MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 2 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 18501 |
abcoder
Claim
deep, reliable and confidential coding-context
|
B 76 4⁄3 | ||||||||
| 18502 |
MCP server for seamless document format conversion using Pandoc, supporting Mar…
|
B 76 4⁄3 | ||||||||
| 18503 |
Enables AI assistants to interact with Twenty CRM for managing contacts, compan…
|
B 76 4⁄4 | ||||||||
| 18504 |
Enables control and management of Coolify self-hosted PaaS instances, allowing …
|
B 76 4⁄4 | ||||||||
| 18505 |
Enables AI assistants to render 3D models from OpenSCAD code, generating single…
|
B 76 4⁄4 | ||||||||
| 18506 |
A Model Context Protocol (MCP) server for accessing Productive.io API endpoints…
|
B 76 4⁄3 | ||||||||
| 18507 |
Enables CRUD operations on WebDAV file systems with authentication support, all…
|
B 76 4⁄4 | ||||||||
| 18508 |
toolhive
Claim
ToolHive is an enterprise-grade platform for running and managing Model Context…
|
B 76 4⁄3 | ||||||||
| 18509 |
cadre-ai
Claim
Voice-driven AI professional agent. Real-time conversations powered by Gemini L…
|
B 76 4⁄3 | ||||||||
| 18510 |
Analyzes Microsoft Sentinel solutions from GitHub repositories to map data conn…
|
B 76 4⁄4 | ||||||||
| 18511 |
Arpe.io MCP server for FastBCP, FastTransfer, LakeXpress, MigratorXpress
|
B 76 4⁄3 | ||||||||
| 18512 |
IBM Cloud CLI MCP server
|
B 76 4⁄3 | ||||||||
| 18513 |
Enables AI assistants to interact with Sitecore CMS through GraphQL API, provid…
|
B 76 4⁄4 | ||||||||
| 18514 |
Connect AI agents to MATLAB — execute code, run async jobs with progress report…
|
B 76 3⁄3 | ||||||||
| 18515 |
📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel p…
|
B 76 4⁄3 | ||||||||
| 18516 |
paperless-mcp
|
B 76 4⁄4 | ||||||||
| 18517 |
kmcp
Claim
CLI tool and Kubernetes Controller for building, testing and deploying MCP serv…
|
B 76 4⁄3 | ||||||||
| 18518 |
Connects AI coding assistants to Gaffer test history and coverage data to analy…
|
B 76 4⁄4 | ||||||||
| 18519 |
Enables AI assistants to interact with local Obsidian vaults through direct fil…
|
B 76 4⁄3 | ||||||||
| 18520 |
Calendar MCP
Claim
Production-grade Model Context Protocol server for Google Calendar with compreh…
|
B 76 4⁄3 | ||||||||
| 18521 |
Signed receipts for agent, API, and MCP interactions. Portable and offline-veri…
|
B 76 4⁄3 | ||||||||
| 18522 |
Manage Authentik through AI assistants
|
B 76 4⁄3 | ||||||||
| 18523 |
Bridges AI coding agents with the browser to provide visual debugging, real-tim…
|
B 76 4⁄3 | ||||||||
| 18524 |
devtap
Claim
Bridge build/dev process output to AI coding sessions via MCP — supports Claude…
|
B 76 4⁄3 | ||||||||
| 18525 |
Provides comprehensive integration with the Clockify time tracking API, enablin…
|
B 76 4⁄4 | ||||||||
| 18526 |
graph-tool-call
Claim
When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%…
|
B 76 4⁄3 | ||||||||
| 18527 |
Enables AI assistants to interact with Roblox Studio in real-time, allowing cre…
|
B 76 4⁄3 | ||||||||
| 18528 |
MCP server for the Cloudflare API
|
B 76 4⁄3 | ||||||||
| 18529 |
MCP server for accessing VS Code/Cursor's Local History
|
B 76 4⁄3 | ||||||||
| 18530 |
MCP server providing date and time functions in various formats
|
B 76 4⁄3 | ||||||||
| 18531 |
Real-time network monitoring, security analysis, and firewall management throug…
|
B 76 4⁄4 | ||||||||
| 18532 |
MCP server exposing cypari2 (PARI/GP) number theory library
|
B 76 3⁄3 | ||||||||
| 18533 |
German Legal MCP Server
Claim
Provides unified access to German federal and state legislation, court decision…
|
B 76 4⁄4 | ||||||||
| 18534 |
wow-mcp
Claim
A comprehensive MCP server that wraps the complete World of Warcraft retail API…
|
B 76 4⁄3 | ||||||||
| 18535 |
uml-mcp
Claim
UML-MCP Server is a UML diagram generation tool based on MCP (Model Context Pro…
|
B 76 4⁄3 | ||||||||
| 18536 |
A Model Context Protocol server that enables AI assistants like Claude to inter…
|
B 76 4⁄3 | ||||||||
| 18537 |
MCP Client which serves as bridge between mcp servers and local LLMs running on…
|
B 76 4⁄3 | ||||||||
| 18538 |
Production-shaped MCP server for Blender with goal-first routing, curated tools…
|
B 76 3⁄3 | ||||||||
| 18539 |
Hex SSH
Claim
Token-efficient SSH MCP server with hash-verified remote file operations. 8 too…
|
B 75 3⁄3 | ||||||||
| 18540 |
|
B 75 4⁄3 | ||||||||
| 18541 |
Enables interaction with Spotify's music catalog via the Spotify Web API, suppo…
|
B 75 4⁄3 | ||||||||
| 18542 |
A Model Context Protocol server implementation that enables AI assistants like …
|
B 75 4⁄3 | ||||||||
| 18543 |
MediaWiki
Claim
Search, read, and edit any MediaWiki wiki. Works with Wikipedia, Fandom, and mo…
|
B 75 4⁄3 | ||||||||
| 18544 |
A framework for building simple MCP servers with custom middleware
|
B 75 4⁄3 | ||||||||
| 18545 |
Open source local MCP server providing AI assistants with comprehensive access …
|
B 75 4⁄3 | ||||||||
| 18546 |
📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve…
|
B 75 4⁄3 | ||||||||
| 18547 |
Official MCP server for Conan C/C++ package manager. Create projects, manage de…
|
B 75 4⁄3 | ||||||||
| 18548 |
mini_claude
Claim
Persistent memory and guardrails for Claude Code. Features mistake tracking, lo…
|
B 75 4⁄3 | ||||||||
| 18549 |
Enables AI assistants to interact with ProjectHub for comprehensive project man…
|
B 75 4⁄3 | ||||||||
| 18550 |
A server that integrates with Claude Desktop to enable real-time web research c…
|
B 75 4⁄3 | ||||||||