MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 2 hours, 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41151 |
Oreo Pudding
Claim
Enables LLM clients to interact with Apple Calendar (iCloud) via CalDAV, suppor…
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| 41152 |
minecraft-ai-mcp
Claim
An MCP server that enables AI agents to play Minecraft with full bot capabiliti…
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| 41153 |
engain-mcp
Claim
Enables programmatic Reddit growth campaign management via the Engain API, incl…
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| 41154 |
catchintent
Claim
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| 41155 |
Enables managing SAP Cloud Integration iFlows, packages, configurations, deploy…
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| 41156 |
gitlab-duo-mcp-bridge
Claim
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
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| 41157 |
mcp
Claim
Visual-diff & change-detection tools that catch agentic UI drift for coding age…
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| 41158 |
Groww MCP Server
Claim
An MCP server for the Groww trading platform. This enables LLM applications to …
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| 41159 |
godot-mcp-server
Claim
Enables AI agents to interact with the Godot game engine, including project ins…
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| 41160 |
mcp-opnsense-dnsmasq
Claim
A LAN-hosted MCP server for safely querying and managing OPNsense Dnsmasq DHCP …
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| 41161 |
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
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| 41162 |
social-media-ai-mcp
Claim
social-media-ai-mcp MCP server by MEOK AI Labs
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| 41163 |
memocean-mcp
Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
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| 41164 |
HRMS-Snaplogic-MCP
Claim
Enables integration between HRMS systems and Snaplogic through the Model Contex…
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| 41165 |
rybbit-super-mcp
Claim
Enables querying and managing Rybbit Analytics directly from Claude Code, with …
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| 41166 |
Detects Chinese sensitive/forbidden words across platforms like Xiaohongshu, Do…
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| 41167 |
A Model Context Protocol server that enables searching, retrieving, creating, a…
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| 41168 |
Solana DEX pool liquidity API for AI agents. Analyze pool depth across Raydium,…
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| 41169 |
SnelStart MCP Server
Claim
Enables seamless integration with SnelStart accounting data, allowing users to …
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| 41170 |
Blackbird MCP Server
Claim
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
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| 41171 |
bigquery-mcp
Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
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| 41172 |
ChinaRxiv MCP Server
Claim
Provides tools to search and retrieve papers, metadata, full text, figures, and…
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| 41173 |
mcp-server-cantera
Claim
An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynam…
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| 41174 |
Gmail MCP Server
Claim
Enables AI assistants to interact with Gmail through natural language, supporti…
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| 41175 |
yaml-ai-mcp
Claim
AI-powered yaml ai MCP server for agents. Supports validate yaml, convert yaml …
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| 41176 |
A FastMCP runtime that lets AI tools search electronic components, prices, and …
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| 41177 |
cowork-qa
Claim
Goal-driven Playwright browser sessions for LLMs, with full action traces and a…
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| 41178 |
rekindle
Claim
MCP session continuity engine. Boot reports, orientation scoring, and end-sessi…
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| 41179 |
MCP Android Agent
Claim
Enables AI agents to control Android devices through natural language, supporti…
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| 41180 |
Cleo Skills MCP turns 45 production-grade product-compliance skills into a nati…
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| 41181 |
ClearMarket
Claim
Reference data for prediction markets: graded resolution clarity, cross-venue l…
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| 41182 |
XCREENER
Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
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| 41183 |
unsubly
Claim
MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algoran…
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| 41184 |
mcp
Claim
Payment firewall for AI agents: a signed, verifiable verdict on every money-mov…
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| 41185 |
A demonstrative MCP server that exposes a query-user tool for retrieving user i…
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| 41186 |
wallet-analytics-mcp
Claim
Fetches and parses on-chain swap transactions from blockchain wallets for LLM-b…
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| 41187 |
database-explorer-mcp
Claim
Enables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite…
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| 41188 |
Appian MCP Server
Claim
Enables interaction with Appian applications through the Model Context Protocol…
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| 41189 |
Google Sheets MCP Server
Claim
Enables to read, write, format cells, create charts, use formulas, and manage G…
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| 41190 |
Durable self for AI agents: one-call resume, memory, real browser, free chat + …
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| 41191 |
Elyan Staking MCP Server
Claim
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
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| 41192 |
gmail-mcp5
Claim
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| 41193 |
bell-mcp
Claim
A local MCP server that rings a bell through your speakers to provide audible n…
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| 41194 |
Reference Servers
Claim
Explore a variety of implementations that enhance Large Language Models with se…
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| 41195 |
geond-agent-protocol
Claim
Local-first shared memory and coordination layer for AI coding agents: reposito…
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| 41196 |
receiptconverter-mcp
Claim
MCP server for ReceiptConverter that allows AI assistants to parse any receipt …
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| 41197 |
An MCP server that bridges the physical world and AI models by enabling natural…
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| 41198 |
Agent Workpad
Claim
Low-context public task coordination for software agents.
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| 41199 |
A Model Context Protocol server that helps users create, validate, and optimize…
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| 41200 |
beacon-mcp
Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
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