MCP Server Quality Scores
Independent quality analysis of 69365 public MCP servers
Last updated 3 hours, 25 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40601 |
classquill-mcp
Claim
Read-only MCP server for ClassQuill, a tutoring-business-management platform.
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| 40602 |
Atlas
Claim
Atlas is a YAML-defined semantic layer for analytics — authored by humans, cons…
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| 40603 |
smithly-aix
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| 40604 |
imagegen-mcp
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AI image generation MCP server with generate, background removal, 4x HD upscale…
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| 40605 |
DevBot
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A Flask-based chatbot using Gemini 2.5 Flash and MCP tools to manage GitHub rep…
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| 40606 |
24htrack-mcp
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Universal package tracking for AI agents. Track packages across 30+ carriers in…
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| 40607 |
vikey-mcp-server
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MCP server that exposes the Vikey API for reservation management, property list…
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| 40608 |
kje-mcp
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MCP server that enables Claude.ai to interact with Jim Brain's persistent memor…
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| 40609 |
Local-first bookmark management with semantic search and AI-powered organization
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| 40610 |
fortigate-mcp
Claim
Connects Claude Desktop to FortiGate firewalls via REST API for read-only confi…
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| 40611 |
mcp-obo
Claim
Implements the on-behalf-of flow with Entra ID to enable authorized calls to Mi…
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| 40612 |
A Model Context Protocol server that enables AI assistants to interact with Not…
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| 40613 |
A Model Context Protocol server with GitHub API integration that enables intera…
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| 40614 |
Hopsworks MCP Server
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Enables LLMs to interact with Hopsworks for platform management, feature store …
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| 40615 |
dowhistle_mcp
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| 40616 |
reddit-mcp-server
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| 40617 |
web-audit-mcp
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Enables auditing of websites for performance, SEO, accessibility, security, and…
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| 40618 |
Resolve company name, domain, or LinkedIn into one canonical identity with conf…
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| 40619 |
Talk to Figma MCP
Claim
Enables AI agents to directly control Figma Desktop via MCP, supporting UI crea…
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| 40620 |
tossinvest-openapi-mcp
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Safe-by-default MCP server for the official Toss Securities Open API, providing…
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| 40621 |
Buildkite MCP Server
Claim
Enables interaction with Buildkite CI/CD to list organizations, pipelines, buil…
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| 40622 |
arc-story-queue
Claim
MCP server that queues stories and feeds them to live Claude Code sessions, del…
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| 40623 |
Scans GitHub repositories for security vulnerabilities by cloning, performing s…
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| 40624 |
Shopmium MCP Server
Claim
A custom MCP server that provides high-level tools for controlling Shopmium and…
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| 40625 |
Claude MCP Starter
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A production-ready MCP server template with built-in tools for file search, web…
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| 40626 |
sec-edgar-mcp
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Access SEC EDGAR financial data through your AI assistant. Search public compan…
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| 40627 |
GoogleCalendarMCP
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MCP server for interacting with Google Calendar, enabling reading events from p…
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| 40628 |
M365 MCP
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MCP server for Microsoft 365 via the Microsoft Graph API, providing read-only a…
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| 40629 |
OpenPrints MCP
Claim
Enables AI agents to browse products, upload designs, place print orders, track…
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| 40630 |
Provides comprehensive mathematical differentiation capabilities using symbolic…
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| 40631 |
Steadwing MCP
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Your autonomous 24/7 on-call engineer!
Get a detailed RCA along with the solut…
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| 40632 |
iroha for Notion
Claim
Persists Claude Code sessions to Notion as team memory, enabling queryable reca…
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| 40633 |
ShaBaas Pay MCP Server
Claim
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
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| 40634 |
harmonyos-dev-mcp
Claim
Enables HarmonyOS device discovery, app build and deployment, UI automation, E2…
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| 40635 |
OpenFinClaw CLI
Claim
Enables quant research, strategy generation, backtesting, and paper trading fro…
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| 40636 |
Mercadona MCP Server
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Enables shopping at Mercadona online grocery store via Claude, allowing catalog…
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| 40637 |
figcraft
Claim
Enables AI-powered design operations in Figma, including UI creation, design re…
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| 40638 |
Live Google + public LinkedIn data: search, maps, profiles, companies, jobs. Pa…
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| 40639 |
mcp-google-drive
Claim
Enables reading and searching Google Drive files, Google Docs, and Google Sheet…
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| 40640 |
A comprehensive integration providing 114 tools to manage Google Drive, Docs, S…
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| 40641 |
weather-mcp
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| 40642 |
hiring-mcp
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Enables candidates to apply to your open roles through an AI agent using Model …
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| 40643 |
Weather Server
Claim
Provide real-time weather information and forecasts through a standardized inte…
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| 40644 |
SERPdive Web Search
Claim
AI-agent web search, answer-ready content. Beats Tavily: 60.7% of quality duels…
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| 40645 |
mcp-molecules
Claim
Chemistry toolbox computed from authoritative data: molecular weight / molar ma…
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| 40646 |
Nahuali
Claim
Trust-aware agent memory with evidence-backed recall, self-inspection, and audi…
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| 40647 |
netsuite-mcp-server
Claim
Exposes NetSuite REST API for orchestrating Spendesk × NetSuite integration, pr…
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| 40648 |
Provides structured templates for security questionnaires, RFP responses, and c…
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| 40649 |
plausible-mcp-server
Claim
MCP server for Plausible Analytics — privacy-friendly web analytics. 12 tools f…
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| 40650 |
Sling CLI MCP server for data pipeline and replication management
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