MCP Server Quality Scores
Independent quality analysis of 69261 public MCP servers
Last updated 2 hours, 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44851 |
telecom-ai
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MCP server for telecom AI with built-in EU AI Act compliance, part of the MEOK …
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| 44852 |
ZAP MCP Proxy
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A lightweight MCP server that wraps OWASP ZAP's REST API as Model Context Proto…
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| 44853 |
BOSH MCP Server
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Enables managing BOSH deployments via natural language by providing tools to lo…
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| 44854 |
Jokes MCP Server
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Deploys a joke-telling MCP server on Azure and integrates it with Microsoft Cop…
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| 44855 |
Sync_MCP
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Enables retrieval and cleaning of official documentation for AI/Python librarie…
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| 44856 |
webhook.co
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Receive, inspect, replay and deliver webhooks — with signature verification and…
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| 44857 |
mcp-stat-ee
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Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables …
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| 44858 |
Colors MCP Server
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A simple color utility MCP server for frontend developers. Convert, mix, adjust…
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| 44859 |
mcp-price-scout
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Enables scraping LLM inference pricing from websites like Cloudrift, DeepInfra,…
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| 44860 |
LANraragi MCP Server
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Wraps all LANraragi APIs into 51 MCP tools, enabling AI agents to browse, searc…
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| 44861 |
Qatar payments for AI agents — cards / Apple Pay via Tap Payments. Never holds …
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| 44862 |
bumi-mcp
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MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with suppo…
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| 44863 |
Wasapi MCP Server
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Enables managing WhatsApp Business accounts through natural language, including…
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| 44864 |
drop
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Publishes HTML pages straight from your AI assistant to a shareable URL, then l…
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| 44865 |
sparkpost-mcp
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Enables sending transactional emails, managing templates, suppression lists, se…
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| 44866 |
Serena MCP Server
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Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling …
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| 44867 |
Provides structured competitive intelligence profiles and listing capabilities …
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| 44868 |
mcp-garmin
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MCP server for Garmin Connect that provides read-only access to daily health me…
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| 44869 |
wrg-sigma-rules
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Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana…
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| 44870 |
wd-mycloud-mcp
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Enables AI assistants to browse, read, write, move, copy, and delete files on W…
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| 44871 |
thudong-mcp-claude
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MCP server for querying survey feedback and statistics regarding the 'Thudong' …
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| 44872 |
MCP COO DeFi
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Autonomous MCP server for DeFi yield optimization, enabling yield opportunity d…
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| 44873 |
GCP MCP Server
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This server exposes over 250 tools across 23 GCP service domains, enabling AI m…
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| 44874 |
Duckle MCP Server
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Duckle ships its own Model Context Protocol server, so Claude can browse the fu…
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| 44875 |
fetch
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| 44876 |
mcp-run-isolated-python
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Enables LLMs to execute Python code securely in a sandboxed environment. Suppor…
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| 44877 |
Enables LLMs to analyze images, videos, audio, and text files for AI-generated …
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| 44878 |
vCenter MCP Server
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Enables interaction with VMware vCenter 8.0 REST API via a reverse proxy, provi…
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| 44879 |
mcp-weatherapi
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Provides weather data tools using the WeatherAPI.com service, including current…
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| 44880 |
HypAware
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Query your team's AI coding history and act on HypAware recommendations from an…
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| 44881 |
A Python-based server for managing and analyzing code context for AI-assisted d…
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| 44882 |
mcp-see
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An MCP server that gives AI agents the ability to observe and understand images…
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| 44883 |
Smartsheet MCP Server
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Connects to your Smartsheet account, enabling Claude Code to browse workspaces,…
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| 44884 |
@mempalace/mcp-dev
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Enables AI coding assistants to access grounded, branch-scoped codebase context…
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| 44885 |
Provides natural language control over Google Workspace services (Calendar, Dri…
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| 44886 |
vault-recommender
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Enables semantic recommendation for Obsidian vaults, allowing users to find rel…
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| 44887 |
ohmyself
Claim
Exposes a personal markdown-based second brain (Obsidian-style) as an MCP serve…
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| 44888 |
autotest_iot
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MCP server that exposes hardware automation tools (build, flash, serial capture…
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| 44889 |
Google Sheets MCP Server
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Enables AI assistants to interact with Google Sheets, performing operations lik…
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| 44890 |
Poligraph MCP Server
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Exposes French political data from Poligraph as MCP tools, allowing journalists…
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| 44891 |
qtest-mcp
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Enables AI tools to safely query and manage qTest test management data through …
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| 44892 |
Color Palette
Claim
Create harmonious color palettes based on theory and convert colors between for…
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| 44893 |
ANSES Ciqual MCP Server
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Provides SQL access to the ANSES Ciqual French food composition database, enabl…
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| 44894 |
YggTorrent MCP Server
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Enables searching and downloading torrents from YggTorrent via MCP tools such a…
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| 44895 |
Fabric MCP Server
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Provides access to 227+ expert-crafted Fabric AI patterns for tasks like summar…
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| 44896 |
Gcore MCP Server
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Enables interaction with Gcore Cloud API via LLM assistants, providing tools fo…
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| 44897 |
sprinty
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A disciplined-sprint MCP server for AI coding agents, providing structured spri…
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| 44898 |
Enables backtesting of limit-order strategies on Polymarket's BTC 5-minute mark…
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| 44899 |
niscope-mcp
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Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
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| 44900 |
dots-mcp
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Enables searching Xiaohongshu (小红书) content via dots.ai using a logged-in brows…
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