MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29585
Scored
2112
Verified
16952
Complete

Last updated 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7501
isshiki-dev
KB-MCP Server Claim
A local-first knowledge base server that enables AI clients to store, retrieve,…
B 70 54 70 53 N/A 28 90 99
7502
ydzat
An academic paper management tool that enables multi-source research searching,…
B 70 55 84 33 61 81 92
7503
Tikous
Controls a real Chrome browser to navigate web pages and extract text content w…
B 70 54 72 62 N/A 21 91 93
7504
jjikky
Query AWS DynamoDB databases using natural language requests. Access and manage…
B 70 55 62 62 N/A 53 80 94
7505
potato-castle
Mono Memory MCP Claim
A self-hosted MCP server that provides AI assistants with a shared, persistent …
B 70 54 66 43 48 92 99
7506
LiamCarver
A lightweight server for managing local workspaces through file operations, Git…
B 70 54 64 65 N/A 30 89 93
7507
Ejb503
A specialized Model Context Protocol (MCP) server that enables AI-powered inter…
B 70 55 92 45 28 80 93
7508
ganpare
Enables text-to-speech synthesis and voice cloning through GPT-SoVITS API integ…
B 70 55 84 61 16 82 92
7509
rodrigoai
Enables creating and managing customer records via an external API with Bearer …
B 70 55 84 58 24 80 92
7510
akramIOT
MCP_AI_SOC_Sher Claim
MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Ag…
B 70 55 78 66 39 74 87
7511
FabrWill
GraphQL MCP Server Claim 1
A Model Context Protocol server for executing GraphQL queries, allowing AI mode…
B 70 55 57 70 43 81 95
7512
MatthewDailey
Rime MCP Claim 1
A Model Context Protocol server that enables AI models to generate and play hig…
B 70 55 63 68 46 81 91
7513
makaveli006
A production-ready MCP server that enables users to interact with PostgreSQL da…
B 70 55 60 71 47 81 87
7514
apexneural-hansika
Graphiti MCP Claim
Provides persistent memory and context continuity for AI agents using Zep's Gra…
B 70 55 84 56 24 81 93
7515
AkM-2018
AWS CDK MCP Server Claim
Provides guidance and tools for the AWS Cloud Development Kit, including infras…
B 70 55 54 82 44 80 86
7516
rdwj
A production-ready MCP server template that enables developers to quickly build…
B 70 55 84 51 38 80 89
7517
rod-anami-kyndryl
Enables interaction with HashiCorp Vault for secret management operations inclu…
B 70 55 78 66 26 81 89
7518
gmailhasan
Weather MCP Server Claim
Provides current weather data and hourly forecasts for any location worldwide u…
B 70 55 66 71 24 81 96
7519
zsun4work
Fed Speech MCP Claim
Retrieves, parses, and analyzes speeches and testimonies from Federal Reserve o…
B 70 55 78 53 27 81 99
7520
hew
Enables AI agents to create and manage video compilations through n8n workflows…
B 70 55 78 68 25 76 89
7521
sarveshkapre
Enables CVE lookups and risk assessment by integrating CISA Known Exploited Vul…
B 70 55 72 33 74 84 93
7522
Bob-lance
Grok MCP Plugin Claim
Provides seamless access to Grok AI's capabilities (chat completion, image unde…
B 70 55 92 36 49 81 84
7523
anjor
coinmarket-mcp-server Claim 1
Coinmarket API integration to fetch cryptocurrency listings and quotes
B 70 55 84 42 45 81 93
7524
morphik-org
Morphik MCP Claim
Enables interaction with the Morphik multi-modal database system for document i…
B 70 55 60 72 33 81 98
7525
kablewy
FRED MCP Server Claim 3
A Model Context Protocol server that provides tools to search and retrieve econ…
B 70 55 79 67 19 83 90
7526
mongodb-developer
An MCP server that enables users to create and manage MongoDB Atlas clusters, u…
B 70 55 63 72 41 81 90
7527
ghiloufibg
Enables automatic generation of complete Maven projects (applications, plugins,…
B 70 54 84 50 N/A 18 95 91
7528
harshkedia177
Axon Claim 1
A graph-powered code intelligence engine that indexes codebases into a structur…
B 70 54 60 41 N/A 63 94 96
7529
mytechnotalent
An AI-driven MCP server that autonomously interfaces with Malware Bazaar, deliv…
B 70 54 64 42 55 95 94
7530
kevindarstNBB
MCP server for searching horse boarding facilities and trainers across the Unit…
B 70 44 60 37 81 98
7531
vivek1612
A Model Context Protocol server that enables LLMs to interact directly with Mon…
B 70 55 75 56 42 81 89
7532
tensakulabs
telegram-mcp Claim
A minimal Model Context Protocol server for interacting with Telegram bots via …
B 70 55 66 43 64 80 100
7533
jpoles1
Provides AI systems with access to peer-reviewed medical information from StatP…
B 70 55 78 58 35 81 92
7534
shrike-security
Shrike Security Claim 1
Runtime security for AI agents. 12 MCP tools detect and block prompt injection,…
B 70 66 96 91 0 72 81 81
7535
somospragma
Enables the validation and generation of Terraform Infrastructure as Code accor…
B 70 54 72 58 N/A 18 90 100
7536
BreezeWind889988
A demonstration Model Context Protocol server that provides a configurable 'Hel…
B 70 55 72 66 22 84 95
7537
lhstorm
An MCP server that enables intelligent search and retrieval of QuantConnect doc…
B 70 54 79 52 N/A 16 92 98
7538
dswillden
Digital Brain MCP Claim 1
A persistent long-term memory system that enables AI clients to store and recal…
B 70 55 72 70 27 80 90
7539
chiefautism
mcp-buttplug Claim 1
An MCP server that connects Claude and other MCP clients to buttplug.io, allowi…
B 70 44 51 N/A N/A 32 95 99
7540
AyoubTRD
Enables AI assistants to perform code reviews by providing access to staged fil…
B 70 55 66 100 N/A 23 95 51
7541
ruchernchong
An MCP server implementation for accessing Google Analytics 4 (GA4) data, built…
B 70 55 79 35 73 81 83
7542
adisaputra10
MCP Datadog Playcourt Claim 1
Enables monitoring and querying of Datadog metrics for Kubernetes clusters, APM…
B 70 55 78 67 24 71 96
7543
timwukp
Orchestrates multiple AWS security services to provide comprehensive security a…
B 70 55 66 82 51 81 61
7544
tim-mcdonnell
Tana MCP Server Claim 1
An MCP server that connects to Tana's Input API, allowing Large Language Models…
B 70 55 57 72 56 77 89
7545
CaptainCrouton89
A starter template for building Model Context Protocol servers that integrate w…
B 70 55 54 100 N/A 23 95 64
7546
parthashirolkar
Gmail MCP Server Claim
Enables AI applications to send emails, manage drafts, and compose professional…
B 70 54 60 65 N/A 23 95 98
7547
FlameZerg
Playwright MCP Claim 1
Enables browser automation and web page interaction using Playwright's accessib…
B 70 55 62 100 50 81 48
7548
1595901624
QRCode_MCP Claim 1
An MCP server that generates customizable QR codes with options for size, color…
B 70 54 51 61 N/A 46 94 100
7549
tomohiro-owada
devrag Claim
Lightweight local RAG MCP server for semantic vector search over markdown docum…
B 70 54 82 28 N/A 64 90 85
7550
ResakaGit
mcp-vitacore Claim
A session memory consolidation and architectural oversight system that uses Gem…
B 70 55 66 65 42 82 92
Showing 7501–7550 of 47403 servers
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