MCP Server Quality Scores
Independent quality analysis of 45732 public MCP servers
Last updated 1 hour, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43201 |
Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…
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| 43202 |
MyArxivDB_MCP
Claim
Organizes personal research papers by crawling arXiv metadata, embedding abstra…
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| 43203 |
ZGTS Derma Roller
Claim
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
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| 43204 |
netlinq-jenkins-mcp
Claim
Enables triggering Jenkins release and patch pipelines through natural language…
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| 43205 |
some-vault-some-mcp
Claim
MCP server that gives AI models read/write access to Obsidian vaults with seman…
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| 43206 |
MySQL MCP Server
Claim
Enables AI agents to safely interact with MySQL/MariaDB databases, supporting r…
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| 43207 |
market-intelligence
Claim
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
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| 43208 |
Video Screenshot MCP
Claim
Enables extracting screenshots from video files at specific timestamps or inter…
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| 43209 |
A Model Context Protocol server that provides access to economic calendar event…
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| 43210 |
resume-mcp-server
Claim
MCP server for browsing and searching your local resume and job application doc…
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| 43211 |
sqlite-mcp-server2
Claim
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| 43212 |
dowhistle_mcp
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| 43213 |
tixxly
Claim
Tixxly MCP server — connect AI agents to tours, experiences, and activities
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| 43214 |
agent-audit-mcp
Claim
Immutable audit trail for agent-to-agent interactions
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| 43215 |
Modular RAG MCP Server
Claim
A fully modular RAG system with MCP protocol integration, enabling hybrid retri…
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| 43216 |
david-mcp7
Claim
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| 43217 |
Agent.ai MCP Server
Claim
An MCP server that integrates with the Agent.ai API to provide web text extract…
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| 43218 |
HimiTrace MCP Server
Claim
A Model Context Protocol (MCP) server connecting AI agents to the Polygon block…
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| 43219 |
noslip_quant_bot
Claim
quant information provider bot
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| 43220 |
mcp-uk-ons
Claim
Enables querying UK Office for National Statistics datasets and their editions …
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| 43221 |
mcp-release-guardian
Claim
Validates release hygiene in local repositories with network-free, read-only to…
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| 43222 |
Dokploy MCP Server
Claim
A middleware service that allows LLMs and AI assistants to directly interact wi…
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| 43223 |
era5-mcp-server
Claim
Enables natural language access to ERA5 climate data from the Copernicus Climat…
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| 43224 |
nodriver-proxy-mcp
Claim
Gives AI agents a browser that bypasses bot detection, a MITM proxy for traffic…
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| 43225 |
notebooklm-mcp-server
Claim
Enables AI agents to interact with Google NotebookLM for grounded, hallucinatio…
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| 43226 |
WinAutoWx
Claim
An MCP server for automating WeChat on Windows, enabling sending messages to fr…
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| 43227 |
An MCP server that enables users to generate AI images using the Jimeng AI API …
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| 43228 |
markdown-mcp
Claim
Splits Markdown documents into hierarchical sections with parent-child and sibl…
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| 43229 |
D&D Beyond MCP Server
Claim
A Model Context Protocol server that gives Claude direct access to your D\&D Be…
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| 43230 |
SimpleShop MCP
Claim
A read-only MCP server for SimpleShop accounting data, enabling AI agents to fi…
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| 43231 |
servicenow-api
Claim
MCP server enabling interaction with ServiceNow API for managing incidents, CMD…
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| 43232 |
mcp-server-google-vision
Claim
Provides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of …
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| 43233 |
MSSQL MCP Server
Claim
Enables AI assistants to interact with Microsoft SQL Server databases via intro…
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| 43234 |
Scrivener MCP Server
Claim
Enables AI assistants to read, write, organize, search, and compile Scrivener w…
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| 43235 |
sex
Claim
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| 43236 |
Enables managing Docker containers and Compose apps on a QNAP NAS via the Conta…
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| 43237 |
cpf-validador
Claim
Valida CPFs, confirma titularidade, descobre CPF completo a partir de dígitos p…
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| 43238 |
IsoFinancial-MCP
Claim
An enhanced MCP server providing comprehensive financial market data endpoints …
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| 43239 |
AgentPM
Claim
A planning and orchestration system for AI-driven software development that int…
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| 43240 |
mcp-device-datetime
Claim
Exposes the host device's current date and time, returning local time with time…
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| 43241 |
Mealie MCP Server
Claim
An MCP server for managing recipes, meal plans, shopping lists, and more throug…
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| 43242 |
ToolPipe MCP Server
Claim
Provides a suite of 35 developer utility APIs including code formatting, data c…
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| 43243 |
Ruishu MCP
Claim
An MCP server that bridges LLMs with dynamic real-world data by leveraging Chro…
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| 43244 |
ai-seo
Claim
MCP server for AI-SEO auditing: schema, robots.txt, llms.txt, citation scoring,…
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| 43245 |
Research Paper Agent
Claim
A remote MCP server for searching arXiv papers, extracting paper details, and g…
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| 43246 |
Enables LLMs to create PayPal invoices through a simple tool interface.
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| 43247 |
codescan-mcp-server
Claim
MCP server enabling AI models to interact with Codescan's API for listing proje…
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| 43248 |
SpaceX MCP Server
Claim
A lightweight MCP server that provides analytics on SpaceX launches, including …
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| 43249 |
TokenHub MCP
Claim
A production-packaged Model Context Protocol server for coding agents that rout…
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| 43250 |
Frontal MCP Server
Claim
Enables management of GitHub workflows, issue templates, and repository configu…
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