MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23001 |
Libragen
Claim
Creates and searches private, local RAG libraries from documentation to ground …
|
C 62 4⁄3 | ||||||||
| 23002 |
MCP server for agents to explore rust docs, analyze source code, and build with…
|
C 62 4⁄3 | ||||||||
| 23003 |
Enables interaction with Spotify through MCP, providing tools for searching tra…
|
C 62 3⁄3 | ||||||||
| 23004 |
CodeMap
Claim
Roslyn-powered MCP server for C#/VB.NET. Query symbols, call graphs, and facts.…
|
C 62 3⁄3 | ||||||||
| 23005 |
This MCP server provides tools for interacting with Shake Shack restaurant data…
|
C 62 4⁄4 | ||||||||
| 23006 |
MCP server for Qingkuai (.qk) — docs search, syntax check, compilation, and for…
|
C 62 3⁄3 | ||||||||
| 23007 |
Enables interaction with ElevenLabs Text-to-Speech and audio processing APIs. S…
|
C 62 4⁄4 | ||||||||
| 23008 |
MCP server for controlling Mullvad VPN through Claude Desktop, Cursor, Windsurf…
|
C 62 3⁄3 | ||||||||
| 23009 |
Enables searching and downloading academic papers from multiple sources includi…
|
C 62 4⁄4 | ||||||||
| 23010 |
Enhances user interaction through a persistent memory system that remembers inf…
|
C 62 4⁄4 | ||||||||
| 23011 |
Provides intelligent access to GPAC multimedia framework's 8,600+ test cases, e…
|
C 62 4⁄3 | ||||||||
| 23012 |
ERPNext MCP Server
Claim
Enables interaction with ERPNext instances via its REST API to manage documents…
|
C 62 4⁄4 | ||||||||
| 23013 |
pqvault
Claim
Post-quantum secrets manager for AI agents. ML-KEM-768 + X25519 + AES-256-GCM.
|
C 62 4⁄3 | ||||||||
| 23014 |
Anthropic’s Model Context Protocol implementation for Oat++
|
C 62 3⁄3 | ||||||||
| 23015 |
Three-model MCP server returning Grok, Gemini, and DeepSeek outputs for Claude.
|
C 62 3⁄3 | ||||||||
| 23016 |
|
C 62 3⁄3 | ||||||||
| 23017 |
Shared workspace your AI agents write to. CMMN case management with 184+ MCP to…
|
C 62 3⁄3 | ||||||||
| 23018 |
MCP server for Boxberry delivery API — city/point search, delivery calculation,…
|
C 62 3⁄3 | ||||||||
| 23019 |
glider
Claim
Roslyn-powered C# code analysis server for LLMs. Supports stdio and HTTP transp…
|
C 62 4⁄3 | ||||||||
| 23020 |
A comprehensive server that enables AI agents to interact with multiple EVM-com…
|
C 62 4⁄4 | ||||||||
| 23021 |
secure-mcp-server
Claim
|
C 62 3⁄3 | ||||||||
| 23022 |
Provides AI assistants with direct access to Wireshark network analysis capabil…
|
C 62 4⁄3 | ||||||||
| 23023 |
An MCP server that enables AI agents to interact with Extend's spend management…
|
C 62 4⁄4 | ||||||||
| 23024 |
FastMCP_RecSys
Claim
A CLIP-Based Fashion Recommender system with MCP that provides fashion recommen…
|
C 62 4⁄4 | ||||||||
| 23025 |
Manage Sable AI voice agents, query HyperDX logs and metrics, and deploy — all …
|
C 62 4⁄3 | ||||||||
| 23026 |
Official MCP server for Qase — manage test cases, runs, suites, defects via AI …
|
C 62 4⁄3 | ||||||||
| 23027 |
Enables AI agents and users to query, analyze, and manage Teradata databases th…
|
C 62 4⁄4 | ||||||||
| 23028 |
Union ♾️ - The Unity MCP Server
|
C 62 4⁄3 | ||||||||
| 23029 |
A stateful debugging and binary research system for LLM agents, integrating GDB…
|
C 62 4⁄3 | ||||||||
| 23030 |
cp-train-tracking
Claim
|
C 62 3⁄3 | ||||||||
| 23031 |
TalkiTo lets developers interact with AI systems through speech across multiple…
|
C 62 4⁄3 | ||||||||
| 23032 |
xmcp Application
Claim
A template/starter project for building MCP servers with structured directories…
|
C 62 4⁄3 | ||||||||
| 23033 |
Enables agentic coordination by connecting humans and AI agents through group m…
|
C 62 4⁄4 | ||||||||
| 23034 |
An MCP server for PDF form filling, basic editing, and OCR text extraction. It …
|
C 62 4⁄3 | ||||||||
| 23035 |
An MCP server that enables users to manage, search, and apply specialized AI pe…
|
C 62 4⁄3 | ||||||||
| 23036 |
An MCP server that provides comprehensive access to the GitLab API for project …
|
C 62 4⁄4 | ||||||||
| 23037 |
An MCP server that automates Aspen Custom Modeler (ACM) via COM, enabling stead…
|
C 62 3⁄3 | ||||||||
| 23038 |
Enables AI assistants to manage tasks through YAML-based storage with subtask s…
|
C 62 4⁄4 | ||||||||
| 23039 |
Enables comprehensive GitHub operations through natural language including file…
|
C 62 4⁄4 | ||||||||
| 23040 |
An MCP server that renders rich HTML widgets directly in ChatGPT for conference…
|
C 62 3⁄3 | ||||||||
| 23041 |
Syncthing MCP Server
Claim
A comprehensive MCP server providing 35 tools for monitoring and managing multi…
|
C 62 4⁄4 | ||||||||
| 23042 |
MCP server for Gearcoleco ColecoVision emulator
|
C 62 3⁄3 | ||||||||
| 23043 |
A curated list of awesome MCP servers focused on DevOps tools and capabilities.
|
C 62 3⁄3 | ||||||||
| 23044 |
A minimal Python MCP server that enables Claude Code to call local Ollama model…
|
C 62 3⁄3 | ||||||||
| 23045 |
MCP server for parsing, querying, and analyzing Primavera P6 XER files with 13 …
|
C 62 3⁄3 | ||||||||
| 23046 |
Provides tools for searching Sam's Club products, locating warehouse clubs, and…
|
C 62 4⁄4 | ||||||||
| 23047 |
Enables searching, downloading, and reading academic papers from multiple platf…
|
C 62 4⁄4 | ||||||||
| 23048 |
Enables AI agents to manage Argo Workflows through REST API, supporting workflo…
|
C 62 4⁄4 | ||||||||
| 23049 |
Enables users to write and execute SPARQL queries against open-access SPARQL en…
|
C 62 4⁄4 | ||||||||
| 23050 |
Multi-agent Claude Code you can actually control. Spawn specialist teams in tmu…
|
C 62 4⁄3 | ||||||||