MCP Server Quality Scores

Independent quality analysis of 47628 public MCP servers

47628
Discovered
29602
Scored
2112
Verified
16952
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24451
sedwardstx
MCP Log Analyzer Claim 1
A Model Context Protocol server that analyzes various log types on Windows syst…
D 51 43 45 28 N/A 38 91
24452
mikeheilmann1024
A dedicated Model Context Protocol server that enables AI clients to interact w…
D 51 44 42 27 54 83
24453
smithery-ai
Provides a scalable, containerized infrastructure for deploying and managing Mo…
D 51 44 66 22 22 83
24454
Shan-Zhu
shuck-file Claim
Any file in, Markdown out — read only what matters.
D 51 43 60 0 N/A 47 92
24455
elizabethsiegle
Automates tennis court bookings on San Francisco Recreation websites using brow…
D 51 43 60 16 22 95
24456
ag2-mcp-servers
An MCP server that enables interaction with MLB (Major League Baseball) v3 proj…
D 51 44 45 50 21 81
24457
gabrielpierobon
A Model Context Protocol server that enables AI agents to interact with n8n wor…
D 51 44 57 35 21 81
24458
maksdizzy
Enables creation and management of Google Forms with support for all 12 questio…
D 51 44 48 43 27 81
24459
cyclops-ui
mcp-cyclops Claim 1
An MCP server that allows AI agents to manage Kubernetes resources through Cycl…
D 51 44 41 35 45 82
24460
0ui-labs
Agentic Workbench Claim
An MCP-based tool orchestrator that exposes a single execute_task tool to Claud…
D 51 44 60 21 29 85
24461
Khushi-c-sharma
An AI-powered financial management engine that enables budgeting, smart expense…
D 51 43 58 18 N/A 26 95
24462
ag2-mcp-servers
An MCP Server that enables interaction with Google's Public Certificate Authori…
D 51 44 45 55 21 78
24463
service-atlas
Provides tools to communicate with a service dependency API, enabling users to …
D 51 43 50 25 N/A 30 95
24464
hsiangjenli
Gitignore MCP Tool Claim 1
An MCP server that generates project-specific .gitignore files and lists availa…
D 51 44 27 62 36 82
24465
ag2-mcp-servers
An MCP server for accessing India's National Digital Health Mission (NDHM) Heal…
D 51 44 45 52 21 81
24466
hemanth
A Model Context Protocol server that provides tools for fetching xkcd comics an…
D 51 44 33 65 22 81
24467
pallavi-bluebash
A demonstration project that uses Google Gemini 2.0 Flash to interact with a lo…
D 51 43 54 27 N/A 19 95
24468
Cognitive-Stack
An MCP server that analyzes stock trading volume to identify significant price …
D 51 44 45 53 16 81
24469
joehwang
Enables AI agents to query Taiwan stock holdings across multiple brokerages inc…
D 51 43 54 20 N/A 27 95
24470
josh-thurston
An MCP server that enables interaction with the CrowdStrike Falcon API for mana…
D 51 44 53 42 22 80
24471
ag2-mcp-servers
An MCP server that provides access to Google's API Discovery Service, allowing …
D 51 44 45 57 21 74
24472
RushikeshYeole24
smithery-doc Claim
D 51 33 42 N/A N/A 9 95
24473
Starlightmii
A robust system that connects web UI to After Effects, enabling real-time comma…
D 51 43 42 31 N/A 34 95
24474
32bitsret
DemoStudio Claim 1
Generate short-form video ads for Instagram Reels and TikTok from any AI assist…
D 51 43 78 0 N/A 32 82
24475
metorial
Metorial MCP Index - An ever growing list of open source MCP servers 📁 🎉
D 51 43 36 25 N/A 63 87
24476
cloudsmithy
Enables AI agents to interact with INFINI Easysearch (compatible with Elasticse…
D 51 44 54 35 25 81
24477
manojprabhuoffl-ghub
Enables task management through a local MySQL database, supporting full CRUD op…
D 51 43 48 33 N/A 30 90
24478
geopolitis
Enables secure management of agent-scoped secrets in HashiCorp Vault through MC…
D 50 44 44 38 35 81
24479
sonzentherevolution
Universal MCPO/MCP bridge for Open Web UI with AI-powered configuration. Autom…
D 50 43 60 13 N/A 23 95
24480
hyson666
A document knowledge base system that enables users to upload PDFs and query th…
D 50 44 56 31 27 80
24481
manasp21
Provide advanced oscilloscope and function generator capabilities to AI agents,…
D 50 43 48 28 N/A 24 95
24482
User-Gold
Enables Claude Desktop to interact with PostgreSQL databases through natural la…
D 50 44 50 38 25 80
24483 D 50 33 36 N/A N/A 15 95
24484
EstebanIIT
A FastAPI-based JSON-RPC 2.0 server implementation that enables users to work w…
D 50 43 34 56 N/A 18 89
24485
mastra-ai
A Discord bot server that integrates with Mastra's MCP Bot component to provide…
D 50 44 48 41 23 80
24486
hima2b4
A minimal MCP server template that provides a basic endpoint for testing ChatGP…
D 50 44 42 50 22 81
24487
ag2-mcp-servers
An MCP Server that enables interaction with Odisha's eDistrict services through…
D 50 44 45 47 21 81
24488
haqops
A template for creating secure, remotely accessible MCP servers with OAuth auth…
D 50 44 48 40 24 80
24489
jacgood
A custom server that integrates WebDNA documentation with AI assistants by scra…
D 50 44 48 41 26 81
24490
ag2-mcp-servers
An MCP server for interacting with the HackathonWatch API, allowing users to ac…
D 50 44 45 50 21 76
24491
HariFatherKR
A custom server that provides a REST API interface for Notion, allowing easy ac…
D 50 44 50 40 21 81
24492
pingcy
ChatPPT-MCP Claim
A multi-document RAG engine server that enables intelligent querying and analys…
D 50 44 54 36 19 81
24493
CaullenOmdahl
Provides access to SvelteKit and Tailwind CSS documentation, code snippets, and…
D 50 44 60 20 33 81
24494
sparshdrolia
Creates and maintains a semantic knowledge graph of code that allows maintainin…
D 50 43 48 31 N/A 24 90
24495
taielab
A curated collection of top-tier penetration testing tools and productivity uti…
D 50 33 30 N/A N/A 25 95
24496
ag2-mcp-servers
An MCP Server that enables interaction with MLB scores and statistics via the S…
D 50 44 45 47 21 80
24497
1nbuc
Enables interaction with SAP Integration Suite for designing, creating, and man…
D 50 44 48 36 30 81
24498
mrugankpednekar
Optimize crew and workforce schedules, resource allocation, and routing with li…
D 50 55 62 56 0 46 81
24499
dion-hagan
A Model Context Protocol server implementation that allows AI models to interac…
D 50 43 41 30 N/A 42 89
24500
sazboxai
A Model Control Protocol server that enables AI assistants to interact with Met…
D 50 44 48 43 21 80
Showing 24451–24500 of 47628 servers
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