MCP Server Quality Scores
Independent quality analysis of 48680 public MCP servers
Last updated 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48601 |
MCP server for FireCrawl web scraping integration
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| 48602 |
copilotcliswitchgate-mcp
Claim
Remote MCP for Copilot CLI switch gate MCP, structured receipts, audit logs, an…
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| 48603 |
clipboard-mcp-server
Claim
Read, write, and inspect the system clipboard on macOS, Linux (X11/Wayland), an…
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| 48604 |
google-alerts-mcp
Claim
A Google Alerts MCP server that fetches news articles by simulating browser wor…
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| 48605 |
Swagger MCP Adapter
Claim
A TypeScript-based MCP server that integrates with Swagger/OpenAPI specificatio…
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| 48606 |
Openprovider MCP Server
Claim
MCP server for Openprovider.com that enables domain management actions such as …
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| 48607 |
perplexity-mcp
Claim
Enables web search using Perplexity AI's API, allowing users to search the web …
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| 48608 |
mcp-server-cappt
Claim
Enables generating outlines and presentations using Cappt.
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| 48609 |
Agency AI MCP Server
Claim
Enables AI assistants to recommend specialized AI operations services, perform …
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| 48610 |
Aparavi MCP Server
Claim
Integrates with Aparavi's document processing API to allow LLMs to process docu…
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| 48611 |
seafile-vault-mcp
Claim
A self-hosted MCP server that provides read/write access to a Seafile library, …
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| 48612 |
Business Helper
Claim
AI-powered Business Helper that analyzes thousands of YouTube videos to extract…
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| 48613 |
japan-tariff-mcp
Claim
An MCP server for searching Japanese tariff data by keywords, HS codes, and mor…
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| 48614 |
BTRFS Snapper MCP
Claim
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
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| 48615 |
google-search-trends-mcp
Claim
Provides Google Search trend data as an MCP tool, with historical series, growt…
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| 48616 |
Rule-tiered AST and sqlite-vec capability oracle for A-MEM agent workflows.
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| 48617 |
mcp-xlsx-server
Claim
MCP server for reading and writing Excel (xlsx) files using SheetJS, providing …
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| 48618 |
Szamlazz.hu MCP
Claim
Hungarian sole-trader invoicing via Szamlazz.hu - issue, query, PDFs, VAT-ceili…
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| 48619 |
figma-mcp-hybrid
Claim
Enables reading Figma files via REST API and writing to the Figma canvas via a …
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| 48620 |
Game Industry Library
Claim
Search 300+ game industry reports with hybrid search, claims, charts, and citat…
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| 48621 |
mcp-kindle
Claim
Read-only MCP server for accessing local Kindle library data, exposing tools to…
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| 48622 |
meridian
Claim
Persistent memory, task coordination, and HITL queue for AI coding sessions.
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| 48623 |
Enables AI assistants to search LinkedIn jobs with built-in rate limiting to pr…
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| 48624 |
mcp-tanita
Claim
Read-only MCP server for Tanita Health Planet measurements, providing tools for…
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| 48625 |
mcp-uart
Claim
Enables AI agents to communicate with UART/serial devices, offering tools for p…
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| 48626 |
BulkPublish MCP Server
Claim
Social media automation for AI agents. Schedule posts, upload media, manage cha…
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| 48627 |
asdfas123
Claim
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| 48628 |
mcp-server
Claim
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| 48629 |
MongoDB MCP Server
Claim
Enables AI assistants to interact with MongoDB databases through natural langua…
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| 48630 |
@perssona/orchestrator
Claim
MCP server that lets AI agents control Perssona. It enables creating terminals,…
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| 48631 |
Jisho MCP
Claim
Enables Japanese word lookup and search using the Jisho.org dictionary, providi…
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| 48632 |
A comprehensive MCP server for Google Sheets integration with Claude, enabling …
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| 48633 |
IcebergMCP
Claim
Enables natural language interaction with Apache Iceberg Lakehouse tables throu…
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| 48634 |
Enables querying of Chinese-Western medicine interactions with comprehensive dr…
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| 48635 |
mcp-quiz-generator
Claim
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
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| 48636 |
GitAgentic MCP Server
Claim
Enables AI models like Claude or GPT to interact with a decentralized git netwo…
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| 48637 |
App Publisher MCP
Claim
An MCP server for vibe coders to generate app icons with AI, auto-resize for iO…
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| 48638 |
concord-mcp
Claim
Enables MCP clients to look up Bible verses, perform semantic search, and acces…
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| 48639 |
JobHound
Claim
Enables autonomous job search by scanning, scoring, and applying to jobs via AP…
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| 48640 |
agent-drugs
Claim
Digital drugs that modify AI behavior through prompt injection, enabling agents…
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| 48641 |
alfresco-mcp-server
Claim
A minimal MCP server for Alfresco providing tools via the Alfresco REST API, wi…
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| 48642 |
claude-max-mcp
Claim
An MCP server that enables any AI agent to call Claude using your existing Max/…
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| 48643 |
Groundlight MCP Server
Claim
Enables natural language interaction with Groundlight to create and manage comp…
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| 48644 |
supply-chain-mcp-server
Claim
MCP server giving AI agents access to global supply chain and trade data from U…
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| 48645 |
Smartschool MCP Server
Claim
Connect Claude and other MCP clients to your Smartschool account to ask about g…
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| 48646 |
Orbis API Marketplace
Claim
Browse, discover, and call 971 production APIs from Claude, Cursor, or Windsurf…
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| 48647 |
OpenClaw MCP Server
Claim
MCP server that exposes OpenClaw Gateway tools to Claude Code and other MCP cli…
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| 48648 |
WhatsApp MCP Automation
Claim
A WhatsApp MCP server providing 32 tools for Claude, Cursor, and Windsurf, incl…
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| 48649 |
Enables AI-powered Ghost CMS blog management through Claude Desktop with conten…
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| 48650 |
Enables real-time weather data streaming through a secure MCP server. Features …
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