MCP Server Quality Scores
Independent quality analysis of 69111 public MCP servers
Last updated 3 hours, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57801 |
Hamibot MCP Server
Claim
Enables management and control of Hamibot devices and scripts, including device…
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| 57802 |
Yunaki Memory MCP
Claim
A git-backed per-repo memory layer for Claude Code, enabling persistent, versio…
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| 57803 |
Rippling MCP Server
Claim
Provides 50+ tools for interacting with Rippling's HR platform, including emplo…
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| 57804 |
Enables semantic search and retrieval of AI alignment articles from Alignment F…
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| 57805 |
HubSpot MCP
Claim
Provides complete access to the HubSpot API (1,076 tools) with safety categorie…
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| 57806 |
GenFilesMCP
Claim
Generates PowerPoint, Excel, Word, and Markdown files from natural language req…
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| 57807 |
code-health-mcp
Claim
Provides comprehensive code quality analysis with quantitative metrics, histori…
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| 57808 |
claude-kb
Claim
Enables searching and retrieving Claude Code conversation history via hybrid se…
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| 57809 |
shelby-mcp
Claim
MCP server for Shelby Protocol that enables AI agents to read, write, and manag…
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| 57810 |
Contexta
Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
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| 57811 |
safe-oas2mcp
Claim
A safe gateway to convert OpenAPI specs into MCP tools with secure defaults, ri…
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| 57812 |
Bulgaria payments for AI agents — cards / Apple Pay via Stripe. Never holds fun…
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| 57813 |
mcp-shopify
Claim
MCP server for Shopify Admin API. Enables product, order, customer, and invento…
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| 57814 |
Context Sync MCP
Claim
Enables AI coding agents to persist structured long-term memory (gotchas, archi…
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| 57815 |
IMAP MCP Server
Claim
Enables Claude to interact with email accounts via IMAP and SMTP, providing too…
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| 57816 |
mcp-memvid
Claim
Provides long-term memory and lossless context management for Claude Code, enab…
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| 57817 |
MedAdapt Content Server
Claim
A specialized MCP server for Claude Desktop that enhances AI-assisted medical l…
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| 57818 |
Druling MCP Server
Claim
A platform for building and managing MCP servers and REST APIs, enabling AI int…
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| 57819 |
nina-mcp
Claim
Enables AI agents to control N.I.N.A. astronomy software remotely, including mo…
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| 57820 |
Search 14M+ USPTO trademark records by mark, owner, goods/services, class, stat…
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| 57821 |
arcadia-mcp
Claim
Connects to 7,000+ utilities to surface bill data, interval meter readings, and…
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| 57822 |
auseklis
Claim
Astrology MCP server that computes natal charts, transits, synastry, progressio…
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| 57823 |
pandadoc-mcpb
Claim
Turn a plain-text prompt into a sent, signed document in one workflow. Create p…
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| 57824 |
Altary MCP Server
Claim
Enables Claude to integrate with Altary error management service for retrieving…
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| 57825 |
firepass-mcp
Claim
MCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with too…
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| 57826 |
effect-mcp
Claim
A Model Context Protocol server that provides real-time access to Effect ecosys…
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| 57827 |
chatkazi-mcp
Claim
Bridges MCP clients with ChatKazi WhatsApp API, enabling AI models to manage Wh…
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| 57828 |
VaultAssist
Claim
Enables natural language control over Google Workspace (Gmail, Drive, Calendar,…
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| 57829 |
An MCP server for financial analysis that provides real-time and historical sto…
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| 57830 |
mcp-server-bigquery-2
Claim
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| 57831 |
mcp-nasa-power
Claim
MCP server for NASA POWER climate data, offering a climatology tool to retrieve…
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| 57832 |
Infinigen MCP Server
Claim
Enables AI assistants to generate photorealistic 3D scenes, indoor environments…
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| 57833 |
igvf-portal-mcp
Claim
Enables AI agents to search, filter, download files, and generate reports from …
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| 57834 |
PixInsight MCP Bridge
Claim
Enables LLMs to interact with PixInsight's image processing capabilities throug…
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| 57835 |
ADLS2 MCP Server
Claim
Enables interaction with Azure Data Lake Storage Gen2 through the Model Context…
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| 57836 |
Snowflake MCP Server
Claim
Enables Snowflake data operations through a Python FastAPI server with Prefect …
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| 57837 |
headroom
Claim
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 6…
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| 57838 |
GraphJin
Claim
Enables AI assistants to query databases using natural language, with automatic…
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| 57839 |
MCP Recon
Claim
A comprehensive MCP server for web security reconnaissance, providing tools for…
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| 57840 |
eaight
Claim
An AI-native web browser that exposes a full MCP server, letting Claude Code, C…
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| 57841 |
openclaw-mcp
Claim
Bridges AI assistants with OpenClaw Gateway, enabling them to chat with OpenCla…
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| 57842 |
HueMCP
Claim
Enables discovery and control of Philips Hue lighting devices via a local bridg…
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| 57843 |
rocketchat-mcp
Claim
MCP server for Rocket.Chat, enabling AI agents to interact with Rocket.Chat wor…
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| 57844 |
Employee Records
Claim
Create employee records to prototype HR onboarding workflows. Validate data flo…
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| 57845 |
UnityAutonomousMCP
Claim
A comprehensive autonomous agent framework for Unity 2022.3.22f1 combining Mode…
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| 57846 |
MQTT MCP Server
Claim
Enables LLM agents to securely monitor and control MQTT devices for building au…
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| 57847 |
GeoGebra MCP Server
Claim
Lets Claude Code, Codex, and other MCP clients control GeoGebra to create geome…
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| 57848 |
Finance Research Agent
Claim
AI equity-research analyst for Indian NSE/BSE markets with 28 MCP tools enablin…
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| 57849 |
reminders-mcp
Claim
MCP plugin that exposes Apple Reminders to a Claude Code agent, enabling creati…
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| 57850 |
tts-mcp
Claim
Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to…
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