MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13851
sourabharsh
A Model Context Protocol server implementation designed to run on Cloudflare Wo…
C 56 55 39 57 26 80 77
13852
ChaosXu
PyMCP Sum Server Claim
A simple MCP server that provides integer addition functionality. Enables users…
C 56 55 48 25 23 81 100
13853
flipcoin-fun
flipcoin Claim
Agent-first prediction markets on Base. Trade, quote, create markets via MCP.
C 56 55 76 0 N/A 35 71 96
13854
teilorbarcelos
MCP Apps Server Claim 1
An MCP server template for building ChatGPT-compatible React widgets using the …
C 56 55 45 27 24 83 98
13855
iijimam
RAGandLLM-MCP Claim
A simple MCP server that implements a note storage system with RAG capabilities…
C 56 55 78 51 23 81 28
13856
jillesca
gNMIBuddy Claim 1
An MCP server that enables LLMs to retrieve structured network information, inc…
C 56 55 69 33 52 82 39
13857
awwaiid
Enables LLM-powered agents to generate, execute, and analyze Alloy modeling lan…
C 56 64 60 47 0 44 95 93
13858
DeepSRT
DeepSRT MCP Server Claim 1
An MCP server that enables users to generate summaries of YouTube videos in mul…
C 56 66 69 57 0 38 81 92
13859
kukapay
crypto-portfolio-mcp Claim 1
An MCP server for tracking and managing cryptocurrency portfolio allocations.
C 56 55 45 22 39 77 99
13860
FromZero2One
Demo MCP Server Claim
A demonstration MCP server built with FastMCP that provides basic mathematical …
C 56 55 42 35 27 81 94
13861
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
13862
durgeshmca
A multi-tool AI assistant system that uses Model Context Protocol to connect la…
C 56 55 50 25 21 84 100
13863
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 55 48 32 21 81 96
13864
a-kaibu
Provides access to developer roadmap content from roadmap.sh, allowing users to…
C 56 66 62 56 0 36 81 100
13865
reymerekar7
Beehiiv MCP Server Claim 1
A Model Context Protocol server that enables Large Language Models (like Claude…
C 56 55 39 37 23 82 100
13866
Laity624
A Model Context Protocol server that runs on Cloudflare Workers with OAuth logi…
C 56 55 39 57 26 78 75
13867
pinepaper
Enables AI assistants to create and animate graphics in PinePaper Studio using …
C 56 66 92 18 0 61 81 91
13868
trafflux
PDF Reader MCP Server Claim 1
Provides tools for reading and extracting text from PDF files, supporting both …
C 56 55 54 28 16 81 94
13869
DivyanshKushwaha
GitHub MCP Server Claim
A modular command processor server that enables interaction with GitHub's REST …
C 56 55 48 33 21 81 94
13870
kusbr
An MCP server that enables Microsoft Copilot Studio to retrieve random jokes fr…
C 56 55 45 17 43 81 100
13871
QuentinCody
Unofficial MCP server that allows AI agents to discover Shopify storefronts and…
C 56 55 60 41 19 81 69
13872
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13873
sankethsura
Triggers predefined functions based on specific usecases including data analysi…
C 56 55 54 31 22 83 88
13874
niyonabil
Blogger MCP Server Claim
An intermediary server that enables AI models to interact with Google's Blogger…
C 56 66 66 61 0 27 78 99
13875
arunmenon
SDK MCP Server Claim
A configurable MCP server providing searchable access to AI/ML SDK source code …
C 56 55 48 22 34 80 99
13876
Stauffacher
An example Model Context Protocol (MCP) server that provides basic mathematical…
C 56 54 48 16 N/A 27 94 97
13877
ClearMind1
minio_mcp Claim
A FastMCP-based server that enables uploading text and base64-encoded content t…
C 56 55 48 33 27 82 87
13878
Dhenenjay
Enables MCP clients to access Google Earth Engine's satellite imagery and geosp…
C 56 64 94 0 0 56 95 95
13879
anilsharmay
Enables users to create rich country profiles by searching for high-quality ima…
C 56 55 56 22 25 81 94
13880
trakru
Provides AI assistants with intelligent access to ML textbook content for creat…
C 56 55 48 33 24 81 91
13881
sarunasdaujotis
Enables Large Language Models to access real-time data on Vilnius public transp…
C 56 55 68 27 13 81 80
13882
msathiyakeerthi
Enables interaction with FHIR resources on Google Cloud Healthcare API through …
C 56 66 86 35 0 43 80 92
13883
Jimmy974
A Machine Control Protocol (MCP) server that enables storing and retrieving inf…
C 56 55 54 31 22 81 88
13884
CodeByWaqas
Weather MCP Server Claim 1
An MCP server that provides real-time weather information including temperature…
C 56 55 45 22 41 82 94
13885
timecamp-org
A Model Context Protocol server that provides time tracking integration with Ti…
C 56 66 57 72 0 32 81 93
13886
MCP4Public
Look 4 Fundings Claim
Provides basic text manipulation and analysis tools including word reversal and…
C 56 66 68 65 0 27 81 91
13887
xiaobenyang-com
star Claim
A fully functional constellation MCP (Model Context Protocol) service, providin…
C 56 64 72 67 0 45 95 56
13888
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 55 60 22 20 76 99
13889
kavingas
Generates professional Adobe Commerce support responses from case findings. Sup…
C 56 54 48 22 N/A 21 95 90
13890
paolobietolini
gtm-mcp-server Claim 1
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once…
C 56 64 73 10 0 73 92 99
13891
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 55 72 0 27 81 95
13892
Miles0sage
Provides AI-powered tools for searching Polymarket prediction markets and calcu…
C 56 55 70 0 28 81 98
13893
jayden-chmod
warrant-mcp Claim 1
An MCP server that provides formal reasoning and argument validation tools for …
C 56 54 45 28 N/A 30 94 81
13894
DanielRamosAcosta
NixOS MCP Server Claim
Enables searching and retrieving NixOS configuration options using the official…
C 56 66 66 62 0 27 81 96
13895
kasinathnalla
MCP-Add-Weather Claim
A multi-agent system that connects a math server and weather server, allowing u…
C 56 55 50 27 23 81 99
13896
joelGuerraArias
Enables automated sending of institutional emails via Gmail SMTP with authentic…
C 56 55 54 32 25 81 85
13897
oofengoo
A custom MCP protocol service that enhances AI models by providing multilingual…
C 56 55 56 82 22 81 23
13898
twelve2five
An MCP server that enables AI assistants to create and run Processing sketches …
C 56 54 33 26 N/A 39 95 94
13899
crowwan
Enables comprehensive control of Korean Hangul (HWP) documents with 59 features…
C 56 54 48 38 N/A 21 89 78
13900
mohamedouamer19
Enables comprehensive ransomware threat analysis through 25+ tools that interac…
C 56 55 56 27 16 81 92
Showing 13851–13900 of 67226 servers
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