MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 4 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 50201 |
@aiready/ast-mcp-server
Claim
AST-aware TypeScript/JavaScript codebase exploration for AI agents, providing h…
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| 50202 |
shopify-graphql-mcp
Claim
A Model Context Protocol server that provides comprehensive access to the Shopi…
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| 50203 |
brain-mcp
Claim
Enables automatic knowledge capture and injection of guardrails for AI assistan…
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| 50204 |
A local-first Graph-RAG system combining ChromaDB with metadata-based graph rel…
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| 50205 |
Terminal SSH MCP Server
Claim
MCP server that enables SSH access and terminal commands for Railway containers…
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| 50206 | — | |||||||||
| 50207 |
GitLab API MCP Server
Claim
Enables AI assistants to interact with the GitLab API, providing over 1000 tool…
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| 50208 |
novada-mcp
Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
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| 50209 |
@arcwall/mcp-server
Claim
Security scanning for AI coding tools (Claude Code, Cursor, Windsurf) including…
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| 50210 |
ai-counsel
Claim
🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between A…
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| 50211 |
browserbase
Claim
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| 50212 |
Signal MCP
Claim
An MCP server that runs developer tooling commands (tests, linters, etc.) and r…
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| 50213 |
tax-law-mcp
Claim
Provides access to Japanese tax law data from official sources via a local web …
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| 50214 |
holmesgpt-runbook-mcp
Claim
MCP server for HolmesGPT that provides runbook search, gap detection, AI-assist…
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| 50215 |
MATLAB MCP Server
Claim
A powerful MCP server that integrates MATLAB with AI, allowing you to execute M…
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| 50216 |
microsoft-ads-mcp
Claim
An MCP server for the Microsoft Advertising (Bing Ads) API. Gives an MCP client…
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| 50217 |
Unified MCP server for Argentine legal sources, enabling access to 11 databases…
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| 50218 |
Azure DevOps MCP Server
Claim
Enables interaction with Azure DevOps Boards through the Model Context Protocol…
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| 50219 |
Ableton MCP
Claim
Enables full control of Ableton Live from AI assistants, including transport, t…
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| 50220 |
ai-design-expert
Claim
Provides design capabilities including requirement analysis, visual token extra…
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| 50221 |
@cynco/mcp
Claim
Enables AI agents to read and write Cynco accounting data, including querying b…
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| 50222 |
vision-bridge-mcp
Claim
Bridges a vision model to enable text-only models like DeepSeek to describe ima…
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| 50223 |
mcp-oss-onramp
Claim
An MCP server that scouts truly beginner-friendly open-source issues from GitHu…
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| 50224 |
Stripe MCP
Claim
Enables integration with Stripe APIs through function calling, supporting opera…
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| 50225 |
notebooklm-mcp
Claim
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
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| 50226 |
Buildkite MCP Server
Claim
Enables interaction with Buildkite CI/CD to list organizations, pipelines, buil…
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| 50227 |
Agent Evidence MCP
Claim
A local evidence recorder that captures screenshots, recordings, notes, and sum…
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| 50228 |
Searches AustLII for Australian legislation and case law, enabling AI agents to…
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| 50229 |
RuleDEX MCP Server
Claim
Provides AI-powered, context-aware development guidance with tools for coding r…
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| 50230 |
twelvelabs-indexing
Claim
Enables video indexing with TwelveLabs by uploading local video files and track…
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| 50231 |
GGB Web MCP
Claim
A Model Context Protocol server that enables AI to interact with GeoGebra for m…
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| 50232 |
nvim-mcp
Claim
Make Neovim feel like Cursor. This MCP server gives an agent full control over …
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| 50233 |
Pinchtab MCP Wrapper
Claim
MCP server that exposes the Pinchtab browser API for token-efficient web scrapi…
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| 50234 |
Blood Pressure Tool
Claim
Manages blood pressure readings (create, read, update, delete) via an MCP serve…
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| 50235 |
vision-bridge
Claim
A single MCP server that lets any agent see and act on the screen across native…
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| 50236 |
mcpstrike
Claim
MCP server that connects an LLM via Ollama to security tools for autonomous or …
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| 50237 |
A secure, sandboxed MCP server that provides Void Editor with safe filesystem a…
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| 50238 |
woocommerce-mcp-server
Claim
Provides tools for AI assistants to interact with a WooCommerce store, enabling…
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| 50239 |
Claude MCP Server
Claim
A Model Context Protocol (MCP) server that provides a bridge to Anthropic's Cla…
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| 50240 |
email-mcp-server
Claim
An MCP server that enables AI assistants to send emails via SMTP, supporting si…
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| 50241 |
Reddit MCP
Claim
Enables browsing, searching, and reading Reddit posts, comments, and subreddits…
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| 50242 |
arc-browser-control
Claim
MCP server to control Arc Browser on macOS via AppleScript, enabling tab, windo…
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| 50243 |
mcp-mirage-brand-extract
Claim
Extracts brand identity (colors, typography, spacing) from any website and gene…
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| 50244 |
mcp-google-sheets
Claim
Enables AI agents to create, read, update, and manage Google Sheets data and st…
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| 50245 |
discord-mcp-server
Claim
Lets any MCP-compatible AI client interact with Discord — send messages, manage…
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| 50246 |
DataLens MCP Connector
Claim
Exposes Yandex DataLens operations as tools for Claude, enabling API health che…
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| 50247 |
obsidian-mcp
Claim
A Python MCP server for accessing and managing Obsidian vaults, providing tools…
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| 50248 |
openart-mcp
Claim
Automates OpenArt.ai character and video workflows using Playwright, exposing t…
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| 50249 |
mcp-google-sheets
Claim
Enables AI assistants to interact with Google Sheets for reading, writing, and …
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| 50250 |
obsidian-mcp-context
Claim
Parses an Obsidian vault and exposes structured context (notes, blocks, tasks, …
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