MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43051 |
Football Data
Claim
Football-Data.org MCP — soccer competitions, matches, standings
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| 43052 |
re-dotnet
Claim
MCP server for .NET assembly analysis. Vendor-neutral wrapper around AsmResolve…
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| 43053 |
shop
Claim
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| 43054 |
Security scanning and trust verification for AI agent tools.
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| 43055 |
clova-speech-lecture-mcp
Claim
Enables speech-to-text transcription and summarization of lecture audio using N…
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| 43056 |
nahdd123
Claim
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| 43057 |
TracePulse
Claim
Runtime feedback MCP server for AI coding agents. It watches dev server logs, p…
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| 43058 |
MCP server for managing Google Sheets via 23 tools, enabling read/write, format…
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| 43059 |
testlocal_mcp1
Claim
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| 43060 |
stock-analyzer-ai-mcp
Claim
AI-powered stock analyzer ai MCP server for agents. Supports analyze stock, cal…
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| 43061 |
firsty-mcp
Claim
An MCP server that wraps the Firsty telecom API, allowing AI agents to manage e…
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| 43062 |
Provides tools for scaffolding, validating, and maintaining Metalsmith plugins …
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| 43063 |
MCP SSH Server
Claim
Enables Claude Code to control remote servers via SSH for automated deployment,…
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| 43064 |
clickup-custom-mcp
Claim
Custom MCP server integrating ClickUp tasks and docs/wikis via REST API with Pe…
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| 43065 |
Skillsmith
Claim
An agent skill discovery, recommendation, and management system for MCP-compati…
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| 43066 |
mcp-gmail
Claim
Full Gmail operations via Unipile API: send, reply, list, read, delete, search,…
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| 43067 |
AIShield
Claim
Scans MCP servers and AI tools for security risks, providing 4-dimensional scor…
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| 43068 |
Enables querying and managing daily store sales data stored in CSV files, inclu…
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| 43069 |
A powerful MCP server for summarizing YouTube videos with transcript fetching, …
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| 43070 |
agent-memory-hub
Claim
Enables AI agents to store, search, and retrieve long-term memories with BM25 f…
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| 43071 |
ClimbMCP
Claim
Enables Claude to access and search climbing book PDF chapters, with tools to l…
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| 43072 |
vibe-code-mcp
Claim
Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 s…
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| 43073 |
inferbench
Claim
InferBench's MCP server lets coding agents run, serve and benchmark local LLMs …
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| 43074 |
decor-cli
Claim
Enables decoration of images and videos with backgrounds, gradients, containers…
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| 43075 |
Dataline MCP Server
Claim
MCP server exposing read-only market data tools for crypto prices, funding rate…
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| 43076 |
MCP server for AI agents to deploy tokens on Base. One command launch, earn OBS…
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| 43077 |
CodeGraph
Claim
Supercharges AI coding agents with a pre-indexed semantic code graph, enabling …
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| 43078 |
openart-mcp
Claim
Automates OpenArt.ai character and video workflows using Playwright, exposing t…
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| 43079 |
Enables AI systems to interact with the XRP Ledger Testnet, supporting XRP paym…
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| 43080 |
flow-like
Claim
Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, sp…
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| 43081 |
qtcl-mcp-server
Claim
Agent-native post-quantum blockchain. 11 tools: send, balance, quantum oracle m…
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| 43082 |
waw-mcp
Claim
Gives AI agents a real email identity, OTP reading, autonomous signup, and MCP …
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| 43083 |
mcp-firecrawl
Claim
Web scraping and search MCP server that wraps Firecrawl API for URL discovery a…
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| 43084 |
WhatsApp MCP
Claim
Enables MCP clients to list, read, search, and send WhatsApp messages via a per…
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| 43085 |
upgrade-agent
Claim
Travel-upgrade Q&A, live booking eligibility, and operator lookups for airline,…
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| 43086 |
Scheduler
Claim
Create cron triggers that fire at specific intervals and alarms to wake up your…
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| 43087 |
etherlink-mcp-server
Claim
Enables interaction with the Etherlink blockchain, including balance checks, tr…
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| 43088 |
web-basics-mcp
Claim
A self-hosted MCP server providing web search and URL fetching tools, running l…
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| 43089 |
Trello MCP Server
Claim
A Model Context Protocol (MCP) server that provides AI assistants with access t…
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| 43090 |
substack-mcp
Claim
An MCP server that gives Copilot access to Substack posts from your authenticat…
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| 43091 |
Enables secure management of CTERA Portal file systems and administration throu…
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| 43092 |
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
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| 43093 |
XAPS MCP Server
Claim
Pre-execution audit for autonomous agents. Independent receipt before irreversi…
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| 43094 |
davinci-resolve-mcp
Claim
An MCP server that exposes the complete DaVinci Resolve scripting API, enabling…
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| 43095 |
xbtest
Claim
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| 43096 |
protein-design-mcp
Claim
An MCP server that gives LLM agents access to computational protein design tool…
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| 43097 |
mcp-mssql
Claim
Enables natural language to SQL queries on MSSQL databases via Claude, with saf…
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| 43098 |
spec-builder-mcp
Claim
An MCP server that helps AI assistants plan and document software features usin…
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| 43099 |
Helps systematically refine vague ideas into well-structured prompts through gu…
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| 43100 |
google-drive-mcp-server
Claim
Google Drive + Workspace MCP — 98 tools for Docs, Sheets, Slides, Shared Drives…
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