MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 1 hour, 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45901 |
Claude Code MCP Bridge
Claim
A transparent message ferry between Claude Desktop and Claude Code CLI, enablin…
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| 45902 |
cpp-debug-mcp
Claim
Provides GDB and clangd-based tools for debugging C++ programs, enabling step e…
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| 45903 |
Exposes read-only Aruba Fatturazione Elettronica API operations for managing el…
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| 45904 |
mem-graph
Claim
Graph-relational memory MCP server for persistent LLM memory, featuring wikilin…
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| 45905 |
emma-transactions-mcp
Claim
A generic MCP server for querying Emma-app transaction exports stored in Google…
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| 45906 |
@fliq/mcp
Claim
Lets AI agents schedule and manage HTTP jobs, cron schedules, rate-limited buff…
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| 45907 |
utol-mcp
Claim
Enables users to interact with the University of Tokyo's UTOL learning manageme…
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| 45908 |
GhostMap v2
Claim
Exposes AI-augmented network reconnaissance and evasion capabilities as callabl…
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| 45909 |
safeguard-mcp
Claim
Enables AI agents to scan, redact, and govern sensitive data before sending it …
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| 45910 |
ebay-mcp
Claim
MCP server for eBay buyer-side workflows enabling search, watch, bid, buy, and …
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| 45911 |
Rancher MCP Server
Claim
A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API…
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| 45912 |
An MCP server that structures AI reasoning as directed acyclic graphs of semant…
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| 45913 |
mulchd
Claim
Self-hosted MCP server for storing and serving structured team knowledge, enabl…
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| 45914 |
youtube-mcp
Claim
MCP server for YouTube that provides tools to fetch video metadata and transcri…
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| 45915 |
Mattermost MCP Server
Claim
Enables Claude to fetch RSS feeds and post messages to a self-hosted Mattermost…
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| 45916 |
transport12 MCP Server
Claim
MCP server that integrates with the transport12 API to provide tools for search…
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| 45917 |
Excel MCP Cleyrop
Claim
Generates formatted Excel (.xlsx) files from user requests and deposits them in…
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| 45918 |
QAcito
Claim
Autonomous QA platform powered by Claude + Playwright that allows AI to write, …
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| 45919 |
jlcpcb-mcp
Claim
MCP server for JLCPCB/LCSC component search, live stock and pricing, datasheets…
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| 45920 |
mcp-sessions
Claim
Search and browse Claude Code conversation history across all your projects.
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| 45921 |
ProjectsMCP
Claim
A plugin-based MCP platform providing tools for project file management, Git op…
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| 45922 |
mcp-libreoffice-calc
Claim
An MCP server that enables spreadsheet operations on LibreOffice Calc workbooks…
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| 45923 |
aa-mcp-server
Claim
An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to…
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| 45924 |
Aspose.Words MCP
Claim
Aspose.Words MCP is a FastMCP-based MCP server built on top of Aspose.Words for…
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| 45925 |
mcp-server-qnap-qvs
Claim
Manages QNAP Virtualization Station (VMs, snapshots, disks, ISOs) via the QVS R…
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| 45926 |
Enables Claude to search and retrieve articles from the Sneaky Sasquatch game w…
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| 45927 |
code-dev-intel
Claim
A self-hosted MCP and HTTP server for TypeScript code intelligence, providing A…
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| 45928 |
Cerase Tasks MCP
Claim
A tasks and projects board MCP server for agents, providing create, list, and s…
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| 45929 |
omnifabric-mcp
Claim
MCP server providing SQL access to a CloudSigma OmniFabric database (MatrixOne-…
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| 45930 |
obsidian-mcp
Claim
MCP server running inside Obsidian that provides AI assistants with native acce…
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| 45931 |
hister
Claim
Your own search engine
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| 45932 |
AgentPay
Claim
AgentPay is the authorization layer between an AI agent and real spending. You …
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| 45933 |
mcp-codemap
Claim
Provides coding agents with a mental map of codebases via progressive disclosur…
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| 45934 |
@integradte/mcp
Claim
MCP server for querying Chilean electronic invoicing data via the IntegraDTE AP…
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| 45935 |
supercollider-mcp
Claim
Connects Claude Code to SuperCollider for AI-driven music composition, supporti…
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| 45936 |
OpenAPI Sync MCP
Claim
High-performance MCP server for OpenAPI specifications that parses specs, diffs…
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| 45937 |
mozaia-laws-mcp
Claim
MCP server for real-time access to Mozambican legislation, enabling search, sta…
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| 45938 |
live-connector
Claim
A Cypher-style MCP server that enables AI agents to query and edit an Ableton L…
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| 45939 |
ACDP
Claim
Enables multiple AI agents to coordinate work on the same codebase by providing…
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| 45940 |
An MCP server that gives Claude access to Ogury's campaign reporting API, enabl…
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| 45941 |
mcp-eu-ai-act
Claim
MCP server for EU AI Act compliance classification with multi-jurisdiction over…
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| 45942 |
symbiopulse
Claim
SymbioPulse is an MCP-first context layer for AI coding agents that builds pers…
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| 45943 |
jc-mcp
Claim
Provides live Chinese sports lottery (竞彩) odds for World Cup 2026 matches, incl…
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| 45944 |
Provides persistent, local-first memory with knowledge graph and hybrid search …
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| 45945 |
Enables analysis and management of iOS/macOS apps via the App Store Connect API…
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| 45946 |
mcpvault
Claim
Local, encrypted credential vault for AI agents that enables secure multi-accou…
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| 45947 |
Memory MCP Server
Claim
Captures live conversation snapshots every 5 prompts and provides semantic reca…
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| 45948 |
Supercharges any Notion workspace with an AI chatbot and MCP server, enabling n…
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| 45949 |
Enables AI assistants to search, filter, and extract job listings from LinkedIn…
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| 45950 |
img-convert MCP Server
Claim
Provides AI agents with tools to convert images between formats and inspect ima…
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