MCP Server Quality Scores
Independent quality analysis of 41157 public MCP servers
Last updated 44 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40851 |
dltik-mcp-server
Claim
Anonymous TikTok & Douyin downloader — metadata, download, and batch via dltik.…
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| 40852 |
vigil-fraud-alert
Claim
Proximity-based card fraud detection with AI risk scoring.
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| 40853 |
Provides AI assistants like Claude or Cursor with access to Payman AI's documen…
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| 40854 |
A demonstration MCP server that simulates server management actions for Contabo…
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| 40855 |
MCP SBOM Server
Claim
Performs vulnerability scans using Trivy to generate Software Bill of Materials…
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| 40856 |
bazi-reader-mcp
Claim
Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time corr…
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| 40857 |
Apple Find My MCP Server
Claim
Enables interaction with Apple's Find My network to track devices, check batter…
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| 40858 |
Qualtrics MCP Server
Claim
A Model Context Protocol server that provides comprehensive control over the Qu…
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| 40859 |
date-and-time-mcp-server
Claim
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| 40860 |
mcp-fileencoding
Claim
Enables AI assistants to read and write non-UTF-8 files (e.g., GBK, GB18030) on…
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| 40861 |
mcp-see
Claim
Enables AI agents to analyze images through vision AI providers (Gemini, OpenAI…
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| 40862 |
mcp-ssh-multi
Claim
MCP server for managing multiple SSH servers via AI assistants, offering tools …
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| 40863 |
discord-mcp
Claim
MCP server for interacting with Discord via REST API, enabling guild, channel, …
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| 40864 |
Drive your real WhatsApp inbox from Claude — send, reply, label, assign, and tr…
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| 40865 |
qualitycoach
Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
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| 40866 |
An MCP server that extracts clean, structured Markdown content from web page UR…
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| 40867 |
1,451 security controls across 261 frameworks with bidirectional mapping
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| 40868 |
Jimeng MCP Server
Claim
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
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| 40869 |
Lucy — AI Agent for Hire
Claim
Pay-per-task AI agent for writing, research, code, DeFi & blockchain. Pay in US…
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| 40870 |
An MCP server exposing 8 Solana, crypto, and macro tools to any MCP client (Cla…
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| 40871 |
Provides 115+ MCP tools for comprehensive WooCommerce store management includin…
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| 40872 |
Filesystem MCP Server
Claim
Enables comprehensive filesystem operations including reading/writing files, di…
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| 40873 |
whatsapp-mcp-ts
Claim
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| 40874 |
local-filesystem
Claim
Explore and organize files and folders across your workspace. Read, write, move…
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| 40875 |
CodeWiki MCP Server
Claim
Integrates with Google CodeWiki to search, fetch, and cache documentation for G…
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| 40876 |
CloudBase-AI-ToolKit
Claim
One-stop backend services for WeChat Mini-Programs and full-stack apps. Provide…
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| 40877 |
Simmer
Claim
Trade prediction markets with AI agents — skill discovery, autoresearch, and ex…
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| 40878 |
groupdocs-viewer-mcp
Claim
MCP server for GroupDocs.Viewer — render pages as PNG and inspect view info via…
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| 40879 |
cpassist-mcp
Claim
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| 40880 |
AI-powered Amazon EKS cluster management and troubleshooting
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| 40881 |
NFT metadata lookup API for AI agents. Get name, image URL, attributes, descrip…
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| 40882 |
weatherforensics-mcp
Claim
WeatherForensics is a Data as a Service (DaaS) that provides comprehensive hist…
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| 40883 |
nuvepro_ai_sandbox
Claim
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| 40884 |
beks
Claim
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| 40885 |
MarsNMe
Claim
Agent-agnostic memory backend that preserves continuity between humans and AI o…
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| 40886 |
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| 40887 |
decodo-coppi
Claim
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| 40888 |
Spanish e-invoicing MCP server: VERI*FACTU, Facturae/FACe, SII, TicketBAI, Crea…
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| 40889 |
Persistent long-term memory for Claude Desktop / Claude Code, backed by Evoluti…
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| 40890 |
S2T Accelerators
Claim
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
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| 40891 |
VERITAS
Claim
Multi-model consensus verification for AI agent pipelines. 5 MCP tools: verify_…
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| 40892 |
Persona MCP
Claim
Enables AI to switch between 26+ expert personas on-demand with smart context d…
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| 40893 |
Databricks MCP Server
Claim
Enables AI assistants like Claude to interact with Databricks workspaces throug…
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| 40894 |
test-mcp
Claim
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| 40895 |
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
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| 40896 |
checklist
Claim
Machine-first beacon of operational ground truth for AI agents. Library regist…
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| 40897 |
Vaultak
Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
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| 40898 |
a2db
Claim
Safe, read-only database access for AI agents. 5 databases, batch queries, SQLG…
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| 40899 |
MCP Server
Claim
Extends Claude with real-time weather data and product catalog management tools…
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| 40900 |
Tableau MCP Server
Claim
Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
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