MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 3 hours, 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 55901 |
visual-understand-mcp
Claim
Provides image understanding capabilities to coding models without vision suppo…
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| 55902 |
MCP News Scraper
Claim
A Model Control Protocol server that provides news scraping capabilities for Kh…
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| 55903 |
ios-instruments-mcp
Claim
Enables natural language profiling of iOS apps using xctrace (Instruments) for …
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| 55904 |
mcp-snapshot-filter
Claim
A proxy server that intercepts and filters content-heavy responses from chrome-…
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| 55905 |
Wiki.js MCP Server
Claim
An MCP server that provides a unified interface to manage Wiki.js pages, users,…
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| 55906 |
Commerce backend for AI agents: catalog, prices, inventory, orders, idempotent …
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| 55907 |
weather-mcp
Claim
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| 55908 |
Mnemotree
Claim
Mnemotree is an MCP server that provides biologically-inspired memory for LLM a…
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| 55909 |
Modal MCP Server
Claim
Local, read-only Modal context for coding agents. Enables agents to inspect Mod…
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| 55910 |
o365-Admin MCP
Claim
A skill-based Microsoft 365 admin MCP server that exposes 4 base tools to execu…
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| 55911 |
pointless
Claim
Self-hosted presentation tool that lets LLMs create and publish interactive HTM…
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| 55912 |
Provide AI assistants with comprehensive PostgreSQL database management capabil…
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| 55913 |
swt3-mcp
Claim
Cryptographic AI governance and audit. 18 tools, 28 frameworks. EU AI Act, NIST…
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| 55914 |
notebooklm-mcp
Claim
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
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| 55915 |
Clark MCP Server
Claim
Provides a memory layer for personal agents, enabling MCP-compatible agents to …
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| 55916 |
rybbit-mcp
Claim
Exposes Rybbit Analytics as MCP tools for querying site traffic, page views, vi…
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| 55917 |
zerobyte-mcp
Claim
Enables managing Zerobyte backups via MCP, including listing repositories, snap…
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| 55918 |
Spotify MCP Server
Claim
A robust MCP server that connects Spotify playback, search, and library managem…
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| 55919 |
ChatGPT2LocalBridge
Claim
Self-hosted MCP server that enables ChatGPT to access and operate on local proj…
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| 55920 |
mcp-sec-edgar
Claim
Institutional-grade SEC financial data for AI agents — in one line of config. …
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| 55921 |
AIoT MCP Server
Claim
A Model Context Protocol server for AI agents to discover and control IoT devic…
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| 55922 |
taskbounty-mcp-server
Claim
MCP server for [TaskBounty](https://www.task-bounty.com). AI agents fix GitHub …
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| 55923 |
Hopsworks MCP Server
Claim
Enables LLMs to interact with Hopsworks for platform management, feature store …
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| 55924 |
Converts between Markdown and Word documents using pandoc, with support for con…
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| 55925 |
academic-workflow-mcp
Claim
Connects Zotero and Obsidian for an AI-assisted academic reading workflow, enab…
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| 55926 |
fix-mcp
Claim
MCP server for AI-assisted trading operations, enabling agents to diagnose and …
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| 55927 |
UI Toolkit MCP Server
Claim
Comprehensive MCP server for end-to-end UI development, offering tools to gener…
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| 55928 |
MCP-Coinglass
Claim
Provides futures market analytics (Open Interest, Liquidations, Long/Short Rati…
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| 55929 |
Artsdata
Claim
Search Artsdata for authoritative data on Canadian events, artists, organizatio…
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| 55930 |
An MCP server for GitHub Copilot that enables reading and processing Excel work…
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| 55931 |
copamind-mcp
Claim
Enables interaction with the CopaMind platform via MCP, exposing read-only and …
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| 55932 |
Exposes 20 tools for project, media, render, and timeline control in DaVinci Re…
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| 55933 |
Validate design tokens for accessibility, scales, and design-system constraint …
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| 55934 |
Official central-bank & tax-authority rates from 100+ sources. No API key neede…
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| 55935 |
data-utah
Claim
Enables searching and querying Utah Open Data datasets via the Socrata SoQL API…
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| 55936 |
MapNetwork MCP Server
Claim
Generate styled map images (PNG/SVG) for any location, with customizable color …
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| 55937 |
jwt-ai-mcp
Claim
jwt-ai-mcp MCP server by MEOK AI Labs
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| 55938 |
mcp-code-mode
Claim
Enables safe execution of Python code with AI assistance and integration with M…
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| 55939 |
postgresql-mcp
Claim
A production-ready MCP server that connects AI assistants to any PostgreSQL dat…
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| 55940 |
GitHits
Claim
Search public open-source code, documentation, metadata, vulnerabilities, chang…
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| 55941 |
govdata-korea
Claim
Cloudflare Workers MCP server: govdata-korea
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| 55942 |
Provider resolution for AI apps — search, rank, hold, confirm bookings across y…
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| 55943 |
Mnemic
Claim
Local-first memory kernel for coding agents that provides a shared, auditable, …
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| 55944 |
mcp-hubspot
Claim
An MCP server that uses a browser extension to interact with HubSpot through th…
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| 55945 |
YouTube Knowledge MCP
Claim
A Model Context Protocol (MCP) server that gives AI assistants the ability to s…
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| 55946 |
Radius MCP Server
Claim
Enables AI agents to authenticate users, manage calendar events, create meeting…
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| 55947 |
Solana DeFi MCP Server
Claim
Billions of Solana DeFi TXNs, Decoded at Scale & accessible via LLM
Direct, st…
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| 55948 |
Infraveil MCP server
Claim
A hardened, self-hosted MCP server that lets AI agents query and govern an Infr…
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| 55949 |
Paper Access MCP
Claim
Local MCP server that enables downloading papers from arXiv, OpenReview, INFORM…
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| 55950 |
Worldku Memory
Claim
Save AI conversations into your Worldku memory and recall them from any MCP cli…
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