MCP Server Quality Scores
Independent quality analysis of 41157 public MCP servers
Last updated 1 hour, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41051 |
Browserbase MCP Server
Claim
Enables AI to control cloud browsers and automate web interactions through Brow…
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| 41052 |
database-mcp
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Automatically discovers database schema, performs data quality checks on tables…
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| 41053 |
Zypin MCP
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A lightweight MCP server for browser automation using Playwright with essential…
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| 41054 |
career-scout-mcp
Claim
A production-grade MCP server demonstrating the wrapping pattern for AI-augment…
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| 41055 |
netsuite-mcp
Claim
Enables AI assistants to query and manage NetSuite data via natural language, s…
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| 41056 |
Coddie MCP Server
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Secure read-only access to Coddie project planning data, enabling AI assistants…
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| 41057 |
superops-mcp
Claim
An MCP server for SuperOps PSA/RMM, enabling MSPs to manage tickets, assets, cl…
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| 41058 |
understand-quickly
Claim
Public registry of code-knowledge graphs for AI agents with schema validation a…
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| 41059 |
An MCP server for Datto SaaS Protection, providing tools to manage cloud backup…
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| 41060 |
memex
Claim
Developer context continuity system. Watches your git repos and builds a tempor…
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| 41061 |
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| 41062 |
immybot-mcp
Claim
An MCP server for ImmyBot IT automation platform, enabling management of comput…
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| 41063 |
Enables browser automation and web scraping through Playwright, supporting navi…
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| 41064 |
nullary
Claim
Negative results intelligence for drug discovery — query measured failures via …
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| 41065 |
tmux-bridge-mcp
Claim
Enables AI agents to communicate and coordinate across tmux panes, allowing the…
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| 41066 |
Xcode MCP Server
Claim
A server that acts as a bridge between Claude and local Xcode projects, enablin…
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| 41067 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 41068 |
isk-hub
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| 41069 |
pgx-mcp
Claim
Enables real-time pharmacogenomics analysis, including variant clinical signifi…
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| 41070 |
Loom Advisor
Claim
Provides tools to list, retrieve, edit, and merge Loom screen recordings.
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| 41071 |
ai-memory-mcp
Claim
Provides persistent session memory for AI assistants, enabling them to store, s…
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| 41072 |
learners-mcp
Claim
Turns any source material into a guided learning experience with learning maps,…
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| 41073 |
VulnFeed
Claim
Dependency vulnerability scanner with EPSS scoring. 9 MCP tools. Free tier + x4…
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| 41074 |
The open-source MCP server for European cybersecurity regulations.
Query DORA,…
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| 41075 |
Provides a standardized interface for interacting with Trello's tools and servi…
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| 41076 |
helloworld
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| 41077 |
Toleno Network
Claim
Toleno Network MCP Server — Manage your Toleno mining account with Claude AI us…
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| 41078 |
kali-mcp
Claim
Enables AI assistants to run Kali Linux security tools in an isolated Docker co…
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| 41079 |
clicks-protocol
Claim
Autonomous DeFi yield for AI agents on Base. 4 read-only MCP tools: query agent…
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| 41080 |
WalletGrower MCP Server
Claim
Enables AI agents to search, compare, and get personalized recommendations for …
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| 41081 |
OmegaAI
Claim
Query, browse, and automate OmegaAI workspaces from any MCP client. Streamable …
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| 41082 |
Network MCP Lab
Claim
MCP server for executing show commands and managing Cisco IOS-XE network device…
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| 41083 |
ProofFlow
Claim
Audit infrastructure for AI coding agents with evidence-backed review and polic…
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| 41084 |
Kaltura MCP Server
Claim
Enables AI models to upload, retrieve, search, and manage media in Kaltura, inc…
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| 41085 |
smart-data-extractor
Claim
smart-data-extractor MCP server on Cloudflare Workers · REST + MCP JSON-RPC · f…
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| 41086 |
A server implementation for the Model Context Protocol (MCP) that runs on Cloud…
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| 41087 |
mcpserv
Claim
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| 41088 |
yksanjo/gmem
Claim
Crypto-aware project memory for AI coding agents. Typed entities for Solana Pro…
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| 41089 |
azure-cli-mcp
Claim
A wrapper around the Azure CLI command line that allows you to talk directly to…
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| 41090 |
hikerapi-mcp
Claim
MCP server for HikerAPI — auto-generates 100+ Instagram tools (profiles, posts,…
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| 41091 |
garmin-mcp
Claim
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| 41092 |
readme-generator-ai-mcp
Claim
readme-generator-ai-mcp MCP server by MEOK AI Labs
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| 41093 |
codetoimage-mcp-server
Claim
Pixel-perfect HTML/CSS to PNG/JPG/WebP for AI agents — inline image or 24h host…
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| 41094 |
a2db
Claim
Safe, read-only database access for AI agents. 5 databases, batch queries, SQLG…
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| 41095 |
Quadratik.AI
Claim
The B2B data architecture for high‑growth teams.
Leverage 100B+ validated globa…
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| 41096 |
biblebridge-mcp
Claim
Provides structured access to Scripture through the BibleBridge API, enabling s…
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| 41097 |
earnlayer
Claim
We help AI startups offset inference costs by monetizing user intent with conte…
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| 41098 |
calculator-mcp-test
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| 41099 |
growwmcp
Claim
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| 41100 |
recipe-mcp
Claim
Generate and remix recipes using cookwith.co
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