MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
27999
Scored
1933
Verified
16957
Complete

Last updated 1 hour, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9801
baryhuang
A Model Context Protocol server that enables Claude to execute Python code usin…
C 66 55 79 40 42 81 84
9802
qso-graph
solar-mcp Claim
Solar indices and space weather MCP server. SFI, SSN, Kp, DSCOVR, NOAA alerts.
C 66 54 66 28 N/A 38 94 100
9803
sontallive
This template provides a streamlined foundation for building Model Context Prot…
C 66 54 72 31 N/A 42 90 92
9804
RusianHu
Enables high-quality conversion of SVG files to PNG, ICO, and JPG formats with …
C 66 55 62 100 N/A 39 92 23
9805
pc-style
An MCP server that enables AI clients to delegate tasks to autonomous developer…
C 66 55 69 100 24 81 40
9806
joe-watkins
magentaa11y Claim
MCP server providing accessibility criteria from MagentaA11y
C 66 64 78 72 0 54 95 99
9807
247arjun
Curl MCP Server Claim 1
An MCP server that enables AI assistants to make HTTP requests and download fil…
C 66 55 47 56 56 81 96
9808
ishandotsh
Enables users to get expert help with Isaac Sim scripting, USD (Universal Scene…
C 66 55 64 62 22 81 91
9809
farhankaz
Redis MCP Server Claim
Enables users to perform Redis database operations using the Model Context Prot…
C 66 55 78 79 47 81 34
9810
dachienit
An MCP server that facilitates seamless interaction with SAP ABAP systems to ma…
C 66 55 69 82 49 80 40
9811
DigiBugCat
Logpush MCP Claim
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buck…
C 66 55 66 52 27 80 99
9812
keythpiece
Company MCP Server Claim
Enables AI to interact with internal company systems through API integration, s…
C 66 55 80 100 42 81 6
9813
8xiang5hao
AQICN MCP Server Claim 1
Enables querying real-time air quality index (AQI) data for Chinese cities, inc…
C 66 55 72 68 24 82 72
9814
yy1588133
Code Merge MCP Claim 1
A Model Context Protocol server that helps large language models process code r…
C 66 55 57 100 43 81 37
9815
king-of-the-grackles
Discourse MCP Claim
Enables AI agents to interact with Discourse forums through search, reading top…
C 66 66 86 75 0 62 80 92
9816
jonathan-politzki
Official Substack MCP Server
C 66 55 72 46 22 80 100
9817
liaotaodcx8
mcp-toolkittest Claim
mcp-toolkittest
C 66 55 48 100 N/A 37 95 40
9818
bobby169
A Model Context Protocol server that provides current weather forecasts for spe…
C 66 54 45 60 N/A 28 94 100
9819
Kirandawadi
Connects LLMs like Claude Desktop with Volatility3 forensics framework, enablin…
C 66 54 78 33 N/A 23 95 93
9820
JoeDupuis
Enables fetching YouTube video transcripts with Google OAuth 2.0 authentication…
C 66 55 60 68 24 81 90
9821
DatalisHQ
The Meta Ads toolkit for AI agents. 50 tools for campaigns, creatives, audience…
C 66 55 72 43 N/A 49 70 96
9822
refself
Provides comprehensive access to Yahoo Finance data, including historical stock…
C 66 55 60 57 26 80 100
9823
kukapay
Streams real-time cryptocurrency liquidation events from Binance.
C 66 55 72 31 40 82 100
9824
aparajithn
Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly…
C 66 66 94 66 0 60 78 99
9825
launchthatbrand
mcp-graphql Claim 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
C 66 55 53 58 49 81 89
9826
enjoyzl
MCP Confluence Server Claim 2
Enables interaction with Confluence to manage spaces, pages, and comments with …
C 66 55 54 71 28 80 88
9827
mattdepaolis
Enables analysis and querying of Git repository content (both public and privat…
C 66 55 72 55 21 81 91
9828
u14app
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP…
C 66 64 82 65 0 80 95 84
9829
adamkwhite
An MCP server that provides searchable local storage for Claude conversation hi…
C 66 54 55 36 N/A 56 91 96
9830
Qyusu
An MCP server that provides static validation and documentation lookup for quan…
C 66 55 57 58 42 80 92
9831
baranwang
Trends Hub Claim 3
A MCP server that aggregates hot trends and rankings from various Chinese websi…
C 66 55 53 74 67 80 58
9832
DOGGY-SAINT
Enables programmatic access to EndNote .enl libraries, allowing users to list, …
C 66 54 70 33 N/A 34 92 98
9833
delian-research
brain-mcp Claim 1
An MCP server for managing Obsidian-style note vaults, providing tools for full…
C 66 54 53 62 N/A 30 90 90
9834
JayQuan-McCleary
zenlink-mcp Claim
Browser automation for MCP clients via Zen Browser or Firefox.
C 66 54 78 28 N/A 32 87 99
9835
pickstar-2002
Redis MCP Claim
Enables AI assistants to perform comprehensive Redis database operations includ…
C 66 55 78 25 45 81 97
9836
hedera-dev
A server that interfaces with the Hedera Testnet Mirror Node API, converting it…
C 66 55 72 56 19 80 89
9837
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
9838
cornelcroi
Enables AI assistants to calculate French individual income tax and retrieve cu…
C 66 55 78 82 35 81 41
9839
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
9840
TeeDDub
MCP server that allows searching and retrieving book information from Aladin's …
C 66 55 60 75 56 80 55
9841
hammeiam
Speech MCP Server Claim 1
A Model Context Protocol server that provides text-to-speech capabilities using…
C 66 55 63 75 23 81 77
9842
DanWahlin
An Azure Functions-based MCP server that enables interaction with Marvel charac…
C 66 55 50 61 46 80 93
9843
Mars23003
A streamlined MCP server designed for querying on-call runbooks through an opti…
C 66 55 72 53 24 80 93
9844
HighLevelScaling
Enables deployment of MCP servers on Cloudflare Workers without authentication …
C 66 55 48 70 38 84 86
9845
dealfluence
adeu Claim
Agentic DOCX Redlining Engine. Enables LLMs to read Word documents and inject n…
C 66 54 60 23 N/A 70 95 90
9846
AlexW00
A Model Context Protocol server that enables interaction with Helm charts on Ar…
C 66 55 53 100 50 81 41
9847
PonzuTech
ponzu Claim
ERC-20 token launchpad on Ethereum — deploy, presale, swap, and farm via AI age…
C 66 54 60 61 N/A 32 75 95
9848
guangxiangdebizi
PPT-MCP Claim
Enables creating, analyzing, and managing PowerPoint presentations using pure N…
C 66 55 100 58 39 81 34
9849
theposch
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 66 55 69 37 41 80 100
9850
davidteren
Provides audio playback functionality for AI agents, allowing them to play noti…
C 66 54 60 41 N/A 40 95 93
Showing 9801–9850 of 33593 servers
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