MCP Server Quality Scores
Independent quality analysis of 69343 public MCP servers
Last updated 4 hours, 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44601 |
CodeMind
Claim
An AI Security Guardian MCP server that provides real-time vulnerability scanni…
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| 44602 |
Impreza Host MCP Server
Claim
Enables deploying apps, managing servers, domains/DNS, VPS lifecycle, and accou…
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| 44603 |
Enables MCP clients to interact with Microsoft Dynamics 365 Business Central en…
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| 44604 |
obsidian_mcp
Claim
Enables reading, writing, searching, and managing Obsidian vault notes through …
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| 44605 |
An MCP server that gives AI assistants direct access to Atlassian Goals and Atl…
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| 44606 |
Provides a standardized interface for interacting with Google-Sheet's tools and…
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| 44607 |
A Dockerized MCP server that fetches your GitHub repositories, indexes them int…
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| 44608 |
self-improve
Claim
Captures user corrections and improvements during interactions, logs them, find…
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| 44609 |
An MCP server for AI agents to purchase resources via Stellar testnet USDC, han…
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| 44610 |
openai-usage-mcp
Claim
MCP server for querying OpenAI usage and cost data, including spend summaries, …
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| 44611 |
Postlark MCP Server
Claim
Enables AI agents to manage and publish blog posts on Postlark via tools like c…
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| 44612 |
cobbles
Claim
The shared task board for teams and their AI agents — connect over OAuth, every…
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| 44613 |
Cadence MCP
Claim
A daily-rhythm support MCP server for ADHD and bipolar disorder, providing 23 t…
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| 44614 |
FluxGit MCP Server
Claim
Safety-first Git MCP server: 22 read-only tools designed for agent context budg…
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| 44615 |
devuniverse-mcp
Claim
An autonomous virtual software agency MCP server that generates production-grad…
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| 44616 |
mcp-server
Claim
Web search MCP server using Tavily API, enabling natural language queries to se…
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| 44617 |
sarvam-mcp
Claim
A type-safe MCP server for the Sarvam AI API that enables chat, translation, tr…
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| 44618 |
Skillroute MCP
Claim
Provides AI agents with a structured library of engineering skills, best practi…
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| 44619 |
VyMCP
Claim
MCP server for VyOS routers via VyManager, enabling AI agents to read and manag…
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| 44620 |
handoff-mcp-server
Claim
Durable agent-to-agent handoffs and shared scratchpad for multi-agent workflows.
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| 44621 |
DPYC Oracle
Claim
Enables querying and managing DPYC community membership, governance, and onboar…
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| 44622 |
MCP Demo Server
Claim
A demo MCP server built with FastMCP that provides simple arithmetic and weathe…
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| 44623 |
whisper-windows-mcp
Claim
Windows-native local audio and video transcription using whisper.cpp with Vulka…
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| 44624 |
system-media-control-mcp
Claim
Enables AI agents to monitor system resources and control media, brightness, vo…
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| 44625 |
onyx-mcp
Claim
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| 44626 |
Taskforce
Claim
Task and planning workspace for humans collaborating with AI agents
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| 44627 |
overmind-mcp
Claim
Orchestrates and controls multiple AI agent CLIs (Claude-Code, Gemini-cli, etc.…
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| 44628 |
dingdawg-loop
Claim
Safe scheduled AI agents with governance gates. Verified, receipted, fail-close…
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| 44629 |
FRED
Claim
A local MCP server that gives Claude and other MCP clients access to Federal Re…
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| 44630 |
Integrates Shaka Packager with Claude to enable video analysis, transcoding, an…
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| 44631 |
clickup-custom-mcp
Claim
Custom MCP server integrating ClickUp tasks and docs/wikis via REST API with Pe…
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| 44632 |
Provides a standardized interface for interacting with Retell's tools and servi…
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| 44633 |
media-downloader
Claim
A production-grade MCP server for downloading audio/videos from the internet, f…
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| 44634 |
growwmcp
Claim
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| 44635 |
MCP CSV Sales Analyzer
Claim
Analyzes sales CSV data to filter records, compute KPIs, and generate AI-powere…
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| 44636 |
FDTD Lumerical MCP
Claim
Local MCP server for controlling Ansys Lumerical FDTD from Codex.
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| 44637 |
OpenCode Browser MCP
Claim
Enables AI agents to browse the web, interact with pages, fill forms, and extra…
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| 44638 |
chatsave
Claim
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| 44639 |
Piriod MCP Server
Claim
Connects Claude with Piriod.com API to manage invoicing and payments, enabling …
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| 44640 |
An MCP server for QA and test automation that provides runtime switching betwee…
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| 44641 |
MBTA MCP Server
Claim
Enables AI clients to access Boston's MBTA public transit data, including real-…
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| 44642 |
luigi-ucp-server
Claim
Implements Universal Commerce Protocol (UCP) primitives backed by HubSpot CRM, …
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| 44643 |
cachebro
Claim
Provides file caching and diff tracking for AI coding agents, reducing token us…
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| 44644 |
Icon MCP Server
Claim
Provides unified search across multiple icon libraries with fuzzy search, cachi…
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| 44645 |
slm-mesh
Claim
Enables peer-to-peer communication, discovery, shared state, and file coordinat…
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| 44646 |
A generative AI agent that searches song lyrics across the web and returns resu…
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| 44647 |
chess-support-mcp
Claim
Manages the state of a chess game for LLMs/agents without suggesting moves, pro…
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| 44648 |
vsc-mcp
Claim
Exposes Language Server Protocol (LSP) functionality as Model Context Protocol …
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| 44649 |
Check any Base wallet before you pay it. Free, no signup, no account needed.
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| 44650 |
CorelDRAW Signage MCP
Claim
This MCP server exposes CorelDRAW as a tool server, enabling AI agents to creat…
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