MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 4 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 26101 |
Wireshark MCP Server
Claim
Enterprise network analysis platform that enables AI-powered packet analysis, t…
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| 26102 |
floom
Claim
Deploy Python functions as web apps with auto-generated UI, REST API, and share…
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| 26103 |
Linear MCP Server
Claim
A Deno implementation that enables AI models to interact with Linear issue trac…
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| 26104 |
BusyBee
Claim
Autonomous TDD coding agent that converts specifications into feature lists and…
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| 26105 |
Overdrive Intel
Claim
AI coding ecosystem intelligence — breaking changes, tools, security alerts fro…
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| 26106 |
Enables deployment of a Model Context Protocol (MCP) server on Cloudflare Worke…
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| 26107 |
FinSight
Claim
What it does:
* Portfolio risk profiling (per-asset and portfolio-level)
* Tar…
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| 26108 |
ulink
Claim
Deep linking for iOS, Android & Flutter. Firebase Dynamic Links alternative.
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| 26109 |
mail-mcp
Claim
A generic IMAP and SMTP MCP server that enables AI agents to interact with emai…
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| 26110 |
FixPayment
Claim
An MCP server for FixPayment creditors that simplifies account management, stat…
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| 26111 |
MCP Calculator Server
Claim
A calculator server that exposes mathematical functions as tools (add, subtract…
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| 26112 |
Chronica
Claim
Persistent memory MCP server for Claude Desktop. Gives Claude structured memory…
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| 26113 |
OpenTTT-MCP
Claim
MCP Server for OpenTTT — Proof of Time tools for AI agents
AI Agent A and Agen…
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| 26114 |
WhatsApp MCP Server
Claim
A Python-based MCP server that automates WhatsApp Web using Playwright to manag…
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| 26115 |
mcp-browser-lens
Claim
Provides AI agents with deep visibility into a running web page's UI by capturi…
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| 26116 |
Easyship
Claim
Unlock global e-commerce shipping with Easyship's automated tools and worldwide…
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| 26117 |
danke-mcp
Claim
An MCP server that enables AI agents to send and receive Bitcoin Lightning micr…
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| 26118 |
engram-server
Claim
Durable memory for AI agents — fact extraction, hybrid retrieval, temporal grap…
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| 26119 |
jensenify-mcp
Claim
An MCP server that injects millions of tokens from classical literature into AI…
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| 26120 |
Hyperliquid MCP Server
Claim
Enables interaction with the Hyperliquid exchange to trade perpetuals, check po…
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| 26121 |
MCP-Maestro
Claim
Connects AI assistants to the Maestro research framework to orchestrate multi-a…
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| 26122 |
Bricks MCP
Claim
A WordPress plugin that enables AI assistants to manage Bricks Builder sites th…
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| 26123 |
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
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| 26124 |
evmcp
Claim
Multi-chain EVM blockchain data with companion smart contracts
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| 26125 |
FeelFit MCP Server
Claim
Provides access to body composition data from FeelFit smart scales, including m…
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| 26126 |
agent-team
Claim
13 specialized AI agents collaborating via SQLite. 44 MCP tools. One-command in…
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| 26127 |
mcp-memory
Claim
A drop-in replacement for Anthropic's memory server that utilizes SQLite to ens…
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| 26128 |
LinkedIn MCP Server
Claim
A Model Context Protocol implementation that bridges language models with Linke…
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| 26129 |
Feedback Synthesis MCP
Claim
Synthesize GitHub Issues, HN and App Store reviews into ranked pain clusters. P…
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| 26130 | — | |||||||||
| 26131 |
AIAgentwithPineScript
Claim
tv-pinescript-backtest-mcp exposes a remote MCP endpoint so agents can:
run st…
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| 26132 |
Cortex
Claim
Persistent memory for Claude Code — 41 neuroscience papers, 20 biological mecha…
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| 26133 |
Lido MCP Server
Claim
Enables AI agents to interact with the Lido protocol for ETH staking, position …
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| 26134 |
GraphAPI MCP
Claim
A Python-based MCP server that enables authenticated Microsoft Graph API calls …
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| 26135 |
Manim MCP Server
Claim
Enables Claude to create mathematical animation videos using Manim, allowing vi…
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| 26136 |
oh-my-codex
Claim
oh-my-codex (omx) — Orchestration layer for OpenAI Codex CLI. Async Claude Code…
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| 26137 |
DDG MCP2
Claim
A basic MCP server template built with FastMCP framework that provides example …
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| 26138 |
MCP server for ZapCap API providing video caption and B-roll generation via nat…
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| 26139 |
storylenses
Claim
AI cover letter generation for agents. Job analysis, profile matching, narrativ…
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| 26140 |
arXiv MCP Server
Claim
Enables AI assistants to search and retrieve academic papers from arXiv through…
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| 26141 |
apix420-mcp-server
Claim
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| 26142 |
Gremlin Web Scraper MCP
Claim
A lightweight HTTP module that enables scraping visible text from any publicly …
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| 26143 |
scholarmcp
Claim
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| 26144 |
Anirudh Kamath Server
Claim
Provide a dedicated MCP server focused on functionalities related to Anirudh Ka…
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| 26145 |
BACH FileCommander
Claim
43 tools for filesystem, process management, sessions, search, OCR, ZIP, and PD…
|
— | ||||||||
| 26146 |
A Model Context Protocol server that enables applications to interact with Gmai…
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— | ||||||||
| 26147 |
understanding-graph
Claim
Persistent reasoning memory for AI agents via typed cognitive nodes and superse…
|
— | ||||||||
| 26148 |
qwen
Claim
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— | ||||||||
| 26149 |
Soulseek MCP Server
Claim
Enables Claude to search and download music files from the Soulseek peer-to-pee…
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| 26150 | — | |||||||||
