MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 5 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 5551 |
Claude ↔ Codex MCP Relay
Claim
A relay server that enables communication between Claude Code and Codex through…
|
B 73 5⁄4 | ||||||||
| 5552 |
Interacting with Perplexity API.
|
B 73 5⁄5 | ||||||||
| 5553 |
Enables AI assistants to create, read, convert, and manipulate LibreOffice docu…
|
B 73 5⁄4 | ||||||||
| 5554 |
Enables AI assistants to monitor and troubleshoot AWS Application Signals servi…
|
B 73 5⁄5 | ||||||||
| 5555 |
Enables Claude Code to display images inline within supported terminals like Gh…
|
B 73 5⁄4 | ||||||||
| 5556 |
MCP server enabling AI agents to programmatically connect to and control Apache…
|
B 73 5⁄5 | ||||||||
| 5557 |
Enables users to automate Zipcar car sharing tasks such as searching for availa…
|
B 73 5⁄4 | ||||||||
| 5558 |
vmysql-mcp
Claim
A lightweight, multi-environment MySQL MCP server that provides secure, policy-…
|
B 73 5⁄5 | ||||||||
| 5559 |
MCP server for Zen Browser automation via WebDriver BiDi
|
B 73 5⁄4 | ||||||||
| 5560 |
Enables AI agents to store and retrieve information persistently using key-valu…
|
B 73 5⁄4 | ||||||||
| 5561 |
Provides persistent context management for AI agents by storing and querying se…
|
B 73 5⁄5 | ||||||||
| 5562 |
Wraps FastAPI REST endpoints as MCP tools, enabling natural language interactio…
|
B 73 5⁄4 | ||||||||
| 5563 |
Google Ads management for AI agents — diagnose, optimize, and manage campaigns.
|
B 73 5⁄4 | ||||||||
| 5564 |
Integrates AI assistants with Graylog to query and analyze log data using Elast…
|
B 73 5⁄5 | ||||||||
| 5565 |
Enables Claude to execute commands and manage directory-aware panes within tmux…
|
B 73 5⁄4 | ||||||||
| 5566 |
Metabase MCP server provides integration with the Metabase API, enabling LLM wi…
|
B 73 5⁄4 | ||||||||
| 5567 |
This project implements a Model Context Protocol (MCP) server providing Formula…
|
B 73 5⁄5 | ||||||||
| 5568 |
Taskboard MCP Server
Claim
Integrates GitHub Copilot Chat with your Taskboard instance to manage workspace…
|
B 73 5⁄5 | ||||||||
| 5569 |
Enables AI agents to analyze, summarize, and extract text from videos and image…
|
B 73 5⁄5 | ||||||||
| 5570 |
Calculate price, yield, and accrued interest and other analytics (duration, con…
|
B 73 5⁄5 | ||||||||
| 5571 |
Connects Claude Desktop directly to GoHighLevel CRM accounts with 269+ tools ac…
|
B 73 5⁄5 | ||||||||
| 5572 |
A Model Context Protocol server that allows AI assistants to access bird observ…
|
B 73 5⁄5 | ||||||||
| 5573 |
Enables natural language task management including logging, updating, and summa…
|
B 73 5⁄4 | ||||||||
| 5574 |
A professional-grade MCP server that enables AI assistants to monitor web servi…
|
B 73 5⁄5 | ||||||||
| 5575 |
Facilitates software development planning through interactive sessions that bre…
|
B 73 5⁄5 | ||||||||
| 5576 |
MCP server for analyzing PE, ELF, and Mach-O binaries using LIEF
|
B 73 4⁄4 | ||||||||
| 5577 |
Enables interaction with Cisco NX-OS devices by executing CLI commands via the …
|
B 73 5⁄5 | ||||||||
| 5578 |
A Model Context Protocol server that enables AI assistants to interact with Zul…
|
B 73 5⁄5 | ||||||||
| 5579 |
Enables users to list and manage Zoom cloud recordings through the Model Contex…
|
B 73 5⁄5 | ||||||||
| 5580 |
Extracts and transforms webpage content into clean, LLM-optimized Markdown. Ret…
|
B 73 5⁄5 | ||||||||
| 5581 |
A comprehensive demonstration server that provides tools for calculations, weat…
|
B 73 5⁄5 | ||||||||
| 5582 |
Provides system monitoring and management capabilities for Claude CLI, allowing…
|
B 73 5⁄4 | ||||||||
| 5583 |
A Model Context Protocol server that enables AI assistants to interact with Str…
|
B 73 5⁄5 | ||||||||
| 5584 |
Enables interaction with the local file system and retrieval of system informat…
|
B 73 5⁄4 | ||||||||
| 5585 |
Enables MCP-compatible LLMs to interact with Miro whiteboards to manage boards,…
|
B 73 5⁄5 | ||||||||
| 5586 |
Android engineering MCP server with verified documentation grounding and AI val…
|
B 73 5⁄5 | ||||||||
| 5587 |
An enhanced MCP server that grants AI assistants the ability to execute termina…
|
B 73 5⁄4 | ||||||||
| 5588 |
Kali Linux MCP Server
Claim
A tool that allows penetration testing through Kali Linux commands executed via…
|
B 73 5⁄4 | ||||||||
| 5589 |
Provides instant access to MCP development documentation, best practices, produ…
|
B 73 5⁄5 | ||||||||
| 5590 |
A secure MCP server for Windows Subsystem for Linux environments, facilitating …
|
B 73 5⁄4 | ||||||||
| 5591 |
An MCP server for efficient code indexing and symbol retrieval using tree-sitte…
|
B 73 5⁄4 | ||||||||
| 5592 |
MCP SSE Ory Server
Claim
Implements a Model Context Protocol server using Server-Sent Events for real-ti…
|
B 73 5⁄5 | ||||||||
| 5593 |
A server that allows AI assistants to perform web searches using Perplexity's s…
|
B 73 5⁄5 | ||||||||
| 5594 |
Production-ready satellite imagery analysis server that enables natural languag…
|
B 73 5⁄5 | ||||||||
| 5595 |
Umami MCP Server
Claim
Connect your Umami Analytics to any MCP client to derive insights from natural …
|
B 73 5⁄5 | ||||||||
| 5596 |
Manage and monitor Hadoop clusters via Apache Ambari API, enabling service oper…
|
B 73 5⁄5 | ||||||||
| 5597 |
Provides secure access to AWS S3 buckets through pre-signed URLs, enabling list…
|
B 73 5⁄5 | ||||||||
| 5598 |
Enables control of the iOS Simulator using the xcrun simctl command-line utilit…
|
B 73 5⁄4 | ||||||||
| 5599 |
Linear MCP Server
Claim
Provides tools to interact with the Linear API, allowing users to fetch tasks, …
|
B 73 5⁄5 | ||||||||
| 5600 |
MSFT-Mail+Calendar
Claim
MSFT-Mail+Calendar
|
B 73 5⁄4 | ||||||||