MCP Server Quality Scores
Independent quality analysis of 58073 public MCP servers
Last updated 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57651 |
20i MCP Server
Claim
Enables natural language management of 20i web hosting services, including doma…
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| 57652 |
JSON2TOON MCP Server
Claim
Advanced Token-Optimized Object Notation MCP server that compresses JSON with u…
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| 57653 |
MCP server that exposes a university course catalog to LLMs, enabling course se…
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| 57654 |
openclaw-syncralis
Claim
Industry-grade MCP gateway for OpenClaw environments with three core capabiliti…
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| 57655 |
ae-mcp
Claim
Enables MCP clients to drive Adobe After Effects via a Python server and CEP pa…
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| 57656 |
Moon Banking MCP Server
Claim
Provides AI agents with live access to a global directory of consumer and busin…
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| 57657 |
Houdini MCP Server
Claim
An MCP server for controlling SideFX Houdini via hrpyc, enabling AI assistants …
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| 57658 |
Nuxt UI MCP Server
Claim
An MCP server that exposes Nuxt UI documentation and resources via a standardiz…
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| 57659 |
tubemind-secure-mcp
Claim
Secure MCP server for YouTube intelligence — 18 tools, OAuth2, OWASP Top 10 con…
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| 57660 |
A collection of over 20 specialized MCP servers that enable LLMs to manage cust…
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| 57661 |
MCP Email Service
Claim
Enables sending emails (including mass emailing), querying, updating, and cance…
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| 57662 |
Hotels MCP Server
Claim
A Model Context Protocol (MCP) server that allows LLMs to search for hotels and…
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| 57663 |
polyg-mcp
Claim
A multi-graph memory MCP server that traces cause-effect chains across semantic…
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| 57664 |
Flux Memory
Claim
Flux Memory is an MCP server that provides a self-organizing weighted graph mem…
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| 57665 |
gleif-mcp-server
Claim
A Model Context Protocol server that provides access to the GLEIF REST API for …
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| 57666 |
Enables AI assistants to manage Google Ads accounts by providing tools for quer…
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| 57667 |
eaight
Claim
An AI-native web browser that exposes a full MCP server, letting Claude Code, C…
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| 57668 |
inventpay-mcp
Claim
Manage crypto payments, stores, digital products, and orders via InventPay
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| 57669 |
Search and compare products from Singapore, SEA, and US markets via MCP.
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| 57670 |
Enforces client-mandated development workflows with audit trails, state persist…
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| 57671 |
AI-OdooFinder
Claim
Enables LLMs to search Odoo modules in OCA repositories using hybrid search (se…
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| 57672 |
Todoist MCP Server
Claim
Enables task, project, section, label, and comment management via Todoist's API…
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| 57673 |
incus-mcp
Claim
MCP server for managing Incus containers and VMs via the incus CLI. Supports op…
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| 57674 |
A Forgejo MCP Server
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| 57675 |
ChatGPT MCP Server
Claim
Enables ChatGPT to perform filesystem operations, execute PowerShell commands, …
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| 57676 |
Supercharge Claude Desktop with bulk analysis of 1500+ user research calls, val…
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| 57677 |
adobe-cja-mcp
Claim
MCP server for Adobe Customer Journey Analytics, enabling AI-powered analytics …
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| 57678 |
mempalace memory
Claim
https://mempalace-mcp.vercel.app/ — Register or sign in here first to create yo…
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| 57679 |
interview-prep-mcp
Claim
An open-source Python MCP server for AI-assisted interview preparation.
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| 57680 |
Basel III + SR 11-7 + ECB TRIM AI/ML model risk management for banks deploying …
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| 57681 |
Magic Meal Kits MCP
Claim
Enables AI assistants to check the Magic Meal Kits server version through a sin…
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| 57682 |
Pharus MCP
Claim
A Python MCP server for integrated discovery and querying of investigative serv…
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| 57683 |
server
Claim
Construction data API for AI agents: calculators, codes, costs, products, bench…
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| 57684 |
minimax
Claim
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| 57685 |
ansys-workbench-mcp
Claim
Enables automated control of Ansys Workbench, Mechanical, and MAPDL through scr…
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| 57686 |
Dalal Street MCP
Claim
Dalal Street MCP server connects to Indian stock market data, delivering live N…
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| 57687 |
Jokes MCP Server
Claim
Enables fetching jokes (e.g., Chuck Norris jokes) via the Model Context Protoco…
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| 57688 |
procore-mcp-server
Claim
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| 57689 |
mcp-golang-wasm-example
Claim
An MCP server running in the browser via WebAssembly, providing tools like getC…
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| 57690 |
google-connections-mcp
Claim
Provides AI assistants with access to Google Workspace APIs including Sheets, C…
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| 57691 |
MSSQL MCP Python Server
Claim
MCP server for safely exposing SQL Server database capabilities to LLM clients,…
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| 57692 |
AI-powered vector knowledge graph MCP server for agents. Supports add node, add…
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| 57693 |
IRIS MCP Blueprint
Claim
MCP server that enables AI assistants to interact with InterSystems IRIS databa…
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| 57694 |
Peek
Claim
Enables AI agents to take screenshots of local web pages and capture user-selec…
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| 57695 |
Full automation for Japan's SSW visa. 42 MCP tools for application pattern dete…
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| 57696 |
Strava MCP Server
Claim
Connects Claude to your Strava account so you can query your activities, stats,…
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| 57697 |
Google Ads MCP Server
Claim
Enables Claude Desktop to access and manage Google Ads data, including campaign…
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| 57698 |
An MCP server bridging AI agents with enterprise productivity suites, enabling …
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| 57699 |
Dealership AI MCP Server
Claim
MCP server that enables AI agents to instantly understand, generate pattern-awa…
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| 57700 |
chat
Claim
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