MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
24651
89jobrien
Aggregates tasks from multiple sources (Jira, Markdown TODO files, STM CLI) int…
81
24652
codemonkyu
Provides tools to query and calculate AWS EBS performance metrics from CloudWat…
81
24653
MoshPitLabs
An MCP server that enables interaction with Linear.app's API for issue tracking…
81
24654
novyxlabs
novyx-mcp Claim
Persistent memory for AI agents. 107 MCP tools for remember, recall, rollback, …
N/A N/A
24655
radenaisa
mubdi Claim
N/A N/A 95
24656
andasv
Enables AI agents to interact with email accounts via the Himalaya CLI, support…
N/A N/A
24657
lbruton
An enhanced memory management system that wraps memento-mcp with sophisticated …
81
24658
DeckForge Claim
Generate executive-ready presentations via API. 32 slide types, 24 chart types,…
24659
Enables high-speed native macOS automation for Claude by interacting directly w…
N/A N/A
24660
kazumah1
Smithery Claim
Enable seamless integration of AI agents with external data sources and tools t…
N/A N/A 95
24661
Kopern Claim
Full AI agent lifecycle platform — create, grade, optimize, deploy and orchestr…
24662
hrconsultnj
A Node.js server that hosts AI agents and manages integrations with various dat…
N/A N/A 95
24663
userlite
Intelligent routing service that selects optimal AI models based on capability …
N/A N/A 95
24664 N/A N/A 95
24665
kqdssheng
csv Claim
N/A N/A 95
24666
OffensiveSET Claim
An offensive security dataset generator that creates high-quality, multi-turn p…
24667
robgrappler
An MCP server that analyzes your unique Twitter voice to generate, manage, and …
81
24668
jr
test-id Claim
N/A N/A 95
24669 N/A N/A 95
24670
mcp_Shield Claim
The security runtime for MCP servers. Every tool call inspected. Every attack b…
24671
steven
bouldinsai Claim
N/A N/A 95
24672 N/A N/A 95
24673
NimbleBrainInc
Provides comprehensive access to OpenAI's API capabilities including chat compl…
81
24674
testopenai.1407
iototsample Claim
N/A N/A 95
24675
namitbhardwaj
grgdbsd Claim
N/A N/A 95
24676
sunhye
Get real-time weather conditions and short-term forecasts across Korea. Check t…
N/A N/A 95
24677
Security middleware for MCP servers. Trust-based access control, rate limiting,…
24678
MCP server for Threadline — persistent memory and context layer for AI agents. …
24679
Santuri Claim 1
Search official documentation for well-known libraries.
N/A N/A 81
24680
Ryosuke-Mohri
A hybrid MCP server system that enables natural language management of Asana ta…
81
24681
DataWorkersProject
We’re build a swarm of agents for all data tasks. That anyone can use for free,…
N/A N/A
24682
MadeOnSol Claim
Solana KOL trading intelligence and deployer analytics. Query real-time trades …
24683
hackafterdark
Context Sherpa MCP server provides code mapping, deterministic feedback loops, …
N/A N/A
24684
bangslosan
wiki Claim
N/A N/A 95
24685
Pay-per-use semantic memory for AI agents with cryptographic attestation. Vecto…
24686
Connects AI tools directly to Codemend production error monitoring to list, ana…
24687
Enables AI agents to control the Google Chrome browser through a Node.js WebSoc…
N/A N/A
24688
La-fe
Enables creating and managing text notes with a simple note-taking system. Prov…
N/A N/A 95
24689
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
N/A N/A
24690
NimbleBrainInc
Provides access to the Context7 API for searching up-to-date documentation, cod…
81
24691
Tickory MCP Claim 1
Tickory MCP server for Binance scans, alert events, and explainability.
N/A N/A 81
24692
swarmix-mcp Claim
AI client acquisition autopilot. 15 MCP tools for LinkedIn, Email, X, Instagram…
24693
Aws Claw Claim
Provides a comprehensive suite of tools for interacting with AWS services like …
N/A N/A
24694
Ethan-IS
swift-tuist Claim
N/A N/A 95
24695 N/A N/A 95
24696
Astria-Index Claim
AI memory that works like yours. Neural pathway architecture gives your AI pers…
24697
ejmcp
mcp-server Claim
N/A N/A 95
24698
MCP-Mirror
Enables interaction with AWS Amplify Gen2 application data through natural lang…
81
24699
An AI-powered conversational assistant that builds detailed user investment pro…
24700
An AI blog automation server that uses a 'Creative DNA' system to generate pers…
Showing 24651–24700 of 30006 servers
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