MCP Server Quality Scores
Independent quality analysis of 64798 public MCP servers
Last updated 1 hour, 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 30751 |
Search-only commerce MCP server backed by Stripe (test)
|
F 16 3⁄5 | ||||||||
| ○ Unscored | ||||||||||
| 30752 |
Moleculer MCP Bridge
Claim
MCP server that exposes Moleculer.js microservice actions as AI tools, enabling…
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| 30753 |
ai-usage-metrics-mcp
Claim
A MCP server for tracking AI usage metrics and structured logs across applicati…
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| 30754 |
Monarch Money MCP Server
Claim
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
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| 30755 |
Salesforce Copilot MCP
Claim
Enables Microsoft 365 Copilot to interact with Salesforce through REST APIs, su…
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| 30756 |
Novu MCP Server
Claim
Enables AI agents to interact with Novu's notification infrastructure, supporti…
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| 30757 |
SilentFail
Claim
Diagnose MCP servers — health checks, tool testing, token cost audits, conflict…
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| 30758 |
Cortex XSIAM MCP Gateway
Claim
Enables governed agent access to Cortex XSIAM security operations APIs, includi…
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| 30759 |
AOL Mail MCP Server
Claim
Enables reading, searching, sending, and managing AOL Mail emails and folders v…
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| 30760 |
**Agentic Swarm Marketplace** is a hierarchical multi-agent stack for **machine…
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| 30761 |
mcp-devops-deploy
Claim
Enables automated deployments, environment management, snapshots, and deploymen…
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| 30762 |
openemr-wiki-mcp
Claim
A local-first MCP server that provides fast access to OpenEMR wiki pages, users…
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| 30763 |
Modular RAG MCP Server
Claim
A pluggable, observable modular RAG framework exposing tools via MCP protocol f…
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| 30764 |
arr-stack-mcp
Claim
A Model Context Protocol server that exposes Sonarr, Radarr, Lidarr, and Jellyf…
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| 30765 |
Google News & Trends MCP
Claim
Query Google News RSS feeds and search interest over time via Google Trends.
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| 30766 |
mcp_shell_tools
Claim
A full-featured MCP server for local development with filesystem, shell, editor…
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| 30767 |
@runapi.ai/veo-3-1-mcp
Claim
MCP server for Veo 3.1 video generation models, enabling task creation (extend,…
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| 30768 |
text-count-mcp-server
Claim
Provides tools for AI models to count characters and words in text, supporting …
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| 30769 |
open-edison
Claim
Deterministic agentic data firewall that secures, monitors, and controls AI age…
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| 30770 |
Geekflare
Claim
Geekflare MCP server connects your AI agents to the live web for scraping, sear…
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| 30771 |
Visio MCP Server
Claim
Enables to create and edit Microsoft Visio diagrams programmatically via a stan…
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| 30772 |
mcp-bitbucket
Claim
MCP server for Bitbucket Cloud that exposes 35 tools covering repositories, pul…
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| 30773 |
A Model Context Protocol server providing browser automation capabilities using…
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| 30774 |
Enables reading of Aprimo DAM asset metadata, fields, and files through the Apr…
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| 30775 |
An MCP server providing AI-powered access to Open Data from the City of Zurich,…
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| 30776 |
ccpp-tools-mcp
Claim
MCP server providing deterministic, standards-traceable engineering calculation…
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| 30777 |
mycobot-mcp
Claim
Enables sending pick-and-place instructions to myCobot using object detection v…
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| 30778 |
Web search API for AI agents. Search the web and get structured results: title,…
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| 30779 |
swarmhaul
Claim
Multi-agent coordination protocol on Solana. AI agents self-organize into swarm…
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| 30780 |
tsetmc-mcp
Claim
An MCP server that provides live Tehran Stock Exchange data, including quotes, …
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| 30781 |
Enables AI tools to interact with Firefly III personal finance manager through …
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| 30782 |
figma-spec-mcp
Claim
Bridge Figma designs to any platform with structured specs for Unity, React, Fl…
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| 30783 |
Spark MCP Optimizer
Claim
An MCP server that optimizes Apache Spark code using Claude AI, providing intel…
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| 30784 |
Google SEO MCP
Claim
Enables querying Google Search Console and Google Analytics 4 through natural l…
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| 30785 |
skillsmcp
Claim
Exposes Agent Skills to AI agents as MCP tools, enabling discovery and activati…
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| 30786 |
4get MCP Server
Claim
Provides web, image, and news search capabilities via the 4get meta search engi…
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| 30787 |
altium-mcp
Claim
Enables querying PCB and schematic data and driving DelphiScript automation in …
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| 30788 |
Food Delivery MCP Server
Claim
Enables users to search restaurants, view menus, place orders, and check order …
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| 30789 |
Passepartout
Claim
Enables AI assistants to manage content on self-hosted WordPress sites via the …
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| 30790 |
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
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| 30791 |
Backtesting Arena
Claim
Daily Bitcoin/crypto cycle scoring, on-chain indicators, strategy insights, on-…
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| 30792 |
FlightTicketMCP
Claim
Enables AI assistants to query flight routes, real-time flight tracking, weathe…
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| 30793 |
TaskFrame MCP Server
Claim
HTTP MCP server for TaskFrame that enables AI agents to manage projects, tasks,…
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| 30794 |
Lincoln County GIS — Lincoln County, North Carolina open geospatial data (ArcGI…
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| 30795 |
AgentCost
Claim
MCP server that analyzes AI agent session logs to find token waste and optimiza…
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| 30796 |
oura-mcp-server1
Claim
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| 30797 |
claude-tmux
Claim
MCP server for orchestrating multiple Claude Code instances via tmux, enabling …
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| 30798 |
capitainecarbone
Claim
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| 30799 |
taskforce
Claim
MCP server for AI agents to conduct multi-LLM roundtable discussions, returning…
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| 30800 |
docs-is-code
Claim
Enables document-driven development by automatically detecting Markdown spec ch…
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