MCP Server Quality Scores
Independent quality analysis of 50103 public MCP servers
Last updated 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49501 |
Metabase MCP Server
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Enables AI assistants to interact with Metabase's analytics platform, managing …
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| 49502 |
Confluence MCP Server
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MCP server for Atlassian Confluence integration with Claude Code, enabling sear…
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| 49503 |
sportsdata-mcp
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An MCP server that exposes sports-data APIs from multiple providers (AFL, Sport…
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| 49504 |
Matomo MCP Server
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Enables AI models to interact with Matomo analytics through a complete MCP serv…
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| 49505 |
excel
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IA for excel
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| 49506 |
Sandy
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Provides a sandboxed environment for AI coding agents to execute TypeScript AWS…
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| 49507 |
AI-DBA
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Universal database copilot for diagnostics, operations, and performance analysi…
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| 49508 |
Enables AI assistants to interact with Microsoft 365 services (users, mail, cal…
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| 49509 |
LyricsGenius MCP Server
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An MCP server that enables searching Genius.com for artists, songs, and albums,…
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| 49510 |
FastMCP Example
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A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
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| 49511 |
Provides a standardized interface for interacting with Jira's tools and service…
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| 49512 |
targetprocess-mcp-server
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Enables AI assistants to query, create, and manage Targetprocess entities like …
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| 49513 |
job-description-ai-mcp
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job-description-ai-mcp MCP server by MEOK AI Labs
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| 49514 |
my-smithly-app
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| 49515 |
MCP server for n8n workflow automation — manage workflows, executions, credenti…
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| 49516 |
myai-mcp
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Decentralized AI inference on Base: OpenAI-compatible chat via community GPUs, …
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| 49517 |
Delora MCP
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Delora MCP server for cross-chain quotes, supported chains, tokens, and tools.
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| 49518 |
analytics-mcp
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| 49519 |
mcp-gateway-scan
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Read-only static scanner for MCP / agent-gateway production-readiness. The `sca…
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| 49520 |
sf-mcp-server
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| 49521 |
Dappier MCP Server
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Enables fast real-time web search and access to premium data from trusted sourc…
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| 49522 |
MCP Server
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A region-independent backend service for AWS operations with credential validat…
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| 49523 |
S3 MCP Server
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This server enables interaction with Amazon S3 buckets for listing and retrievi…
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| 49524 |
so-dsc
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Enables AI assistants to remotely control Sony DSC cameras via the Camera Remot…
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| 49525 |
hostman-mcp-server
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Enables deploying applications to Hostman, creating VPCs, databases, and floati…
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| 49526 |
FastMCP commerce server starter: product catalog, search, and checkout. Deploy …
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| 49527 |
TinySearch
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Shrink the web for your local LLMs! Provides web research capabilities to low r…
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| 49528 |
MaShop MCP
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Build, deploy and manage MaShop e-commerce projects from Claude, Cursor or any …
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| 49529 |
cli-market-world
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Commerce for AI agents. 24 MCP tools. 68 retailers (38 verified), 8 countries, …
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| 49530 |
Trainzilla Coach MCP
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Manage clients, plans, sessions, habits, and billing on Trainzilla via one-clic…
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| 49531 |
Enables AI assistants to query NYC capital project data (schedule, budget, life…
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| 49532 |
FreeCAD MCP
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Enables AI agents to perform CAD operations through FreeCAD, including part con…
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| 49533 |
files-vector-mcp-server
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一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
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| 49534 |
mcp-biorxiv
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Enables querying bioRxiv and medRxiv preprints, including metadata, publication…
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| 49535 |
forgekit-radix-mcp
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Exposes Radix Primitives' parts, props, and accessibility contracts to AI codin…
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| 49536 |
multi-mail-mcp
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Local-first MCP server for agents that need to work across multiple Gmail and M…
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| 49537 |
Corvi Careers
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Search remote and onsite jobs through the public Corvi Careers MCP server.
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| 49538 |
ai-slides-mcp
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Generates images through ChatGPT's web backend and assembles them into full-ble…
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| 49539 |
leak-secure-mcp
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Enterprise-grade MCP (Model Context Protocol) server for detecting secrets and …
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| 49540 |
hermai-mcp
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Dedicated Hermai MCP server for schema lookup, request intake, and workflow cla…
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| 49541 |
Dutch case law over MCP: search & fetch uitspraken by ECLI (Rechtspraak Open Da…
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| 49542 |
apple-notifier-mcp
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Enhanced MCP server for sending native macOS notifications with terminal-notifi…
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| 49543 |
sangfor-mcp-workflow
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Automates three core workflows for Sangfor Engineer: project all-in-one (Excel …
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| 49544 |
OpenAI Ads MCP
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Enables management of OpenAI Ads campaigns, ad groups, ads, and insights throug…
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| 49545 |
jarvis-market-signals
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Live crypto market signals for AI agents: perp liquidations, funding, OI positi…
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| 49546 |
MCP Analytics
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Statistical analysis platform — upload CSV or connect GA4/GSC, run 77+ validate…
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| 49547 |
dagu
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Local-first workflow engine with a Web UI for small teams. Define DAGs in a dec…
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| 49548 |
sentry-mcp-server
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MCP server for Sentry — error tracking, issues, releases, events, and projects …
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| 49549 |
mcp-guardian
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Security and governance proxy for MCP infrastructure. Enforces YAML-configurabl…
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| 49550 |
fcc-broadband-mcp-server
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FCC broadband availability, coverage analysis, and digital divide data for US g…
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