MCP Server Quality Scores
Independent quality analysis of 59573 public MCP servers
Last updated 1 hour, 1 minute ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20651 |
SFMC AMPscript/SSJS/GTL tools + searchable help for 7 MC products (Engagement, …
|
B 74 3⁄3 | ||||||||
| 20652 |
Make 3D games in Unity Engine with AI. MCP Server + Plugin for Unity Editor and…
|
B 74 4⁄3 | ||||||||
| 20653 |
Provides AI assistants with access to Taiwan's public legal data, including cou…
|
B 74 3⁄3 | ||||||||
| 20654 |
Hybrid semantic search (dense vector + BM25) over local knowledge bases and cod…
|
B 74 3⁄3 | ||||||||
| 20655 |
Self-hosted personal knowledge graph running on Cloudflare, connecting to Claud…
|
B 74 3⁄3 | ||||||||
| 20656 |
A production-ready MCP server that enables AI assistants to manage enterprise A…
|
B 74 4⁄4 | ||||||||
| 20657 |
MCP server for Telegram Archive — search messages, browse chats, and access his…
|
B 74 3⁄3 | ||||||||
| 20658 |
Provides basic tools for echoing messages, adding numbers, and getting the curr…
|
B 74 3⁄3 | ||||||||
| 20659 |
Search, read, and discover thousands of visual aesthetics (cottagecore, dark ac…
|
B 74 3⁄3 | ||||||||
| 20660 |
Enables interaction with Twitter through a Model Context Protocol, allowing lar…
|
B 74 4⁄4 | ||||||||
| 20661 |
Enables comprehensive browser automation and control through Playwright, includ…
|
B 74 4⁄3 | ||||||||
| 20662 |
USPTO Trademark Watcher MCP server enabling trademark search, watch, and alert …
|
B 74 3⁄3 | ||||||||
| 20663 |
A persistent memory and context management system for AI CLI tools that utilize…
|
B 74 4⁄4 | ||||||||
| 20664 |
Locale detect, translations, plurals for AI agents
|
B 73 3⁄3 | ||||||||
| 20665 |
Enables complete RPG Maker MZ game development through MCP tools, including aut…
|
B 73 4⁄3 | ||||||||
| 20666 |
MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OT…
|
B 73 3⁄3 | ||||||||
| 20667 |
Gives AI agents real phone numbers to receive SMS and extract verification code…
|
B 73 3⁄3 | ||||||||
| 20668 |
glowfic-rag
Claim
Provides semantic search capabilities over glowfic.com content using a pre-buil…
|
B 73 3⁄3 | ||||||||
| 20669 |
Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents
|
B 73 4⁄3 | ||||||||
| 20670 |
Clinical research MCP server for trial coordinators and life sciences teams. Re…
|
B 73 3⁄3 | ||||||||
| 20671 |
Engram
Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
|
B 73 3⁄3 | ||||||||
| 20672 |
Enables AI assistants to perform comprehensive web research through tiered sear…
|
B 73 3⁄3 | ||||||||
| 20673 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
|
B 73 3⁄3 | ||||||||
| 20674 |
Lastest
Claim
MCP serverr for Lastest to manage your tests, AI create them, run them, and spe…
|
B 73 3⁄3 | ||||||||
| 20675 |
MCP File Browser Server
Claim
Enables Large Language Models to safely browse and interact with local file sys…
|
B 73 4⁄3 | ||||||||
| 20676 |
MCP server for Follow Up Boss CRM with 157 tools covering 100% of the official …
|
B 73 4⁄3 | ||||||||
| 20677 |
Safety first. Hardware-verified DeFi for AI agents — designed for when the AI c…
|
B 73 3⁄3 | ||||||||
| 20678 |
Headless browser with SHA-256 audit trails and Ed25519-signed proof bundles for…
|
B 73 4⁄3 | ||||||||
| 20679 |
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
|
B 73 3⁄3 | ||||||||
| 20680 |
Multi-chain EVM blockchain data with companion smart contracts
|
B 73 3⁄3 | ||||||||
| 20681 |
Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestra…
|
B 73 4⁄4 | ||||||||
| 20682 |
MCP server for KiCad project setup, PCB edits, schematic work, validation, and …
|
B 73 3⁄3 | ||||||||
| 20683 |
A lightweight server implementation that exposes Python functions as discoverab…
|
B 73 4⁄4 | ||||||||
| 20684 |
Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScr…
|
B 73 3⁄3 | ||||||||
| 20685 |
webiny-js
Claim
Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3).…
|
B 73 3⁄3 | ||||||||
| 20686 |
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
|
B 73 3⁄3 | ||||||||
| 20687 |
Apollo.io MCP server. Search people, enrich contacts, find emails, research com…
|
B 73 3⁄3 | ||||||||
| 20688 |
Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
|
B 73 4⁄3 | ||||||||
| 20689 |
An MCP server that provides a smart proxy to other mcp servers
|
B 73 3⁄3 | ||||||||
| 20690 |
bamboohr-mcp
Claim
Enables natural language interaction with BambooHR to manage employee records, …
|
B 73 4⁄4 | ||||||||
| 20691 |
Local proxy that cuts your Claude / OpenAI / Gemini bill 70%+. Drop-in for Curs…
|
B 73 3⁄3 | ||||||||
| 20692 |
Read-only MCP server for coding-agent traces, alerts, costs, usage, and budget …
|
B 73 3⁄3 | ||||||||
| 20693 |
Gives a Microsoft Copilot Studio agent Claude-Code-style tools to read, edit, s…
|
B 73 3⁄3 | ||||||||
| 20694 |
writbase
Claim
MCP-native task management for AI agent fleets with scoped permissions and prov…
|
B 73 4⁄4 | ||||||||
| 20695 |
Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research A…
|
B 73 3⁄3 | ||||||||
| 20696 |
Funplay Unity MCP
Claim
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
|
B 73 3⁄3 | ||||||||
| 20697 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20698 |
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
|
B 73 4⁄3 | ||||||||
| 20699 |
Apache Doris MCP Server
|
B 73 4⁄3 | ||||||||
| 20700 |
NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tas…
|
B 73 4⁄4 | ||||||||