MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 13 hours, 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47551 |
PipRail
Claim
A budget-bound x402 payment wallet for AI agents: it autonomously pays HTTP 402…
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| 47552 |
Enables managing personal expenses, budgets, and financial summaries through na…
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| 47553 |
Daimon
Claim
A local daemon for macOS that gives any MCP-capable AI client eyes, hands, and …
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| 47554 |
artsonia-mcp
Claim
Parent/fan access to Artsonia student-art portfolios, comments, and fans (AI-bu…
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| 47555 |
DorkFiMCP
Claim
Enables interaction with the DorkFi lending protocol on Voi and Algorand, suppo…
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| 47556 |
Bridge ACORD insurance messages to ONE OS — parse, validate, map, govern (Solve…
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| 47557 |
mcp-sentry-ts
Claim
Enables querying and managing Sentry projects, issues, and events through natur…
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| 47558 |
dalicore-mcp-client
Claim
Streamlined MCP server with 8 essential tools for file operations, code editing…
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| 47559 |
glasz-mcp
Claim
Fetches glasz-style spec files (product.md, tech.md, test-plan.md, and INDEX.md…
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| 47560 |
container-mcp
Claim
Run AI agents in VM-isolated sandboxes on your Mac.
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| 47561 |
yandex-searchapi-mcp
Claim
Provides tools for web, image, generative search, and Wordstat keyword statisti…
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| 47562 |
Profitpather
Claim
First-party unsampled Shopify analytics MCP — sessions, attribution, funnels, l…
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| 47563 |
jorkal-nft-mcp
Claim
Solana NFT market data from Magic Eden — floor prices, cheapest listings, colle…
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| 47564 |
big-brain
Claim
Enables AI assistants to read and write to a personal knowledge vault of markdo…
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| 47565 |
knowledge-forge-mcp
Claim
Enables AI coding tools to turn a list of links into a verified, browsable know…
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| 47566 |
google-slides-mcp
Claim
Enables creating, reading, and modifying Google Slides presentations programmat…
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| 47567 |
Veritas
Claim
An AI-powered data investigation workspace for Product Managers, combining stru…
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| 47568 |
A comprehensive Model Context Protocol (MCP) server that provides complete acce…
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| 47569 |
clarik-mcp-server
Claim
Clarity and memory persistent workspace context manager for Claude.
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| 47570 |
FullMention
Claim
A secure, high-performance MCP server that gives AI models and agents (like Cur…
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| 47571 |
Changeflow MCP Server
Claim
Monitor any website and get AI-enriched change intelligence via MCP. Manage sou…
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| 47572 |
Occam
Claim
Occam is an MCP server that discovers mathematical equations from numerical dat…
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| 47573 |
mcp-orcid
Claim
Enables querying ORCID public records, including profiles, publications, employ…
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| 47574 |
mcp-dart-kr
Claim
Enables AI agents to access Korea's DART financial data system for retrieving a…
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| 47575 |
mcp-youtube-intelligence
Claim
MCP server for extracting structured intelligence from YouTube channels and vid…
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| 47576 |
MeshMind
Claim
A single MCP server that merges three context-engineering ideas into one toolse…
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| 47577 |
SlimWeb-MCP
Claim
Enables AI clients to manage SlimWeb/Webless e-commerce backend operations such…
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| 47578 |
OptimAI Search MCP
Claim
Enables Web3-focused web searches via the OptimAI External Search API, providin…
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| 47579 |
Enables natural language queries for Porto Alegre's public transport system, in…
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| 47580 |
Provides a standardized interface for interacting with OpenAI's tools and servi…
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| 47581 |
Enables secure read-only interactions with PostgreSQL databases through natural…
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| 47582 |
mcp_poc
Claim
A PDF-to-Markdown converter built with the Model-View-Controller (MVC) pattern …
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| 47583 |
An MCP server that visually reviews UI edit requests by comparing screenshots b…
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| 47584 |
gwsadm-mcp
Claim
Google Workspace security-audit MCP server — read-only visibility into account …
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| 47585 |
daxoom
Claim
Owner-verified local business data for AI agents: profiles, hours, prices, with…
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| 47586 |
Instantly
Claim
This Model Context Protocol (MCP) server acts as a bridge between AI agents and…
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| 47587 |
mcp-tts-server
Claim
Enables text-to-speech generation using the Groq API, supporting multiple audio…
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| 47588 |
MCP Security Framework
Claim
Enables creation of secure-by-default MCP servers with 5-layer validation to pr…
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| 47589 |
WhiteCapData-Dev
Claim
Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP ser…
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| 47590 |
File AI
Claim
A read-only MCP server that provides document awareness for agents by parsing l…
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| 47591 |
Enables running a remote MCP server on Cloudflare Workers with OAuth login, all…
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| 47592 |
Git repo intelligence: summaries, blame, changelogs, branch health, and history…
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| 47593 |
mcp-xlsx-server
Claim
MCP server for reading and writing Excel (xlsx) files using SheetJS, providing …
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| 47594 |
Garmin MCP Server
Claim
This Model Context Protocol (MCP) server connects to Garmin Connect and exposes…
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| 47595 |
blog-mcp
Claim
Enables creating draft posts and listing published posts on abelcastro.dev dire…
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| 47596 |
blinkit-mcp
Claim
Enables Claude to automate grocery shopping on Blinkit, including product searc…
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| 47597 |
motion-mcp-server
Claim
Bridges Motion's API with LLMs to manage tasks, projects, schedules, and more t…
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| 47598 |
mini_whisper_mcp
Claim
This MCP server enables audio transcription using OpenAI Whisper, supporting va…
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| 47599 |
YouTube MCP Server
Claim
MCP server that provides YouTube video data to AI agents, supporting search, me…
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| 47600 |
notification-mcp
Claim
An MCP server that lets AI assistants send spoken audio notifications using hig…
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