MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 4 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 56201 |
mcp-watchmode
Claim
Provides streaming availability data across 200+ services, including title sear…
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| 56202 |
vworld-mcp
Claim
Enables to query South Korean cadastral and land information (parcel boundaries…
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| 56203 |
Official MCP server for Western Astrology by Divine API. 53 tools covering Nata…
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| 56204 |
Polygraph
Claim
Open behavioral litmus for MCP servers — grades A–F across tool-output injectio…
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| 56205 |
mysql-mcp
Claim
Provides safe read, insert, and update operations on MySQL databases with guard…
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| 56206 |
markdown-new-mcp
Claim
Convert PDF, DOCX, XLSX, images, and 20+ formats to Markdown using markdown.new…
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| 56207 |
mcp-whatsms
Claim
Enterprise-grade WhatSMS integration for Claude AI providing 173 tools for SMS,…
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| 56208 |
Matomo MCP Server
Claim
Enables AI models to interact with Matomo analytics through a complete MCP serv…
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| 56209 |
symbols-mcp-server
Claim
An MCP server that exposes the Symbols/DOMQL v3 AI assistant capabilities to an…
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| 56210 |
MCP Demo Server
Claim
A demo MCP server built with FastMCP that provides simple arithmetic and weathe…
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| 56211 |
Browserbase MCP Server
Claim
Provides cloud browser automation capabilities for AI agents, including creatin…
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| 56212 |
prosuite-mcp
Claim
MCP server that exposes Dira ProSuite quality verification to AI assistants, en…
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| 56213 |
TypeScript MCP server for Canvas LMS that exposes Canvas API workflows for cour…
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| 56214 |
shell-mcp
Claim
Gives AI agents shell access by providing a run_command tool for executing shel…
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| 56215 |
Remote MCP Server
Claim
A Cloudflare Workers-based MCP server that allows users to deploy and customize…
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| 56216 |
Memo MCP Server
Claim
A filesystem-backed MCP server with REST API for AI tool integration and projec…
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| 56217 |
twitter-mcp-secure
Claim
Security-hardened MCP server for interacting with X.com (Twitter), with a fix t…
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| 56218 |
RViz Map Image MCP
Claim
Converts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and…
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| 56219 |
MCP-SLOP Adapter
Claim
A proxy server that converts Model Context Protocol (MCP) messages to Simple La…
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| 56220 |
ragkit
Claim
A self-hostable, MCP-native RAG pipeline that ingests, indexes, and serves data…
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| 56221 |
brave-mcp-langchain
Claim
Enables Brave Search and web content fetching via MCP, and integrates as LangCh…
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| 56222 |
NotebookLM MCP
Claim
Gives Claude Desktop full control over Google NotebookLM via 56 MCP tools — man…
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| 56223 |
Claude Memory MCP
Claim
A lightweight MCP server that provides Claude Desktop with persistent memory ac…
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| 56224 |
TheAlmanac
Claim
Enables programmers to search, download, and access up-to-date API and software…
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| 56225 |
mise-en-space
Claim
An MCP server that enables LLMs to search, fetch, and act on Google Workspace (…
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| 56226 |
LiveMCP
Claim
Turns Ableton Live into an MCP-accessible control surface, providing tools for …
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| 56227 |
Cortex
Claim
Cortex is an MCP server that helps build and maintain a project Memory Bank for…
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| 56228 |
skill-router-mcp
Claim
Routes SKILL.md libraries to any MCP client, enabling task matching and skill l…
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| 56229 |
An unofficial MCP server for RateMyProfessors.com that enables fetching profess…
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| 56230 |
MCP Junction
Claim
Search a nightly-refreshed directory of MCP servers by keyword, category or top…
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| 56231 |
Revise MCP
Claim
Provides tools to revise and refactor code via MCP, including moving code, inde…
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| 56232 |
mcp-server
Claim
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| 56233 |
MongoDB MCP Server
Claim
A read-only MCP server for querying MongoDB databases, enabling listing databas…
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| 56234 |
Outlook integration with OAuth, message search, batch operations, and calendar …
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| 56235 |
Gives AI agents real-time access to system metrics, process management, and con…
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| 56236 |
mcp_hospirfq_processor
Claim
Exposes RFQ, travel, and hospitality operations as MCP tools backed by a GraphQ…
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| 56237 |
n8n MCP Server
Claim
Enables AI assistants to securely manage n8n workflows, executions, and credent…
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| 56238 |
zotero-mcp-server
Claim
An MCP server that integrates with Zotero to manage research references, enabli…
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| 56239 |
hive-mcp-keet-bridge
Claim
Bridges Holepunch/Keet identity keys into the Hive DID network, enabling DID re…
|
— | ||||||||
| 56240 |
code-context-mcp
Claim
MCP server for semantic code search and dependency graph analysis. Indexes code…
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| 56241 |
starsinger-mcp
Claim
Make a finished AI song with real vocals from a brief, or search and stream Sta…
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| 56242 |
syncause-debug-mcp
Claim
Enables AI agents to query runtime debugging facts (stack traces, logs, functio…
|
— | ||||||||
| 56243 |
Provides tools to list and search bonds from GoldenPi via reverse-engineered AP…
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| 56244 |
Microsoft 365 MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Mi…
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| 56245 |
genesis-proofrelay
Claim
Read-only ProofRelay MCP verifier for non-confidential evidence bundles. Expose…
|
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| 56246 |
notes-mcp-server
Claim
Provides MCP tools to create and retrieve notes stored in memory.
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| 56247 |
S.C.R.U.B.
Claim
A code quality MCP server with 22 tools for deterministic linting, formatting, …
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| 56248 |
caselegis-mcp
Claim
Enables searching, retrieving, and checking citation status of California legal…
|
— | ||||||||
| 56249 |
sanshu
Claim
An AI-assisted programming enhancement system that integrates decision-making, …
|
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| 56250 |
model-version-mcp
Claim
Provides up-to-date AI model names and pricing from models.dev, solving model h…
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