MCP Server Quality Scores
Independent quality analysis of 49876 public MCP servers
Last updated 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48351 |
repl-mcp
Claim
Enables creation and management of persistent REPL sessions for various languag…
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| 48352 |
An MCP server that visually reviews UI edit requests by comparing screenshots b…
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| 48353 |
clickhouse
Claim
Enables AI assistants to query and manage ClickHouse databases, supporting SELE…
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| 48354 |
jupyter-editor-mcp
Claim
An MCP server for programmatically editing Jupyter notebooks, offering 29 tools…
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| 48355 |
mcp-server
Claim
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| 48356 |
mcpSovereign SDK
Claim
A two-sided marketplace that enables AI agents to buy and sell datasets, prompt…
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| 48357 |
A Model Context Protocol server that enables AI assistants like Claude to gener…
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| 48358 |
MCP server for information collection, text analysis, and content generation, e…
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| 48359 |
DesignBot MCP
Claim
Forwards messages to the Designsystemet assistant endpoint, enabling access thr…
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| 48360 |
memorybridge
Claim
Cross-tool AI memory MCP server for Claude Code, Cursor, Antigravity, Windsurf,…
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| 48361 |
ClawPay
Claim
Connects AI agents to payment processors (Lithic, Stripe, PayPal) for automated…
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| 48362 |
A Model Context Protocol server that provides AI assistants with access to Fetc…
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| 48363 |
Shopify MCP
Claim
Enables natural language management of Shopify stores, including orders, custom…
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| 48364 |
MCP Art Supply Store
Claim
A comprehensive business management server with 36 tools for running an art sup…
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| 48365 |
MCP File Manager
Claim
A full-stack web application that allows users to upload, view, edit, and delet…
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| 48366 |
dida-mcp-server
Claim
Enables AI assistants to manage TickTick/Dida365 tasks, projects, and tags thro…
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| 48367 |
CodeWiki MCP Server
Claim
Integrates with Google CodeWiki to search, fetch, and cache documentation for G…
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| 48368 |
avots
Claim
Image, video, audio, face-swap, talking avatars and chat across 300+ AI models,…
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| 48369 |
HiveAgent — The Agentzon
Claim
498 MCP tools across 12 industry verticals. Marketplace, escrow, DeFi, legal, h…
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| 48370 |
openbci-mcp
Claim
MCP server for OpenBCI hardware via BrainFlow, enabling board connection, strea…
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| 48371 |
Office MCP Server
Claim
MCP server for Microsoft Office file operations. Read, write, and create Excel,…
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| 48372 |
Rexi MCP Server
Claim
Enables AI assistants to interact with the Rexi API through a comprehensive wra…
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| 48373 |
todo-mcp-server
Claim
A TODO management MCP server using Cloudflare Workers and D1 database, enabling…
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| 48374 |
rhodium11-mcp
Claim
MCP server for Rhodium11 that exposes 19 tools for managing projects, schedules…
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| 48375 |
Provide AI assistants with up-to-date access to Google Workspace APIs and servi…
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| 48376 |
An integration server that connects to gpt-image-1 and Gemini imagen4 models, a…
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| 48377 |
PostgreSQL MCP Server
Claim
Provides AI assistants with safe, controlled access to PostgreSQL databases wit…
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| 48378 |
An MCP server that provides web development tools including taking screenshots …
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| 48379 |
Shopify MCP Server
Claim
Enables querying Shopify store data (products, customers, orders) via GraphQL A…
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| 48380 |
avanan-legacy-mcp
Claim
A legacy MCP server for Avanan cloud email security, providing tools to manage …
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| 48381 |
Linux automation. 92+ MCP tools: windows, input, screenshots, clipboard, print,…
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| 48382 |
SuperMemory
Claim
MCP-first agent learning: capture failures, validate lessons, retrieve context,…
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| 48383 |
Comprehensive MCP server for analyzing GitHub pull requests, detecting security…
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| 48384 |
VibeServe
Claim
A production-grade MCP server that turns natural language intent into fully-arc…
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| 48385 |
Enables creation, reading, and manipulation of Excel workbooks without Microsof…
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| 48386 |
odoo-superior-mcp
Claim
Enhanced Model Context Protocol (MCP) server for Odoo ERP with advanced tools f…
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| 48387 |
pg-mcp
Claim
A Model Context Protocol server for PostgreSQL that enables database operations…
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| 48388 |
mcp--server
Claim
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| 48389 |
JSON Contracts
Claim
JSON contract registry and validator for structured LLM and agent outputs.
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| 48390 |
hyperliquid-mcp
Claim
Enables AI assistants to securely trade on Hyperliquid perpetual exchange, incl…
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| 48391 |
sequentialthinking
Claim
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| 48392 |
Sage MCP
Claim
An academic research server that provides LLMs with full-text search and retrie…
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| 48393 |
Enables AI assistants to interact with Zephyr Scale Cloud for test management, …
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| 48394 |
how-to-cook
Claim
An AI recipe recommendation server based on the MCP protocol, providing functio…
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| 48395 |
cognition-wheel
Claim
Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthe…
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| 48396 |
Okareo
Claim
Simulation, evaluation and monitoring for voice agents.
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| 48397 |
syncause-debug-mcp
Claim
Enables AI agents to query runtime debugging facts (stack traces, logs, functio…
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| 48398 |
date
Claim
Manage dates and times effortlessly. Retrieve the current date and time, find t…
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| 48399 |
ai-changelog-writer
Claim
Cloudflare Workers MCP server: ai-changelog-writer
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| 48400 |
DiscreteRate
Claim
Run DRS demos (Fast-Slow Drain, Hamburger Duo, Valdez Tanker) and explore the p…
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