MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11701
Maxbleu
MCP Server F1Data Claim
Enables interaction with Formula 1 data through LLM interfaces like Claude. Pro…
C 63 54 62 32 N/A 63 77 88
11702
mauricioTechDev
Weather MCP Server Claim 1
A Model Context Protocol server that enables AI models to fetch weather alerts …
C 63 55 45 63 18 81 100
11703
ethanrosswomack
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 63 55 48 68 30 81 84
11704
dabblefish-solutions
Enables the analysis of DBT manifests with automatic schema version detection a…
C 63 55 68 30 36 82 95
11705
JackKuo666
PubChem MCP Server Claim
Enables AI assistants to search and retrieve chemical compound information, str…
C 63 55 76 31 16 83 98
11706
guhank
Provides AI agents access to over 200 AI models and 10 service categories via a…
C 63 55 88 10 32 80 97
11707
nothintoulouse
A template for deploying authentication-free MCP servers on Cloudflare Workers …
C 63 55 48 70 27 84 80
11708
niyabits
Creates a summary of photos from Apple Photos, generating a personalized year-i…
C 63 54 62 21 N/A 47 95 90
11709
BochaAI
Bocha Search MCP Claim
An AI-focused search engine that enables AI applications to access high-quality…
C 63 55 66 46 27 80 90
11710
drewautomates
Connects your Noverload saved content library to AI assistants, enabling search…
C 63 66 92 72 0 35 81 92
11711
daoleno
Enables AI tools to interact with the Lens Protocol decentralized social networ…
C 63 66 94 73 0 30 81 89
11712
juancsanchez
Alegra MCP Server Claim 1
A Model Context Protocol server that enables LLMs to securely interact with Ale…
C 63 55 51 100 27 81 43
11713
kodexArg
SyV MCP Tools Claim
Enables validation and retrieval of metadata from Markdown files in the Subordi…
C 63 54 60 36 N/A 29 94 94
11714
michaelqshieh
OpenReview MCP Server Claim 1
Connects Claude to OpenReview to facilitate conference reviewer and area chair …
C 63 55 54 37 56 80 90
11715
info-rbp
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 55 48 68 27 84 80
11716
mirodn
Public Transport Claim
Access real-time public transport across Europe with live departures, connectio…
C 63 66 72 76 0 54 82 94
11717
MarvelEyiosa
Enables AI systems to remember interactions, understand document context throug…
C 63 55 72 56 19 81 72
11718
Attilio81
mcp-agno Claim
Provides AI assistants with real-time access to the AGNO framework documentatio…
C 63 55 70 31 27 83 100
11719
nguyendinhsinh361
FastAPI-MCP Claim
A zero-configuration tool that automatically converts FastAPI endpoints into Mo…
C 63 55 84 50 60 81 32
11720
AnoRebel
MCP ToDo Server Claim
A production-ready Model Context Protocol server for managing tasks and todos w…
C 63 55 64 33 39 80 99
11721
SaintDoresh
An MCP tool that provides stock market data and analysis using the Yahoo Financ…
C 63 55 66 31 37 82 99
11722
homello
Homello MCP Claim
Provides access to Homello platform product documentation and configuration met…
C 62 55 64 30 45 82 91
11723
nilay320
Enables web search capabilities through the Tavily API. Allows users to search …
C 62 55 54 53 23 81 93
11724
SufyaanKhateeb
A Model Context Protocol server demonstrating user management capabilities with…
C 62 55 57 82 N/A 23 95 37
11725
nathanielnoyd
Metro MCP Claim
Enables users to interact with Washington DC Metro (WMATA) transit system throu…
C 62 66 78 72 0 39 80 100
11726
nirholas
x402-deploy Claim
Turn any API or MCP server into a paid service with x402
C 62 66 90 38 0 70 80 100
11727
learnwithcc
Tally MCP Claim
Manage Tally.so forms through AI conversation. Create, update, and organize for…
C 62 66 82 70 0 47 81 92
11728
Here-and-Tomorrow-LLC
A server that allows Claude to control audio playback on your computer, support…
C 62 54 48 36 N/A 37 90 100
11729
4R9UN
Enables AI-powered threat intelligence analysis of IPs, domains, URLs, and file…
C 62 55 68 31 49 81 79
11730
nicoloceneda
Fred St Louis MCP Claim
Enables users to query and explore economic data from FRED, supporting tools fo…
C 62 55 66 82 30 81 38
11731
dreamingms
16 AI-native tools with dual SSE + streamable-http transport. Free tier availab…
C 62 66 94 53 0 50 81 95
11732
HasnainAli47
TOON MCP Server Claim 1
Converts JSON data and system prompts to and from TOON (Token-Oriented Object N…
C 62 55 62 36 40 84 85
11733
aantti
mcp-netbird Claim 1
MCP Server for Netbird
C 62 55 77 37 46 81 61
11734
Tsuchijo
MATLAB MCP Server Claim 1
Allows interaction with MATLAB by creating and executing scripts and functions …
C 62 54 66 33 N/A 21 88 93
11735
muminfarooq190
Weather MCP Server Claim
Enables users to get weather alerts and forecasts through natural language inte…
C 62 54 46 41 N/A 24 95 100
11736
KelvinQiu802
A server for Model Context Protocol (MCP) that uses Server-Sent Events (SSE) fo…
C 62 55 48 62 24 81 87
11737
helloHupc
Pixabay MCP Server Claim
Enables AI assistants to search for and retrieve images, illustrations, and vid…
C 62 55 54 37 45 82 91
11738
huang-sh
SCMCP Claim 2
An MCP server that enables single-cell RNA sequencing analysis through natural …
C 62 55 77 51 59 83 36
11739
mori-mmmm
A collection of custom MCP servers providing various AI-powered capabilities in…
C 62 54 62 58 N/A 37 95 49
11740
kukapay
blockbeats-mcp Claim 1
An MCP server that delivers blockchain news and in-depth articles from BlockBea…
C 62 55 57 31 43 83 97
11741
ricleedo
Enables storing and retrieving information using vector embeddings with semanti…
C 62 55 54 100 26 81 37
11742
Preston-Harrison
Enables secure filesystem operations with directory sandboxing and optional rea…
C 62 54 60 32 N/A 23 95 93
11743
shipstatic
ShipStatic Claim
Deploy websites from AI agents. Free at mcp.shipstatic.com. Install for the ful…
C 62 64 72 71 0 55 83 94
11744
nsachin08
Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manag…
C 62 55 62 40 27 76 99
11745
larasrinath
BLS MCP Claim 1
Enables users to query U.S. labor statistics, including employment, CPI, and wa…
C 62 55 70 0 64 84 98
11746
Muzain187
TG_MCP Claim
A lightweight Python interface that exposes TigerGraph database operations as s…
C 62 55 72 22 40 76 97
11747
Rev4nchist
An MCP server that connects Claude.ai to a Notion-based marketing knowledge bas…
C 62 55 57 50 25 80 93
11748
antonscap
MCP Server Sample Claim
An educational implementation of a Model Context Protocol server that demonstra…
C 62 54 48 30 N/A 42 94 100
11749
fean-developer
Enables LLMs and agents to interact with relational databases (SQL Server, MySQ…
C 62 55 66 33 41 80 87
11750
stefanoamorelli
AI agent toolkit for accessing and analyzing SEC EDGAR filing data. Build intel…
C 62 54 64 25 N/A 62 90 71
Showing 11701–11750 of 67226 servers
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