MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 1 hour, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20751 |
Enables AI assistants to manage Migadu email hosting services through natural l…
|
B 73 4⁄4 | ||||||||
| 20752 |
Controls the Stata GUI through Windows Stata Automation COM, enabling do-file m…
|
B 73 3⁄3 | ||||||||
| 20753 |
Provides 51 granular tools for Spotify control and data retrieval, optimized fo…
|
B 73 4⁄4 | ||||||||
| 20754 |
Naver Real Estate MCP
Claim
Enables automated collection of apartment listing data from Naver Real Estate u…
|
B 73 3⁄3 | ||||||||
| 20755 |
Enables users to create, manage, and execute Google Apps Script projects throug…
|
B 73 4⁄4 | ||||||||
| 20756 |
Enables management of Hostinger services, allowing users to deploy WordPress si…
|
B 73 4⁄4 | ||||||||
| 20757 |
Allow AI systems to read and edit Google Docs.
|
B 73 4⁄3 | ||||||||
| 20758 |
Enables AI assistants to interact with Obsidian vaults through direct filesyste…
|
B 73 4⁄3 | ||||||||
| 20759 |
Acts as a security checkpoint for AI coding agents by intercepting package inst…
|
B 73 3⁄3 | ||||||||
| 20760 |
ClaudeKit Blender MCP
Claim
Enables comprehensive control of Blender 3D from Claude Desktop, offering 26 to…
|
B 73 4⁄3 | ||||||||
| 20761 |
writbase
Claim
MCP-native task management for AI agent fleets with scoped permissions and prov…
|
B 73 4⁄4 | ||||||||
| 20762 |
MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OT…
|
B 73 3⁄3 | ||||||||
| 20763 |
Manage Airtable bases: schema, field CRUD, views, formula validation, extensions
|
B 73 3⁄3 | ||||||||
| 20764 |
An MCP server that enables AI assistants to control Adobe After Effects through…
|
B 73 4⁄3 | ||||||||
| 20765 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20766 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
|
B 73 3⁄3 | ||||||||
| 20767 |
Permanent blockchain memory for AI agents.
|
B 73 3⁄3 | ||||||||
| 20768 |
Skylight Calendar for Claude — family events, chores, and rewards.
|
B 73 3⁄3 | ||||||||
| 20769 |
Gives AI agents real phone numbers to receive SMS and extract verification code…
|
B 73 3⁄3 | ||||||||
| 20770 |
Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research A…
|
B 73 3⁄3 | ||||||||
| 20771 |
suprsonic-mcp
Claim
One API key, dozens of capabilities for your AI agent. Zero provider auth.
|
B 73 3⁄3 | ||||||||
| 20772 |
PowerShell.MCP
Claim
The universal MCP server for Claude Code and other MCP-compatible clients. One …
|
B 73 3⁄3 | ||||||||
| 20773 |
MCP server exposing MySQL database functionalities as tools
|
B 73 3⁄3 | ||||||||
| 20774 |
spikes
Claim
UI feedback for AI-assisted building. Click elements, rate them, agents triage …
|
B 73 3⁄3 | ||||||||
| 20775 |
A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports bo…
|
B 73 4⁄3 | ||||||||
| 20776 |
An MCP server that provides LLMs with stealth browser automation capabilities v…
|
B 73 3⁄3 | ||||||||
| 20777 |
magpipe
Claim
Manage AI voice agents, calls, SMS, contacts, and phone numbers via Magpipe.
|
B 73 4⁄3 | ||||||||
| 20778 |
Enables comprehensive management of CloudStack infrastructure through natural l…
|
B 73 4⁄4 | ||||||||
| 20779 |
Apollo.io MCP server. Search people, enrich contacts, find emails, research com…
|
B 73 3⁄3 | ||||||||
| 20780 |
Northern Trust MCP Layer
Claim
A 'Server of Servers' architecture that aggregates domain-specific financial da…
|
B 73 3⁄3 | ||||||||
| 20781 |
whmcs-mcp-server
Claim
MCP server to help manage a WHMCS installation.
|
B 73 4⁄4 | ||||||||
| 20782 |
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assi…
|
B 73 4⁄4 | ||||||||
| 20783 |
Connects Claude Code to Microsoft Excel add-ins via the Chrome DevTools Protoco…
|
B 73 3⁄3 | ||||||||
| 20784 |
Provides AI assistants with persistent graph database memory using Neo4j, enabl…
|
B 73 4⁄4 | ||||||||
| 20785 |
MCP server for Google Drive that enables listing, searching, uploading, downloa…
|
B 73 4⁄3 | ||||||||
| 20786 |
cortex
Claim
Privacy Agent Memory with best performance and security
|
B 73 3⁄3 | ||||||||
| 20787 |
Enables complete RPG Maker MZ game development through MCP tools, including aut…
|
B 73 4⁄3 | ||||||||
| 20788 |
Discover SAP BTP services, browse service catalog, check running instances, que…
|
B 73 3⁄3 | ||||||||
| 20789 |
OpenMetadata
Claim
OpenMetadata is a unified metadata platform for data discovery, data observabil…
|
B 73 4⁄3 | ||||||||
| 20790 |
Provides AI assistants with vector search and persistent memory capabilities us…
|
B 73 4⁄4 | ||||||||
| 20791 |
63 deterministic quant finance tools for AI agents — options pricing, risk metr…
|
B 73 3⁄3 | ||||||||
| 20792 |
Cryptographic accountability for AI agents. Ed25519-signed receipts for every M…
|
B 73 3⁄3 | ||||||||
| 20793 |
webiny-js
Claim
Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3).…
|
B 73 3⁄3 | ||||||||
| 20794 |
Enables LLMs and AI agents to access real-time web data, search websites, and n…
|
B 73 4⁄4 | ||||||||
| 20795 |
Gives a Microsoft Copilot Studio agent Claude-Code-style tools to read, edit, s…
|
B 73 3⁄3 | ||||||||
| 20796 |
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
|
B 73 3⁄3 | ||||||||
| 20797 |
Let AI agents see and interact with terminal/CLI apps via PNG screenshots
|
B 73 3⁄3 | ||||||||
| 20798 |
Enables AI video automation pipeline: ComfyUI image-to-video, FFmpeg processing…
|
B 73 3⁄3 | ||||||||
| 20799 |
director
Claim
MCP Playbooks for AI agents
|
B 73 3⁄3 | ||||||||
| 20800 |
CONTAM MCP
Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
|
B 73 3⁄3 | ||||||||