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 | ||||||||||
| 19601 |
Provides spatial context and geographic data access for LLMs through France's G…
|
C 66 4⁄4 | ||||||||
| 19602 |
Provides intelligent code context and analysis through semantic compression, AS…
|
C 66 4⁄4 | ||||||||
| 19603 |
A production-ready MCP server built with FastAPI, providing an enhanced tool re…
|
C 66 4⁄4 | ||||||||
| 19604 |
A production-grade multi-tenant MCP server that provides different tools and co…
|
C 66 4⁄4 | ||||||||
| 19605 |
Debug your Container and Kubernetes workloads with an AI interface powered by e…
|
C 66 4⁄4 | ||||||||
| 19606 |
A comprehensive Model Context Protocol server that provides AI assistants with …
|
C 66 4⁄4 | ||||||||
| 19607 |
Enables CRUD operations, content management, and media handling for any Strapi …
|
C 66 4⁄4 | ||||||||
| 19608 |
Provides a unified tool for TLS certificate analysis with automatic OpenSSL int…
|
C 66 4⁄4 | ||||||||
| 19609 |
GitHub Repos Manager MCP Server
|
C 66 4⁄4 | ||||||||
| 19610 |
A multi-agent orchestration platform for Claude Code providing 61 tools for aut…
|
C 66 4⁄3 | ||||||||
| 19611 |
A Model Context Protocol server that allows language models to manage Hetzner C…
|
C 66 4⁄4 | ||||||||
| 19612 |
Coordinates up to 64 parallel expert agents for complex multi-agent orchestrati…
|
C 66 4⁄3 | ||||||||
| 19613 |
A persistent memory server for AI agents that stores structured notes in a loca…
|
C 66 4⁄3 | ||||||||
| 19614 |
MCP server for Slurm workload management and HPC job scheduling
|
C 66 4⁄3 | ||||||||
| 19615 |
annas-mcp
Claim
MCP server and CLI tool for searching and downloading documents from Anna's Arc…
|
C 66 4⁄3 | ||||||||
| 19616 |
WebDAV MCP
Claim
Zero-dependency WebDAV MCP server — single static binary, no Node.js or Python.…
|
C 66 3⁄3 | ||||||||
| 19617 |
MCP server for spreadsheet files (.xlsx, .csv, .ods) - cell-level ops + DuckDB …
|
C 66 4⁄3 | ||||||||
| 19618 |
A high-performance TypeScript server that enables interaction with Obsidian vau…
|
C 66 4⁄3 | ||||||||
| 19619 |
advanced-unity-mcp
Claim
Public repository for Advanced Unity MCP by Code Maestro (www.code-maestro.com).
|
C 66 3⁄3 | ||||||||
| 19620 |
SharpLens
Claim
62 semantic C#/.NET analysis tools via Roslyn: navigation, refactoring, code ge…
|
C 66 3⁄3 | ||||||||
| 19621 |
Enables users to manage workflows, monitor executions, and perform administrati…
|
C 66 4⁄4 | ||||||||
| 19622 |
A server that wraps Cisco Catalyst Center APIs into tools accessible via the Mo…
|
C 66 4⁄4 | ||||||||
| 19623 |
mcp-ecosystem-platform
Claim
🚀 Ultimate Developer Productivity Suite - 11 specialized MCP servers for AI-pow…
|
C 66 4⁄3 | ||||||||
| 19624 |
Get the narrative and API documentation for the exact version of any of your de…
|
C 66 4⁄3 | ||||||||
| 19625 |
Connects Claude to the Statonic video editor to enable vision-based reference v…
|
C 66 4⁄3 | ||||||||
| 19626 |
An MCP server that enables LLMs to interact with MISP for threat intelligence s…
|
C 66 4⁄4 | ||||||||
| 19627 |
DMCPServer
Claim
Dinos MCP Server, make your code, on MCP Action and execute by AI
|
C 66 3⁄3 | ||||||||
| 19628 |
A coordination layer for coding agents that provides identities, message thread…
|
C 66 4⁄4 | ||||||||
| 19629 |
A Model Context Protocol server that provides seamless integration with Mingdao…
|
C 66 4⁄4 | ||||||||
| 19630 |
A standalone agent runner that executes tasks using MCP (Model Context Protocol…
|
C 66 4⁄3 | ||||||||
| 19631 |
golf-scanner
Claim
Discover and audit MCP servers for security vulnerabilities across Claude Code,…
|
C 66 4⁄3 | ||||||||
| 19632 |
Enables interaction with Smartsheet API to search, retrieve, create, update, an…
|
C 66 4⁄4 | ||||||||
| 19633 |
MCP File Tools
Claim
Non-UTF-8/Unicode encoding: CP1251, CP1252, KOI8-R, ISO-8859 with auto-detection
|
C 66 4⁄3 | ||||||||
| 19634 |
An MCP server for the BTSE Futures API that allows AI agents to query market da…
|
C 66 4⁄3 | ||||||||
| 19635 |
shortcuts-mcp-server
Claim
shortcuts-mcp-server
|
C 66 3⁄3 | ||||||||
| 19636 |
python-ai-kit
Claim
Python boilerplate for creating AI agents, MCP servers, API microservices and m…
|
C 66 4⁄3 | ||||||||
| 19637 |
mcp_agent_mail_rust
Claim
Rust MCP server for multi-agent coordination: 34 tools, Git-backed archive, SQL…
|
C 66 4⁄3 | ||||||||
| 19638 |
Provides intelligent code context management and semantic search capabilities f…
|
C 66 4⁄4 | ||||||||
| 19639 |
foo-ai
Claim
MCP control for foobar2000. Control your music player with an AI assistant!
|
C 66 3⁄3 | ||||||||
| 19640 |
Generate interactive charts and visualizations through AI assistants using a va…
|
C 66 4⁄4 | ||||||||
| 19641 |
Excel Finance MCP
Claim
Enables comprehensive Excel operations and financial calculations including inv…
|
C 66 4⁄3 | ||||||||
| 19642 |
A management toolkit for AI agent skills that provides an MCP server for search…
|
C 66 4⁄4 | ||||||||
| 19643 |
Enables AI models to interact with AWS Lambda functions via the MCP protocol, a…
|
C 66 4⁄4 | ||||||||
| 19644 |
A server that connects Unity with local large language models through Ollama, e…
|
C 66 4⁄3 | ||||||||
| 19645 |
MCP server for AI-assisted coding with development history: git, tests, Copilot.
|
C 66 4⁄3 | ||||||||
| 19646 |
Enables interaction with VibeDoge lottery system through comprehensive tools fo…
|
C 66 4⁄4 | ||||||||
| 19647 |
A simple, tiny, and asynchronous server and client implementation for the Moder…
|
C 66 4⁄3 | ||||||||
| 19648 |
JotForm API Server
Claim
Enables interaction with JotForm's API to manage forms, submissions, folders, r…
|
C 66 4⁄4 | ||||||||
| 19649 |
Transactional File System server for Model Context Protocol (MCP). Enterprise-g…
|
C 66 3⁄3 | ||||||||
| 19650 |
local-mcp-gateway
Claim
Aggregate multiple MCP servers into a single endpoint with web UI, OAuth 2.1, a…
|
C 66 4⁄3 | ||||||||