MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 1 hour, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47551 |
mcp-sqlserver
Claim
A powerful MCP server for Microsoft SQL Server that connects AI assistants dire…
|
— | ||||||||
| 47552 |
colber-mcp
Claim
Trust + coordination infrastructure for the agent economy. 27 tools across 6 Co…
|
— | ||||||||
| 47553 |
Stratum MCP
Claim
Structured execution for coding agents: contracts, postconditions, gates, guard…
|
— | ||||||||
| 47554 |
A11y Expert MCP
Claim
An accessibility expert MCP server that provides AI coding assistants with real…
|
— | ||||||||
| 47555 |
metabase-mcp-python
Claim
A Python MCP server for Metabase that enables AI assistants to query databases,…
|
— | ||||||||
| 47556 |
Praxis
Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
|
— | ||||||||
| 47557 |
Bardo
Claim
An identity & continuity platform for AI agents.
|
— | ||||||||
| 47558 |
RoselineMCP
Claim
MCP server for C# code analysis and automated fixing using Roslyn analyzers and…
|
— | ||||||||
| 47559 |
mcp-supermercados-cl
Claim
Enables searching products, comparing prices, and building optimal shopping lis…
|
— | ||||||||
| 47560 |
WordComb MCP Server
Claim
Exposes a word combination engine with tools to generate permutations and check…
|
— | ||||||||
| 47561 |
LingoChunk MCP
Claim
Turns a coding agent into a language tutor grounded in your LingoChunk listenin…
|
— | ||||||||
| 47562 |
Music Player MCP Server
Claim
Enables playing and controlling full music tracks from Audius with an inline vi…
|
— | ||||||||
| 47563 |
CloudZIR MCP Server
Claim
An enterprise-grade MCP server providing integrated system prompts and context …
|
— | ||||||||
| 47564 |
eventbrite-mcp
Claim
An MCP server that provides comprehensive event management and ticketing capabi…
|
— | ||||||||
| 47565 |
xiaohongshu-mcp-py
Claim
MCP server for Xiaohongshu automation, enabling feed browsing, search, note pub…
|
— | ||||||||
| 47566 |
Turkey payments for AI agents — Turkish cards / taksit via iyzico. Never holds …
|
— | ||||||||
| 47567 |
DocuForge MCP Server
Claim
Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
|
— | ||||||||
| 47568 |
classin-mcp-server
Claim
MCP server integrating ClassIn API to let AI assistants manage users, courses, …
|
— | ||||||||
| 47569 |
reflect-memory
Claim
Privacy-first AI memory system with MCP server for managing user-authored memor…
|
— | ||||||||
| 47570 |
Super-Memory-TS
Claim
Local-first semantic memory server with project indexing for AI assistants. It …
|
— | ||||||||
| 47571 |
license-checker-ai-mcp
Claim
license-checker-ai-mcp MCP server by MEOK AI Labs
|
— | ||||||||
| 47572 |
klayout-mcp
Claim
Read-only MCP server for KLayout that opens GDS/OAS layouts, inspects geometry …
|
— | ||||||||
| 47573 |
ma-browser
Claim
MCP server that lets AI agents use your real browser as an API, accessing any w…
|
— | ||||||||
| 47574 |
Omniscience
Claim
Enables LLMs to efficiently navigate large codebases by providing surgical acce…
|
— | ||||||||
| 47575 |
modao-proto-mcp
Claim
Enables HTML code generation from design descriptions, detailed design specific…
|
— | ||||||||
| 47576 |
ladder-mcp
Claim
Windows-first MCP bridge for Kimi Code CLI, exposing code analysis, editing, se…
|
— | ||||||||
| 47577 |
marketplace
Claim
Search and discover credentialed operational systems on the GallanDigital marke…
|
— | ||||||||
| 47578 |
MCP server for nonprofit financials via ProPublica — IRS Form 990 data for 1.8M…
|
— | ||||||||
| 47579 |
AgentTrace
Claim
MCP server for tracing, logging, and debugging multi-agent systems by capturing…
|
— | ||||||||
| 47580 |
mcp-instana
Claim
Enables seamless interaction with the IBM Instana observability platform, allow…
|
— | ||||||||
| 47581 |
rustici-mcp-server
Claim
MCP server for interacting with Rustici LRS via xAPI, enabling statement retrie…
|
— | ||||||||
| 47582 |
Nutanix AIops
Claim
Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-sa…
|
— | ||||||||
| 47583 |
personal-mcp
Claim
Exposes personal portfolio data as tools for Claude to answer questions about t…
|
— | ||||||||
| 47584 |
Enables AI agents and LLMs to interact with Vicon motion capture systems for re…
|
— | ||||||||
| 47585 |
mail-calendar-mcp
Claim
Enables full read/write control over Apple Mail.app and Calendar.app on macOS, …
|
— | ||||||||
| 47586 |
codanna
Claim
Local code intelligence MCP server and CLI for AI coding agents
|
— | ||||||||
| 47587 |
Databricks MCP Server
Claim
Exposes Databricks REST API as MCP tools for managing clusters, jobs, notebooks…
|
— | ||||||||
| 47588 |
Mirrors
Claim
AI agent testing: replay real sessions against a rebuilt staging environment to…
|
— | ||||||||
| 47589 |
Cloud Music MCP Server
Claim
Enables AI agents to control NetEase Cloud Music playback, login, search, and g…
|
— | ||||||||
| 47590 |
appium-mcp
Claim
Professional mobile test automation framework with AI-powered test generation, …
|
— | ||||||||
| 47591 |
code-guardian
Claim
An MCP server that provides code quality checks for AI coding assistants, inclu…
|
— | ||||||||
| 47592 |
zoho-projects-mcp
Claim
Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking,…
|
— | ||||||||
| 47593 |
Shodai Agreements
Claim
MCP server for defining, validating, deploying, and operating Shodai machine-re…
|
— | ||||||||
| 47594 |
Remote MCP Server
Claim
Enables deploying a remote MCP server on Cloudflare Workers with OAuth, allowin…
|
— | ||||||||
| 47595 |
mcpbrowsermean
Claim
|
— | ||||||||
| 47596 |
Duffel MCP Server
Claim
Enables LLMs to search and book flights across 300+ airlines, manage travel ord…
|
— | ||||||||
| 47597 |
mcp-file-oper
Claim
file operation
|
— | ||||||||
| 47598 |
yandex-metrica-mcp
Claim
Query Yandex Metrica analytics — reports, trends, metadata and raw log exports …
|
— | ||||||||
| 47599 |
VisionPower
Claim
A portable image-understanding MCP server that lets agents analyze local images…
|
— | ||||||||
| 47600 |
mcp-vmware
Claim
MCP server for managing VMware vCenter (vSphere 7/8) with 39 tools covering VMs…
|
— | ||||||||