093
Kong
Enables AI assistants to fetch, search, and organize menu information from For …
B 76 55 92 75 35 81 82
3094
shuji-bonji
rxjs-mcp-server Claim
Execute, debug, and visualize RxJS streams directly from AI assistants like Cla…
B 76 54 78 62 N/A 58 90 89
3095
rhnvrm
Listmonk MCP Server Claim 1
An MCP server implementation that enables AI assistants to interact with Listmo…
B 76 55 61 73 72 81 99
3096
shawndrake2
Provides access to comprehensive U.S. economic data including GDP, personal inc…
B 76 55 96 66 27 80 97
3097
kajirita2002
honeycomb-mcp-server Claim 1
honeycomb-mcp-server
B 76 55 90 67 37 83 93
3098
riteshsonawala
MCP Template Claim
A production-ready Python template for building MCP servers with enterprise fea…
B 76 55 78 68 46 81 100
3099
jkawamoto
An MCP server retrieving transcripts of YouTube videos
B 76 54 57 57 N/A 78 95 100
3100
Cicatriiz
pophive-mcp-server Claim 1
*Featured on Claude!* MCP server for accessing near real-time health data from …
B 76 55 94 82 N/A 64 81 48
Showing 3051–3100 of 67181 servers
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