MCP Server Quality Scores
Independent quality analysis of 66301 public MCP servers
Last updated 3 hours, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 65051 |
eng-leadership-toolkit
Claim
Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3…
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| 65052 |
purupuru-codex
Claim
Enables querying the Purupuru universe codex programmatically, including charac…
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| 65053 |
infra-advisor-mcp
Claim
Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO …
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| 65054 |
@arispay/payagent-mcp
Claim
Enables AI agents to call paid APIs and settle HTTP 402 payment challenges with…
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| 65055 |
x402-starter
Claim
Enables AI agents to pay-per-call for Cloudflare Worker APIs using USDC micropa…
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| 65056 |
tuning-engines
Claim
Fine-tune LLMs on code repos — autocomplete (Cody/QLoRA) and bug-fix (SIERA) ag…
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| 65057 |
Research MCP Server
Claim
Enables AI assistants to discover and manage arXiv papers by searching for pape…
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| 65058 |
SmartLead MCP Server
Claim
Enables cold email marketing automation with campaign management, lead tracking…
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| 65059 |
24klabs-mcp
Claim
AI code analysis tools that plug into Claude Code, Cursor, VS Code, and any MCP…
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| 65060 |
Mem0 MCP Server
Claim
Enables persistent memory storage and retrieval for AI conversations using Mem0…
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| 65061 |
vibemap-mcp
Claim
Load & create VibeMap product specs from your coding agent; sync build progress.
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| 65062 |
IMAP MCP Pro
Claim
Production IMAP & SMTP for Claude: multi-account email search, triage, send, an…
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| 65063 |
Hermes Second Brain
Claim
Enables capturing, searching, and organizing Obsidian notes from Telegram via H…
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| 65064 |
XRPL Wallet Risk Score
Claim
XRPL wallet risk scoring. Behavioral tags, sub-scores, graph analysis. Pay per …
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| 65065 |
py-sandbox
Claim
Enables AI agents to execute arbitrary Python code securely in a sandboxed envi…
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| 65066 |
PipRail
Claim
A budget-bound x402 payment wallet for AI agents: it autonomously pays HTTP 402…
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| 65067 |
tgbot-mcp
Claim
A trusted, open-source MCP server for Telegram that enables LLMs to send messag…
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| 65068 |
Z3/SMT MCP Server
Claim
Enables constraint solving, logical reasoning, and satisfiability checking usin…
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| 65069 |
mac-vision-mcp
Claim
An MCP server that enables AI coding agents to capture screenshots of macOS win…
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| 65070 |
repo-sdk-mcp
Claim
Exposes functions to get the current working directory and review git diffs bef…
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| 65071 |
An MCP server that enables conversational interaction with Wazuh SIEM, allowing…
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| 65072 |
docstats
Claim
MCP server that calculates readability metrics for text, web pages, and PDFs, p…
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| 65073 |
MCP Smart Searcher
Claim
A smart MCP server for multi-engine web search with AI-powered results, support…
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| 65074 |
QWED-MCP
Claim
Enables deterministic verification for AI assistants by executing Python code t…
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| 65075 |
NLQueries
Claim
Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL,…
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| 65076 |
Purple AI MCP Server
Claim
Enables MCP clients to interact with SentinelOne's cybersecurity platform for s…
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| 65077 |
openapi-fetch-mcp
Claim
A CLI tool that registers OpenAPI GET endpoints as MCP tools, enabling API requ…
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| 65078 |
pi-auto
Claim
Provides usage data from @ccusage/pi and tools to switch between AI providers (…
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| 65079 |
mt5-mcp
Claim
An MCP server that lets an AI agent read your MetaTrader 5 account and place tr…
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| 65080 |
n8nmcp
Claim
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| 65081 |
cursor-discord-channels
Claim
Bridges Discord channels to Cursor's headless agent, enabling always-on Discord…
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| 65082 |
bbagent
Claim
Autonomous ESPN Fantasy Baseball manager that optimizes lineups, handles waiver…
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| 65083 |
apix420_mcp_server
Claim
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| 65084 |
Automate tasks, processes, and approvals with AI.
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| 65085 |
MCP server for Google Workspace APIs enabling reading, creating, and editing Go…
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| 65086 |
Provides weather data, forecasts, air quality, and location services via OpenWe…
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| 65087 |
@lapage/strapi-mcp
Claim
MCP server for Strapi CMS content and media management.
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| 65088 |
AI agent skills for building, operating and troubleshooting Apache Kafka applic…
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| 65089 |
React MCP
Claim
Enable Claude AI to manage and interact with React applications seamlessly.
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| 65090 |
Etsy MCP Server
Claim
An MCP server for interacting with the Etsy API, enabling listing management, s…
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| 65091 |
paper-mcp
Claim
Enables retrieval of academic paper metadata, PDFs, full text, citations, and r…
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| 65092 |
x402nano
Claim
Machine-payable prediction-market briefs and probability-change monitoring for …
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| 65093 |
local-video-scenes-mcp
Claim
Extracts timestamped screenshots from local videos, enabling Claude to produce …
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| 65094 |
mingdao-mcp-server
Claim
MCP server for Mingdao Worksheet API. Enables listing worksheets, querying reco…
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| 65095 |
Roblox Studio MCP
Claim
Connects AI assistants to Roblox Studio, enabling them to interact with instanc…
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| 65096 |
dev953
Claim
dev953 method companion: exposes its multi-agent coding method as callable MCP …
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| 65097 |
DESY MCP Server
Claim
Provides programmatic access to the DESY design system documentation, enabling …
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| 65098 |
Theta-MCP
Claim
A comprehensive sales automation platform combining Model Context Protocol (MCP…
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| 65099 |
selenium-mcp
Claim
Enables browser automation through the Model Context Protocol, allowing AI agen…
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| 65100 |
Apple Mail Summary MCP
Claim
Enables AI agents to fetch emails from local Apple Mail accounts and mailboxes,…
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