MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 2 hours, 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41701 |
woodpecker-mcp
Claim
Exposes a materialized service dependency graph as an MCP toolset for persisten…
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| 41702 |
A proof-of-concept implementation that enables Amazon Bedrock AgentCore to inte…
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| 41703 |
mcp-win-toast
Claim
Enables AI assistants to send Windows toast notifications and dialog boxes, all…
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| 41704 |
Garmin MCP Gateway
Claim
Multi-user OAuth 2.1 gateway allowing a trusted circle to connect their Garmin …
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| 41705 |
NovaCortex MCP Server
Claim
Enables AI agents to store, search, and relate typed memories with a graph-nati…
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| 41706 |
Appendix
Claim
Physician-reviewed medical opinions and prescriptions for AI agents.
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| 41707 |
mcp-secure-sandbox
Claim
Provides a secure, containerized Python sandbox for executing LLM-generated cod…
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| 41708 |
MCP Server My Lark Doc
Claim
Enables searching and retrieving content from Lark (Feishu) documents via MCP t…
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| 41709 |
mcp-coinpaprika
Claim
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
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| 41710 |
website-reader-mcp
Claim
Enables AI chat backends to fetch public webpages and return cleaned, readable …
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| 41711 |
MegaMem
Claim
Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools f…
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| 41712 |
AssetMCP
Claim
Provides normalized reads and unsigned transaction payloads for ASA, ARC-200, a…
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| 41713 |
jankins
Claim
Token-optimized Jenkins MCP server with smart log handling and failure triage f…
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| 41714 |
ARCclaude
Claim
Enables AI assistants to control ArcGIS Pro through natural language, executing…
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| 41715 |
Gmail MCP Server
Claim
Enables comprehensive Gmail management with 17 tools for searching, sending, an…
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| 41716 |
anvie-frappe-mcp-wrapper
Claim
Automates setup and configuration for frappe-mcp, enabling management of multip…
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| 41717 |
Trillian MCP
Claim
Enables natural language queries of astronomical data across multiple archives …
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| 41718 |
Evaluar MCP Server
Claim
Enables authentication and management of eTalent processes within Evaluar platf…
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| 41719 |
Aula MCP Server
Claim
Enables Claude to access the Danish school communication platform Aula.dk, allo…
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| 41720 |
hetzner-mcp
Claim
Manage your entire Hetzner platform from any AI assistant. Cloud servers, netwo…
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| 41721 |
AdWhispr MCP Server
Claim
Chat with any brand's Meta (Facebook/Instagram) ads inside Claude — research a …
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| 41722 |
Poke PC
Claim
Provides a Dockerized MCP worker that gives Poke AI assistants persistent termi…
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| 41723 |
KiCad MCP Server
Claim
Enables LLMs to inspect, edit, analyze, and render PCB layouts in real-time usi…
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| 41724 |
FlutterFlow MCP Server
Claim
Connects AI coding agents to FlutterFlow projects, enabling browsing, inspectio…
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| 41725 |
mundigital
Claim
Exposes a public, read-only professional profile with tools to search resume ev…
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| 41726 |
Provides a standardized interface for interacting with Google Drive tools and s…
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| 41727 |
Enables MCP-compatible assistants to execute Python code, files, and notebooks …
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| 41728 |
CBETA MCP Server
Claim
Provides access to the Chinese Buddhist Electronic Text Association (CBETA) onl…
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| 41729 |
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| 41730 |
google-slides-mcp
Claim
An MCP server that enables AI assistants to create, read, and edit Google Slide…
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| 41731 |
Fetches and filters posts from JSON Placeholder API by userId, with support for…
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| 41732 |
MCP bridge for inter-session communication between Claude Code instances
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| 41733 |
airbyte-oss-mcp
Claim
Read-only MCP server for self-hosted Airbyte OSS 1.6.x, enabling monitoring of …
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| 41734 |
Box MCP Server
Claim
Enables AI agents to manage Box files, folders, collaborations, and more via th…
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| 41735 |
@markfu909/overleaf-mcp
Claim
An MCP server that provides access to Overleaf projects via Git integration, en…
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| 41736 |
mcp-server
Claim
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| 41737 |
lumen-mcp
Claim
Drives Lumen's data-to-SQL-to-chart-to-report loop from any MCP client, support…
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| 41738 |
engram
Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
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| 41739 |
Orpheus
Claim
An AI agent that analyzes and transforms music projects in REAPER, explaining w…
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| 41740 |
Garmin MCP Lite
Claim
A lightweight Garmin Model Context Protocol server with 12 curated endpoints fo…
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| 41741 |
awesome-agentic-ai-zh
Claim
A structured, trilingual (繁中 / 简中 / English) learning roadmap for agentic AI — …
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| 41742 |
Arbor
Claim
AgentPay is the authorization layer between an AI agent and real spending. You …
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| 41743 |
Kommo CRM MCP Server
Claim
Enables AI agents to manage Kommo CRM (formerly AmoCRM) entities including lead…
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| 41744 |
trace
Claim
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| 41745 |
spaceweather-mcp
Claim
A Model Context Protocol server for space weather and geomagnetic conditions, e…
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| 41746 |
Enables mobile control of Antigravity coding agents via Telegram, allowing task…
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| 41747 |
RAG MCP Gateway
Claim
A smart proxy that aggregates multiple downstream MCP servers and enables natur…
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| 41748 |
MCP Job Toolkit
Claim
An MCP server that enables searching for jobs across Australian platforms (Seek…
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| 41749 |
recon-mcp
Claim
A local Python MCP server for safe, human-led bug bounty recon, providing light…
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| 41750 |
Revolut MCP
Claim
Bridges AI assistants with the Revolut Business API to enable banking operation…
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