MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9701
luquitared
A starter template for building MCP servers that can integrate with Claude, Cur…
C 67 55 54 100 N/A 23 95 49
9702
didacusdev
A collection of two MCP servers that enable querying One Piece anime characters…
C 67 55 60 57 44 82 88
9703
kalicyh
MCP RAG Claim
Intelligent knowledge base system that enables users to process documents in 25…
C 67 55 72 65 30 81 79
9704
qso-graph
qrz-mcp Claim
MCP server for QRZ.com — callsign lookups, DXCC entity resolution, and logbook …
C 67 54 66 43 38 94 91
9705
jonathan-politzki
Official Substack MCP Server
C 66 55 72 46 22 80 100
9706
Qyusu
An MCP server that provides static validation and documentation lookup for quan…
C 66 55 57 58 42 80 92
9707
bitbonsai
MCPVault Claim
A universal AI bridge for Obsidian vaults using the MCP standard, enabling any …
C 66 55 94 0 N/A 54 81 99
9708
kychee-com
run402-mcp Claim 1
Provides MCP tools for AI agents to provision and manage Postgres databases, fi…
C 66 55 72 58 N/A 71 80 49
9709
datawiz168
MCP Snowflake Service Claim 1
A Model Context Protocol server that enables Claude to execute SQL queries on S…
C 66 55 75 35 42 81 94
9710
gaurigshankar
Weather MCP Server Claim
Enables AI assistants to access real-time US weather forecasts and alerts throu…
C 66 55 60 100 N/A 22 95 37
9711
siddhantbajaj
Shopify MCP Server Claim 1
This MCP server connects clients with Shopify store data, enabling retrieval of…
C 66 55 78 41 35 81 87
9712
Custodia-Admin
pagebolt Claim
Screenshots, PDFs, OG images, page inspection, and narrated video recording for…
C 66 64 90 81 0 52 83 90
9713
qso-graph
solar-mcp Claim
MCP server for space weather and HF propagation conditions — live solar flux, K…
C 66 54 66 28 38 94 100
9714
ravinahp
Surf MCP Server Claim 2
Fetches tide information for any location using latitude and longitude, providi…
C 66 55 66 41 41 82 100
9715
hagsmand
mcp-server-starrocks Claim 1
This MCP server provides connection to Starrocks allows you to explore this que…
C 66 55 84 28 41 81 92
9716
Dhruta25
Enables users to track and manage daily expenses through SQLite storage, suppor…
C 66 66 52 66 89 22 81 73
9717
lengbone
Enables intelligent image analysis using GLM-4.5V model, specializing in extrac…
C 66 55 72 100 26 81 32
9718
kukapay
An MCP server that enables agents to perform bulk BNB and BEP20 token transfers…
C 66 55 51 63 40 81 95
9719
scarfunk
An unofficial MCP server that integrates with the Channel Talk Open API to allo…
C 66 55 56 67 31 80 88
9720
quintonwall
fast-pyairbyte Claim
fast-pyairbyte lets you create a data pipeline in code ,from any Airbyte connec…
C 66 54 78 38 N/A 23 95 83
9721
yukit7s
Provides access to Tokyo's WBGT (Wet Bulb Globe Temperature) heat index forecas…
C 66 55 74 55 21 81 86
9722
Traia-IO
Nager MCP Server Claim
Provides access to the Nager.Date Public Holiday API for querying global holida…
C 66 54 68 43 N/A 27 90 96
9723
rllvusgnzm98
mcp-server-chart Claim
C 66 54 78 26 N/A 45 95 84
9724
birdingkit
eBird MCP Server Claim
Integrates the eBird API with Claude to query bird observation data, including …
C 66 54 76 30 N/A 37 90 91
9725
pickstar-2002
Redis MCP Claim
Enables AI assistants to perform comprehensive Redis database operations includ…
C 66 55 78 25 45 81 97
9726
ralacher
An MCP server that enables connection to Microsoft SQL Server databases, provid…
C 66 55 73 33 43 81 100
9727
go-rod
rod-mcp Claim
Rod-MCP provides browser automation capabilities for your applications by using…
C 66 54 68 31 N/A 45 87 99
9728
pc-style
An MCP server that enables AI clients to delegate tasks to autonomous developer…
C 66 55 69 100 24 81 40
9729
saralegui-solutions
Enables autonomous learning from interactions through pattern recognition and m…
C 66 55 96 32 24 81 86
9730
sammcj
An MCP server that enables users to retrieve information from AWS Knowledge Bas…
C 66 55 63 100 27 80 44
9731
ffpy
Enables AI assistants to review GitLab merge requests by fetching changes, anal…
C 66 55 66 43 42 81 95
9732
smogievogie
Enables generation of detailed Chinese Ziwei Doushu (Purple Star) astrological …
C 66 55 54 71 37 81 83
9733
kentcdodds
Enables interactive calculator widget functionality within AI chat interfaces, …
C 66 55 60 56 36 81 92
9734
netixc
SearXNG MCP Server Claim
Provides privacy-focused web search capabilities through SearXNG metasearch eng…
C 66 55 58 58 40 81 92
9735
pdavis68
RepoMap Claim
A powerful tool designed to help, primarily LLMs, understand and navigate compl…
C 66 55 72 35 51 82 90
9736
l1806858547
TiDB MCP Server Claim 1
A Model Context Protocol server that allows executing SELECT queries on TiDB da…
C 66 55 63 55 25 81 100
9737
dfeirstein
Gemini Image MCP Claim 2
An MCP server that enables AI image generation, editing, and analysis using Goo…
C 66 55 63 65 27 80 89
9738
jarmentor
Enables semantic code search across multiple repositories using AST-aware chunk…
C 66 54 76 30 N/A 24 95 94
9739
yaonyan
gpt-vis-mcp Claim 1
A local/private-favored wrapper for antvis/mcp-server-chart
C 66 54 84 36 N/A 59 89 55
9740
howiehuang220-star
A self-hosted MCP server that enables AI assistants to deploy and manage static…
C 66 55 70 58 20 81 91
9741
mepsopti
sprout-mcp Claim 1
A model-tiered content pipeline that routes tasks to the appropriate AI model t…
C 66 54 72 27 50 90 90
9742
joshp-f
E2B Remote Server Claim
Enable secure sandboxed command execution and file operations remotely. Manage …
C 66 54 40 63 N/A 41 95 91
9743
aliyun
A universal interface that enables AI Agents to communicate with Hologres datab…
C 66 55 78 28 44 81 94
9744
CheolMinBae
Enables users to search and query information from the 2025 Korean tax law amen…
C 66 55 80 53 16 81 85
9745
AnotherStream
Enables integration with Evernote API to access and manage Evernote resources i…
C 66 55 80 58 23 81 77
9746
wllcnm
MCP Reddit Server Claim 2
A Model Context Protocol server that enables AI assistants like Claude to brows…
C 66 55 57 53 37 82 99
9747
lingki1
An MCP server that allows AI models to securely access and manage WeChat Cloud-…
C 66 55 57 73 24 76 93
9748
leopeng1995
ArXiv MCP Server Claim
A bridge between AI assistants and ArXiv's research repository that enables sea…
C 66 55 74 50 40 74 87
9749
joepangallo
Payment gateway for autonomous AI agents. Single gateway key for tool discovery…
C 66 66 78 75 0 67 81 99
9750
Diamond-IT-615
browser-mcp Claim 1
An MCP server that allows users to interact with their browser through natural …
C 66 54 57 55 N/A 23 90 100
Showing 9701–9750 of 57597 servers
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