MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours, 31 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37151 |
testCal
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Enables users to get and set meeting appointments in Google Calendar.
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| 37152 |
zeppelin-mcp
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MCP server that provides AI assistants direct access to the Apache Zeppelin RES…
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| 37153 |
tailscale-blade-mcp
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Enables AI agents to securely interact with Tailscale tailnets for device inven…
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| 37154 |
apple-photos-mcp
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Enables AI assistants to query and export from the macOS Apple Photos library u…
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| 37155 |
rybbit-mcp
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Exposes Rybbit Analytics as MCP tools for querying site traffic, page views, vi…
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| 37156 |
notebooklm-mcp
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Enables AI assistants to programmatically interact with Google NotebookLM, allo…
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| 37157 |
Mnemotree
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Mnemotree is an MCP server that provides biologically-inspired memory for LLM a…
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| 37158 |
Next.js MCP Server
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A template MCP server built with Next.js using the Vercel MCP Adapter. Provides…
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| 37159 |
flin-linkedin-posts-mcp
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Enables users to read and analyze their own LinkedIn posts and shares using OAu…
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| 37160 |
PartnerCore
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Enables AI assistants to perform Business Central AL development tasks includin…
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| 37161 |
clariBIcom
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clariBI is an AI-powered business intelligence platform that lets SaaS and ecom…
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| 37162 |
Rememberizer MCP Server
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Enables querying and managing personal/team internal knowledge from sources lik…
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| 37163 |
organic-web-checker
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USDA NOP organic compliance checks — operation websites vs live OID certificate…
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| 37164 |
Wiki.js MCP Server
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An MCP server that provides a unified interface to manage Wiki.js pages, users,…
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| 37165 |
Modal MCP Server
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Local, read-only Modal context for coding agents. Enables agents to inspect Mod…
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| 37166 |
Ploomes MCP Server
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Connects AI agents to the Ploomes CRM REST API, exposing 56 tools for managing …
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| 37167 |
Fastmail MCP Server
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A Model Context Protocol (MCP) server that provides access to the Fastmail API,…
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| 37168 |
Reqly
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API client with an MCP server. Your agent builds
collections from your codebase…
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| 37169 |
Provides local image analysis tools using Pillow for dimensions, colors, metada…
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| 37170 |
mcp-server
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Drive Instavar Studio video jobs (create, render, approve, publish, metrics) wi…
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| 37171 |
mcp-snapshot-filter
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A proxy server that intercepts and filters content-heavy responses from chrome-…
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| 37172 |
safe-oas2mcp
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Turns OpenAPI specs into MCP tools with secure defaults, risk inspection, confi…
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| 37173 |
mcp-server-systemeio
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Enables Claude to manage Systeme.io accounts, including contacts, tags, courses…
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| 37174 |
Vertical Search MCP
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A scalable MCP server for searching multiple platforms (WeChat, Zhihu, Google) …
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| 37175 |
Fangorn MCP Server
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Enables AI agents to query Fangorn subgraph schemas and conformant data from pu…
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| 37176 |
ios-instruments-mcp
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Enables natural language profiling of iOS apps using xctrace (Instruments) for …
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| 37177 |
InDesign UXP MCP Server
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A Model Context Protocol (MCP) server that gives AI assistants direct, native c…
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| 37178 |
An MCP server that exposes LDAP directory operations to AI agents, supporting f…
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| 37179 |
,
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Enables AI assistants to manage Facebook and Instagram advertising campaigns th…
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| 37180 |
mcp-proxy
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| 37181 |
remote-mcp-server
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MCP server on Cloudflare Workers with OAuth login, enabling remote tool calls l…
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| 37182 |
Enables LLM agents to query Dynatrace SaaS for observability data (logs, metric…
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| 37183 |
Claude Chat MCP
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Connects Claude Desktop to self-hosted enterprise tools such as Confluence, Jir…
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| 37184 |
adsmcp
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MCP-native ad server. Monetize AI chatbots and agents with conversational ads.
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| 37185 |
Self-Learning MCP
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Enables AI agents to learn from their work by recording tasks, extracting patte…
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| 37186 |
Build your mentoring inquiry with Marian Kamenistak: formal offer in 16 minutes…
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| 37187 |
web-perception-mcp
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A DOM-first, vision-second MCP server for webpage analysis, combining structura…
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| 37188 |
LiquidSoapMCP
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Provides AI assistants with version-accurate Liquidsoap 2.4.0 documentation, ex…
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| 37189 |
claude-session-bus
Claim
Enables Claude Code sessions sharing a project root to broadcast short messages…
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| 37190 |
kuma
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Zero-setup safety toolkit for AI coding agents with 16 built-in tools for conte…
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| 37191 |
Priva-MCP
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A man-in-the-middle MCP proxy that sits between Claude and an internal API, aut…
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| 37192 |
mcp-cli-tools
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MCP server that gives AI coding agents (Claude Code, Cursor, Cline, etc.) acces…
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| 37193 |
PDF MCP Server
Claim
An MCP server that exposes PDF files as resources, page by page, over Streamabl…
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| 37194 |
MCP Email
Claim
Enables AI agents to send and receive emails via POP3 and SMTP, with tools for …
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| 37195 |
KAIROS MCP
Claim
Enables AI agents to store and execute reusable protocol chains with persistent…
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| 37196 |
Plutus MCP Server
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A self-hosted MCP server for homelabs with ~193 tools covering media, home auto…
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| 37197 |
rubric-mcp
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Attested evidence tools for AI agents: sanctions screening, agent/wallet record…
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| 37198 |
Labby
Claim
Rust MCP gateway with Code Mode, authentication, setup, logs, CLI, HTTP API, an…
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| 37199 |
Auditoría del gasto público peruano mediante sistemas multi-agente, Claude Code…
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| 37200 |
libofcongress-mcp-server
Claim
Search LOC digital collections, Chronicling America newspapers (full OCR), and …
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