MCP Server Quality Scores
Independent quality analysis of 69365 public MCP servers
Last updated 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41001 |
Agent Core
Claim
A local capability layer for AI agents providing persistent memory, credential …
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| 41002 |
Outlook Email MCP Server
Claim
An MCP server that enables reading and managing Microsoft 365 / Outlook emails …
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| 41003 |
ShaBaas Pay MCP Server
Claim
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
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| 41004 |
Exposes Power Platform Pipeline operations as MCP tools for Copilot Studio agen…
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| 41005 |
Flask-based server that exposes callable tools via HTTP endpoints for AI agents…
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| 41006 |
homelab-ai
Claim
Self-hosted AI orchestrator that monitors and manages homelab services, exposin…
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| 41007 |
Neuratel MCP Server
Claim
Control your voice AI platform through natural language from any MCP-compatible…
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| 41008 |
lego-mcp
Claim
An MCP server that enables LLMs to build physically valid Lego models by enforc…
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| 41009 |
mise-en-space
Claim
An MCP server that enables LLMs to search, fetch, and act on Google Workspace (…
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| 41010 |
MCP Parse Server
Claim
Enables interaction with Parse Server through the Model Context Protocol, provi…
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| 41011 |
boltcheckout
Claim
MCP server enabling natural language interaction with the Bolt API for managing…
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| 41012 |
Enables AI assistants to securely access Okta Identity Governance APIs for mana…
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| 41013 |
A Model Context Protocol (MCP) server for interacting with Quip spreadsheets. I…
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| 41014 |
Agent Helper
Claim
Enables AI agents to process files locally — OCR images, extract text from PDFs…
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| 41015 |
symapse
Claim
Provides code analysis tools for AI coding agents to understand project archite…
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| 41016 |
An MCP server that exposes Google Docs and Gmail capabilities to LLMs via SSE t…
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| 41017 |
spike-mcp
Claim
Connects Claude to Jira and Confluence for researching, designing spike docs wi…
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| 41018 |
uniprot-mcp
Claim
Auditable UniProt MCP server with per-query SHA-256 provenance and offline repl…
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| 41019 |
NTUT iSchoolPlus MCP
Claim
MCP server for NTUT iSchool+ that enables AI to query course schedules, syllabi…
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| 41020 |
Chrome MCP Server
Claim
Turn your Chrome browser into your intelligent assistant - Let AI take control …
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| 41021 |
kaiten-mcp
Claim
MCP server for interacting with Kaiten project management through its REST API.…
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| 41022 |
coldsend-mcp
Claim
AI-native cold email campaign management via Model Context Protocol.
## What Y…
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| 41023 |
Helps design, validate, and generate Adobe Experience Manager Assets API reques…
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| 41024 |
mcp-memory-graphdb
Claim
A persistent graph-database memory server for Claude and other LLM agents, buil…
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| 41025 |
MCPing
Claim
Enables AI assistants to send desktop notifications on macOS with rich formatti…
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| 41026 |
nanobanana-pro-mcp
Claim
An MCP server that provides AI-powered image generation, format conversion, and…
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| 41027 |
Patina Unity MCP
Claim
Control the Unity Editor from any MCP host. One package install, one click, and…
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| 41028 |
Fireberry CRM MCP Server
Claim
Enables AI assistants to securely interact with Fireberry CRM, allowing metadat…
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| 41029 |
pentest-copilot
Claim
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| 41030 |
Enables Claude AI to perform forex trading operations and market data analysis …
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| 41031 |
parchmark-mcp
Claim
MCP server for managing ParchMark notes via Claude Code/Desktop. Provides tools…
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| 41032 |
A collection of over 20 specialized MCP servers that enable LLMs to manage cust…
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| 41033 |
rss-digest-mcp
Claim
A stateless RSS competitive-intelligence MCP server that fetches and filters RS…
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| 41034 |
vector-mcp
Claim
Integrates RAG into AI agents via MCP Server, supporting multiple vector databa…
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| 41035 |
ConnectMeGuru
Claim
An official MCP server for ConnectMeGuru to search active travel eSIM packages,…
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| 41036 |
HeadStarter MCP Server
Claim
Enables creating Notion pages from natural language prompts via the Notion API,…
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| 41037 |
mcp-ziwei
Claim
Calculates and returns a Ziwei Doushu (Purple Star Astrology) chart based on bi…
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| 41038 |
MI25-tuning-MCP
Claim
Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuratio…
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| 41039 |
Homey MCP Server
Claim
Enables AI assistants to control and query smart home devices through Homey Pro…
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| 41040 |
mcp-server-rt
Claim
Connects AI assistants to a Request Tracker (RT) instance, enabling natural lan…
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| 41041 |
RELION MCP Server
Claim
Enables AI agents to control RELION 5.x cryo-EM structure determination softwar…
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| 41042 |
tasks
Claim
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| 41043 |
MCProbe
Claim
A stdio MCP server that audits other MCP servers by linting their tool schemas …
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| 41044 |
mcp-server
Claim
MCP server with tools for managing routers, enabling network control through na…
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| 41045 |
IMAS Codex
Claim
Provides AI assistants with natural language access to IMAS data structures and…
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| 41046 |
KlinikMCP
Claim
A drug and clinical information MCP server for Turkish healthcare professionals…
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| 41047 |
Odoo Index MCP
Claim
Enables AI agents to search and retrieve details about Odoo code elements (mode…
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| 41048 |
ProxmoxMCP
Claim
A Python-based MCP server for interacting with Proxmox hypervisors, enabling ma…
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| 41049 |
A private MCP server that lets Claude generate images using Google Gemini/Image…
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| 41050 |
identity-mcp
Claim
MCP server that gives AI agents disposable email addresses and real phone numbe…
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