MCP Server Quality Scores
Independent quality analysis of 40750 public MCP servers
Last updated 1 hour, 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38801 |
casuallayer-mcp
Claim
Deterministic AI liability attribution engine. Scores fault across AI supply-ch…
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| 38802 |
@yawlabs/caddy-mcp
Claim
Manage Caddy web servers from Claude Code, Cursor, and any MCP client with 18 t…
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| 38803 |
MCP server for interacting with Pulumi using the Pulumi Automation API and Pulu…
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| 38804 |
AI reasoning checks any document against known international standards before y…
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| 38805 |
Stellaris MCP
Claim
Combines semantic search with AST-based code exploration for AI agents, enablin…
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| 38806 |
Cryo MCP
Claim
Enables natural language querying of blockchain data, including blocks, transac…
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| 38807 |
log-analyzer-mcp
Claim
Enables log analysis, searching, counting, and system metrics retrieval (CPU, m…
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| 38808 |
XFMS — Model Source
Claim
Pick the right LLM for any task. Ranked shortlist with rationale across 8 evalu…
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| 38809 |
Agent Revenue Copilot
Claim
MCP and x402 starter audit for legal AI agent revenue routes and payout verific…
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| 38810 |
trueai
Claim
Recommend and inspect AI SaaS apps from the TrueAI catalog (1,600+ apps) by nee…
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| 38811 |
Network AI Assistant
Claim
Asynchronous MCP server for unified multi-platform network infrastructure manag…
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| 38812 |
mcp-server-iqiyi
Claim
MCP server for accessing iQiyi API to fetch new releases and trending videos.
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| 38813 |
SafeFlo
Claim
Local MCP server for Claude Code providing persistent memory, task planning, an…
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| 38814 |
FFmpeg Python MCP Server
Claim
Enables AI assistants to perform video and audio processing tasks such as forma…
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| 38815 |
google-calendar-mcp
Claim
A Model Context Protocol server for Google Calendar integration, enabling AI as…
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| 38816 |
seo-data-api-mcp-server
Claim
Enables to access SE Ranking SEO data through natural language queries, providi…
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| 38817 |
Apideck MCP Server
Claim
Model Context Protocol server for the Apideck Unified API. Connect any MCP-comp…
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| 38818 |
Roam Research MCP Server
Claim
Enables AI assistants to interact with Roam Research graphs through comprehensi…
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| 38819 |
MCP server providing business tools for customer support and account management…
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| 38820 |
tanstack-start-devtools
Claim
Local development bridge between TanStack Devtools and MCP-capable coding agent…
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| 38821 |
Roblox Bridge MCP
Claim
Enables AI agents to interact with and control Roblox Studio instances in real-…
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| 38822 |
Google Drive integration with file operations, folder navigation, search, and s…
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| 38823 |
m1nd
Claim
m1nd is a local MCP runtime that gives coding agents graph-native memory of a c…
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| 38824 |
YFinance MCP Server
Claim
A comprehensive MCP server that provides seamless access to Yahoo Finance stock…
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| 38825 |
MCP SSE Proxy
Claim
Bridges STDIO-based MCP clients with SSE-based MCP servers, allowing applicatio…
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| 38826 |
essentials
Claim
Essential MCP server: HTTP, web search, downloads, Wolfram|Alpha, shell, JS, fi…
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| 38827 |
scout-intel-mcp
Claim
AI-powered business intelligence MCP server. 7 tools for competitive analysis, …
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| 38828 |
AURA MCP Server
Claim
Enables Claude and ChatGPT to interact with AdEx AURA API for DeFi portfolio an…
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| 38829 |
A generative AI agent that searches song lyrics across the web and returns resu…
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| 38830 |
simple-prompts-mcp
Claim
A simple MCP server for utilizing prompts defined in YAML files.
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| 38831 |
localhost_mcp
Claim
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| 38832 |
fiware-mcp-server
Claim
This MCP server is designed for **local deployment** with your own
FIWARE infr…
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| 38833 |
MCP Registry Search
Claim
Search and browse every MCP server in the Model Context Protocol registry.
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| 38834 |
mcp-lbc
Claim
Exposes Leboncoin classified ads to Claude, allowing search with filters and fu…
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| 38835 |
openai-mcp
Claim
MCP server that bridges ChatGPT Plus/Pro to Claude Code, enabling chat, deep re…
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| 38836 |
Query Table MCP Server
Claim
Enables querying financial data tables from Chinese financial websites (Tonghua…
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| 38837 |
stripe-reporting-mcp
Claim
Read-only Stripe finance, ops, and risk reporting exposed via MCP, HTTP API, an…
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| 38838 |
Kagi MCP Server
Claim
Provides web search capabilities to AI assistants using the Kagi search API, en…
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| 38839 |
zerion-mcp
Claim
MCP server that provides live crypto portfolio data, token info, gas prices, sw…
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| 38840 |
java-jdtls-mcp-server
Claim
A high-performance MCP server that bridges AI agents with Java codebases, provi…
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| 38841 |
China-Central-Policy-MCP
Claim
Facilitates retrieval and parsing of Chinese central government policies from g…
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| 38842 |
Enables healthcare benefits management by providing member eligibility verifica…
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| 38843 |
server
Claim
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| 38844 |
MyFitnessPal MCP Server
Claim
Enables retrieval and analysis of MyFitnessPal nutrition data including daily s…
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| 38845 |
mcp-server
Claim
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| 38846 |
@raygister/mcp
Claim
Read-only MCP server for Raygister, enabling AI assistants to browse constructi…
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| 38847 |
Doxa MCP
Claim
Doxa MCP: any question, grace + truth. Bible (BSB), apologetics, faith.tools 5/…
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| 38848 |
healthcare-mcp-public
Claim
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| 38849 |
logflare-mcp
Claim
Enables querying and managing Logflare log sources, endpoints, and executing ad…
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| 38850 |
네이버 길찾기 MCP 서버
Claim
Enables users to access Naver Maps API functionality including directions, plac…
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