MCP Server Quality Scores
Independent quality analysis of 69419 public MCP servers
Last updated 5 hours, 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37701 |
ms-tts
Claim
MCP server for text-to-speech synthesis using Azure Speech Services, supporting…
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| 37702 |
blatui
Claim
shadcn/ui for Laravel Blade — discover, read and install BlatUI components, blo…
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| 37703 |
glyphic
Claim
Generate 18 diagram types from structured JSON natively. Built for LLMs and age…
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| 37704 |
A FastAPI server that enables interaction with YouTube's data through search, v…
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| 37705 |
Claude Stitch MCP
Claim
Enables managing Stitch design projects via natural language, including listing…
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| 37706 |
TextToolkit
Claim
A text transformation and formatting MCP server that provides common text manip…
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| 37707 |
server-anthropic
Claim
Provides access to Anthropic's AI models through the Model Context Protocol, en…
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| 37708 |
BioOpenMCP
Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
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| 37709 |
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
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| 37710 |
nexudus-mcp
Claim
Enables natural language booking and management of rooms in Nexudus coworking s…
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| 37711 |
ai-cost-calculator-api
Claim
Enables AI cost calculation, comparison, and optimization across major provider…
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| 37712 |
mcp-whatsms
Claim
Enterprise-grade WhatSMS integration for Claude AI providing 173 tools for SMS,…
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| 37713 |
llm-bus
Claim
Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, h…
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| 37714 |
CLARA MCP Server
Claim
A hybrid pulmonary radiology diagnostic backend that provides MCP agent skills …
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| 37715 |
Proxy AIops
Claim
Governed Traefik + Caddy + HAProxy ops: routes, upstreams, certs, 5xx RCA. 28 t…
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| 37716 |
bitbucket-dc-mcp
Claim
A hardened Model Context Protocol server that exposes Bitbucket Data Center ope…
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| 37717 |
TitanStore Commerce MCP
Claim
MCP commerce surface for compute credits, API keys, GPU instances, and cloud st…
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| 37718 |
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
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| 37719 |
Memory MCP
Claim
Personal memory service using semantic vector retrieval and knowledge graphs to…
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| 37720 |
MCP Finder and Installer
Claim
Discover and connect to Model Context Protocol servers effortlessly. Installati…
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| 37721 |
camacho-mcp
Claim
Persistent tmux terminal for AI agents — real-time spectating, SSH host-group d…
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| 37722 |
iconify-icon
Claim
Browse 200,000+ open-source vector icons across 200+ sets. Search and filter by…
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| 37723 |
Bis
Claim
BIS MCP — Bank for International Settlements statistics (no auth)
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| 37724 |
mcp-apple-obsidian
Claim
A comprehensive Model Context Protocol (MCP) server for Obsidian on macOS. It p…
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| 37725 |
feishu-reader
Claim
Enables AI tools to extract Feishu documents (Docx/Wiki) via Feishu Open API an…
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| 37726 |
beauty
Claim
AI-native beauty ads, sponsored product discovery, and brand recommendations.
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| 37727 |
mint-mcp
Claim
MINT Protocol — universal work attestation for autonomous agents. Cryptographic…
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| 37728 |
procore-mcp-server
Claim
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| 37729 |
MCPpedia
Claim
Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://m…
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| 37730 |
Kaggle-mcp
Claim
MCP server for the Kaggle API: competitions, datasets, kernels, and models.
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| 37731 |
PixelLab Forge MCP
Claim
An MCP server that connects AI assistants to the PixelLab pixel art generation …
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| 37732 |
WhisperGraph
Claim
Self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges …
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| 37733 |
vault-mcp-server
Claim
Turns any folder of Markdown files into a searchable, structured knowledge base…
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| 37734 |
AgentOverflow
Claim
A token-optimized documentation and Q&A registry for AI agents, providing dense…
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| 37735 |
EdgeFinder
Claim
CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and…
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| 37736 |
Reletter
Claim
Search and analyze 7M+ newsletters, issues, contacts, and chart rankings from R…
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| 37737 |
eq-reference-mcp
Claim
MCP server for searching, browsing, solving, and interpolating engineering equa…
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| 37738 |
WordPress MCP Server
Claim
Enables AI assistants to manage multiple WordPress sites, create and publish co…
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| 37739 |
fanfou-mcp
Claim
基于 FastMCP 构建的饭否 MCP 服务器,提供饭否时间线、用户、发布等工具和服务。
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| 37740 |
TOPY.AI · AI CFO
Claim
Founders' AI CFO: cash and runway, month-end close, Stripe in QuickBooks, repor…
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| 37741 |
markdown-ai-mcp
Claim
markdown-ai-mcp MCP server by MEOK AI Labs
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| 37742 |
A Model Context Protocol server that enables Claude Desktop users to interact d…
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| 37743 |
Enables interaction with Intermedia Unite Voice API through authenticated REST …
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| 37744 |
Canvas
Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
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| 37745 |
webcal-mcp
Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
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| 37746 |
clipboard-ai-mcp
Claim
clipboard-ai-mcp MCP server by MEOK AI Labs
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| 37747 |
rootcause-mcp
Claim
Enables AI agents to perform structured root cause analysis from clinical incid…
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| 37748 |
foodose GLP-1 nutrition
Claim
GLP-1 calorie and protein targets with a dose aware appetite ceiling, plus food…
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| 37749 |
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
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| 37750 |
React MCP
Claim
Enable Claude AI to manage and interact with React applications seamlessly.
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