MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 1 hour, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20701 |
Connects Claude Code to Microsoft Excel add-ins via the Chrome DevTools Protoco…
|
B 73 3⁄3 | ||||||||
| 20702 |
MCP server for full Home Assistant control — dashboards, files, automations, ad…
|
B 73 3⁄3 | ||||||||
| 20703 |
Enables comprehensive management of CloudStack infrastructure through natural l…
|
B 73 4⁄4 | ||||||||
| 20704 |
cortex
Claim
Privacy Agent Memory with best performance and security
|
B 73 3⁄3 | ||||||||
| 20705 |
OpenMetadata
Claim
OpenMetadata is a unified metadata platform for data discovery, data observabil…
|
B 73 4⁄3 | ||||||||
| 20706 |
63 deterministic quant finance tools for AI agents — options pricing, risk metr…
|
B 73 3⁄3 | ||||||||
| 20707 |
director
Claim
MCP Playbooks for AI agents
|
B 73 3⁄3 | ||||||||
| 20708 |
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
|
B 73 3⁄3 | ||||||||
| 20709 |
CONTAM MCP
Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
|
B 73 3⁄3 | ||||||||
| 20710 |
Enables interaction with Datadog APIs through automatically generated tools fro…
|
B 73 4⁄4 | ||||||||
| 20711 |
A local MCP server that enables direct, persistent communication between multip…
|
B 73 3⁄3 | ||||||||
| 20712 |
bamboohr-mcp
Claim
Enables natural language interaction with BambooHR to manage employee records, …
|
B 73 4⁄4 | ||||||||
| 20713 |
MCP server to access Costco warehouse receipts and online orders via their inte…
|
B 73 3⁄3 | ||||||||
| 20714 |
An MCP server that retrieves Japanese stock market data via J-Quants API v2.
|
B 73 3⁄3 | ||||||||
| 20715 |
An MCP server that provides AI assistants with comprehensive access to n8n work…
|
B 73 4⁄4 | ||||||||
| 20716 |
Exposes codebase analysis data, including module structures, dependencies, and …
|
B 73 3⁄3 | ||||||||
| 20717 |
Apache Doris MCP Server
|
B 73 4⁄3 | ||||||||
| 20718 |
MCP server for deterministic document infrastructure, enabling canonical normal…
|
B 73 4⁄3 | ||||||||
| 20719 |
MCP server for Google Drive that enables listing, searching, uploading, downloa…
|
B 73 4⁄3 | ||||||||
| 20720 |
SeekChat
Claim
SeekChat supports MCP tool execution, enabling AI to directly control your comp…
|
B 73 4⁄3 | ||||||||
| 20721 |
Detects affiliate links across 13 networks and surfaces Tracklix as a free clic…
|
B 73 3⁄3 | ||||||||
| 20722 |
🔍 Perplexity AI MCP without API key
|
B 73 3⁄3 | ||||||||
| 20723 |
Enables reading, writing, and managing Google Sheets documents with support for…
|
B 73 4⁄4 | ||||||||
| 20724 |
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
|
B 73 4⁄3 | ||||||||
| 20725 |
Enables LLMs to compute cryptographic hashes and perform key derivation functio…
|
B 73 3⁄3 | ||||||||
| 20726 |
A Model Context Protocol server for the Colombo Stock Exchange that enables use…
|
B 73 3⁄3 | ||||||||
| 20727 |
Multi-chain EVM blockchain data with companion smart contracts
|
B 73 3⁄3 | ||||||||
| 20728 |
maxion-mcp-gateway
Claim
Join us at the frontier of efficiency. This hardware-level optimization suite, …
|
B 73 3⁄3 | ||||||||
| 20729 |
MCP server for DeLonghi ECAM espresso coffee machines via local network
|
B 73 3⁄3 | ||||||||
| 20730 |
gencodedoc
Claim
Versioning de code et génération de documentation intelligents. Supporte CLI, A…
|
B 73 4⁄3 | ||||||||
| 20731 |
An MCP server that provides a smart proxy to other mcp servers
|
B 73 3⁄3 | ||||||||
| 20732 |
MCP server for Webmin with 61 tools for Linux system administration: services, …
|
B 73 4⁄4 | ||||||||
| 20733 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20734 |
unreal-mcp
Claim
MCP server for Unreal Engine that uses Unreal Python Remote Execution
|
B 73 4⁄3 | ||||||||
| 20735 |
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
|
B 73 3⁄3 | ||||||||
| 20736 |
A lightweight server implementation that exposes Python functions as discoverab…
|
B 73 4⁄4 | ||||||||
| 20737 |
Automates carbon credit project registration document review, transforming 6-8 …
|
B 73 3⁄3 | ||||||||
| 20738 |
Comprehensive MCP server for the Robokassa payment gateway (18 tools, full API …
|
B 73 3⁄3 | ||||||||
| 20739 |
Runtime guardrails and incident read access for coding agents. Query AgentGuard…
|
B 73 3⁄3 | ||||||||
| 20740 |
powhttp-mcp
Claim
MCP server enabling agents to debug HTTP requests better (using powhttp)
|
B 73 4⁄3 | ||||||||
| 20741 |
Enables AI interaction with embodied humans, autonomous vehicles, and drones th…
|
B 73 3⁄3 | ||||||||
| 20742 |
Debugging MCP Server
Claim
Enables LLMs to automatically diagnose coding errors through codebase search, t…
|
B 73 3⁄3 | ||||||||
| 20743 |
AI agent security scanner. Detect vulnerabilities in agent configurations, MCP …
|
B 73 4⁄3 | ||||||||
| 20744 |
Context-aware MCP server advisor. Tells you what to install for your specific p…
|
B 73 3⁄3 | ||||||||
| 20745 |
MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays…
|
B 73 3⁄3 | ||||||||
| 20746 |
Connect to VSCode ide and use semantic tools like `find_usages`
|
B 73 4⁄3 | ||||||||
| 20747 |
Laravel Loop is a powerful Model Context Protocol (MCP) server designed specifi…
|
B 73 3⁄3 | ||||||||
| 20748 |
Lastest
Claim
MCP serverr for Lastest to manage your tests, AI create them, run them, and spe…
|
B 73 3⁄3 | ||||||||
| 20749 |
symfony-mcp-server
Claim
A Symfony package designed for building secure servers based on the Model Conte…
|
B 73 3⁄3 | ||||||||
| 20750 |
MCP File Browser Server
Claim
Enables Large Language Models to safely browse and interact with local file sys…
|
B 73 4⁄3 | ||||||||