MCP Server Quality Scores
Independent quality analysis of 47923 public MCP servers
Last updated 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47801 |
Photonics Simulation MCP
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Knowledge-based MCP server for photonics simulation engineering, providing rule…
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| 47802 |
Weather MCP Server
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Provides real-time weather data via 12 tools (current weather, forecasts, air q…
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| 47803 |
Lupa MCP Server
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Enables AI assistants to run, list, and analyze Lupa test suites, returning str…
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| 47804 |
Tableau MCP Server
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Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
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| 47805 |
mcp-l402-gate-example
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Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
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| 47806 |
Provide real-time cryptocurrency market data from Binance directly to AI agents…
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| 47807 |
Vaultak
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Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
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| 47808 |
Databricks MCP Server
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Enables AI assistants like Claude to interact with Databricks workspaces throug…
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| 47809 |
clawmem-mcp-server
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An MCP server that leverages a GitHub-compatible API as a durable memory store …
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| 47810 |
Remote MCP for AI Studio Android release gate MCP, structured receipts, audit l…
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| 47811 |
Converts documents (PDF, Word, PPT, images, HTML) to Markdown via MinerU API. S…
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| 47812 |
MCP Character Counter
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Provides detailed character analysis for text, counting total characters, chara…
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| 47813 |
algoglide
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MCP server for AI coding editors — deploy and manage prediction-market trading …
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| 47814 |
mcp-memory-graph
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A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
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| 47815 |
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| 47816 |
knowledge-graph-mcp
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| 47817 |
Alumnx MCP Server
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Provides agricultural intelligence tools for pest/disease lookup, government sc…
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| 47818 |
mcp-read-only-argocd
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A secure MCP server providing read-only access to Argo CD instances using brows…
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| 47819 |
gmail-mcp-server
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Enables reading, sending, searching, and managing Gmail through Claude using th…
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| 47820 |
PromptGuard
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Scan prompts for injection attacks, redact PII, and audit LLM SDK usage from an…
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| 47821 |
mcp-eureka
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MCP server that provides access to Polish individual tax interpretations (KIS) …
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| 47822 |
hevy-mcp-server
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Enables AI assistants to access and analyze your Hevy workout data, including w…
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| 47823 |
meeting-mcp
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AI scheduling assistant for agents. Timezone conversion, public holidays for 10…
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| 47824 |
An MCP server providing AI agents with full access to the Shopify Admin API via…
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| 47825 |
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
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| 47826 |
VaultAssist
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Enables natural language control over Google Workspace (Gmail, Drive, Calendar,…
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| 47827 |
streamable-mcp-server
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A TypeScript boilerplate for building Model Context Protocol servers using the …
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| 47828 |
AgentDebate MCP Server
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Enables AI agents to discover, join, and participate in AgentDebate debates via…
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| 47829 |
A demonstration MCP server that simulates server management actions for Contabo…
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| 47830 |
ctscout
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Enables named-entity attribution from Certificate Transparency logs (OV/EV only…
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| 47831 |
music-mcp-server
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A music MCP server that enables searching and playing songs with controls like …
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| 47832 |
thumbgate
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| 47833 |
StackSherpa
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Compare API providers based on real-time pricing, performance benchmarks, and k…
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| 47834 |
mcp-server-wayback
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MCP server for the Internet Archive's Wayback Machine. Search archived snapshot…
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| 47835 |
clickup
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| 47836 |
ContainMind
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Enables AI assistants to manage and analyze containers across Docker and Podman…
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| 47837 |
attiomcp
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| 47838 |
Istek MCP Server
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Enables AI assistants to interact with Istek API Client for managing workspaces…
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| 47839 |
A production-ready MCP server that exposes Aider's code editing capabilities vi…
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| 47840 |
Fillout.io MCP Server
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Enables form management, response handling, and analytics through the Fillout.i…
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| 47841 |
apix420
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| 47842 |
notion
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| 47843 |
Vault Cortex
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MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-pr…
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| 47844 |
solana-mcp
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Enables AI agents to interact with the Solana blockchain for DeFi, NFTs, and We…
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| 47845 |
EPC Tender Screening MCP
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An MCP-only server for evidence-based EPC tender screening that enables AI agen…
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| 47846 |
webdev-mcp
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Provides web development tools including taking screenshots and listing screens…
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| 47847 |
sex
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| 47848 |
baseline-mcp-server
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An MCP server that queries the baseline status of web platform features using d…
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| 47849 |
Enables AI assistants to programmatically customize Shopify Plus checkout brand…
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| 47850 |
RepoMap
Claim
Provides AI assistants with a structured, token-efficient map of a codebase's s…
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