MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 4 hours, 54 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46651 |
mcp
Claim
Search websites by source code, technology stack, analyze domains, and download…
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| 46652 |
Desearch AI
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Enable real-time AI-powered search capabilities including Twitter (X) and web s…
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| 46653 |
execkit
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Stateful, structured, auditable shell sessions for AI agents over local, SSH, a…
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| 46654 |
Live Google + public LinkedIn data: search, maps, profiles, companies, jobs. Pa…
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| 46655 |
Telegram MCP Server
Claim
Model Context Protocol server for Telegram. Let AI read, search, send, and forw…
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| 46656 |
MCP Skill Registry
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A self-hostable MCP server that turns a folder of skills into callable tools vi…
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| 46657 |
utilsforagents-mcp
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A suite of essential utility tools for AI agents, featuring clean HTML-to-Markd…
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| 46658 |
lucide-mcp
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Enables searching Lucide icons by keyword tags, returning best-matching icon na…
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| 46659 |
iRacing MCP Server
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Enables AI assistants to access real-time iRacing telemetry, race information, …
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| 46660 |
FreeFeed MCP Server
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MCP server for the FreeFeed social network API. Enables reading timelines, post…
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| 46661 |
An analytics workspace where teams and agents collaborate to build dashboards a…
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| 46662 |
MCP Remote Code
Claim
Enables agent-style remote development over SSH with file operations and comman…
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| 46663 |
snowflake-mcp
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Enables LLMs to directly query and interact with Snowflake databases, supportin…
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| 46664 |
Langfuse MCP Server
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Model Context Protocol server for Langfuse observability. Query traces, analyze…
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| 46665 |
claude-memory-mcp
Claim
Provides persistent local memory for AI assistants using SQLite and semantic se…
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| 46666 |
Web Fetch MCP Server
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Enables LLMs to fetch and process web page contents by providing tools to retri…
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| 46667 |
syntax-map-mcp
Claim
Enables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files us…
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| 46668 |
Read-only UniProtKB via MCP (entries, sequences, features, GO, taxonomy, ID map…
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| 46669 |
mcp-tools-server
Claim
A general-purpose MCP server with utility tools including datetime information,…
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| 46670 |
Enables natural language Kubernetes cluster operations, SLO monitoring, and Pro…
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| 46671 |
GuruPDF
Claim
Convert, compress & merge PDFs and 100+ file formats from any AI agent. By Guru…
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| 46672 |
bitcoin-mcp-server
Claim
Honest monetary data for AI agents. Inflation, M2 vs CPI, Bitcoin vs dollar. No…
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| 46673 |
Shopee MCP Server
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Enables AI agents to automate product listing on Shopee via the Shopee Open Pla…
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| 46674 |
SQLMind
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An MCP server that provides SQL generation, validation, transpilation, and sche…
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| 46675 |
bolthub Marketplace
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Discover and call every paid API on the bolthub marketplace with automatic L402…
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| 46676 |
Finnhub MCP Server
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Connects Claude Desktop to real-time stock market data via Finnhub API, enablin…
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| 46677 |
ui-toolkit-mcp
Claim
Local, free MCP server for brand logo search and shadcn/ui component search & s…
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| 46678 |
geo-audit
Claim
Evaluates any website's AI visibility with 15 checks across crawlability, struc…
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| 46679 |
clockify_mcp
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| 46680 |
gitlab-duo-mcp-bridge
Claim
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
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| 46681 |
Kela MCP Server
Claim
Enables AI assistants to answer questions about Finnish social benefits (Kela) …
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| 46682 |
Enables AI assistants to seamlessly interact with Microsoft 365 services throug…
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| 46683 |
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
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| 46684 |
Spark MCP Optimizer
Claim
An MCP server that optimizes Apache Spark code using Claude AI, providing intel…
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| 46685 |
Graphiti MCP Demo
Claim
Enables AI agents to build real-time knowledge graphs using Zep's Graphiti memo…
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| 46686 |
debate-hall-mcp
Claim
Enables structured multi-perspective debates with Wind (explore), Wall (constra…
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| 46687 |
Backlink tools for AI assistants: redirect, Google index, and backlink health c…
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| 46688 |
ActiveDirectoryMCP
Claim
A comprehensive MCP server for managing Active Directory environments through L…
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| 46689 |
A MCP server that allows users to interact with HiveServer2 through an API inte…
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| 46690 |
mcp-discord-bridge
Claim
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
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| 46691 |
cloudwatch-mcp
Claim
Provides AI assistants with read-only access to AWS CloudWatch Logs for product…
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| 46692 |
Mevoric
Claim
Unified memory and agent bridge for Claude Code, enabling cross-tab messaging, …
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| 46693 |
changegamer
Claim
Agent-first resource directory for AI agents: protocols, security, RAG, memory,…
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| 46694 |
mcp-server
Claim
AI-powered email & WhatsApp for teams — manage your shared inbox from Claude, C…
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| 46695 |
Manages student leave requests and approvals, integrated with GitHub Copilot fo…
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| 46696 |
Fish Audio MCP Server
Claim
Enables natural language-driven speech synthesis using Fish Audio's Text-to-Spe…
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| 46697 |
Transcribe and understand local audio/video with CrispASR and local models only.
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| 46698 |
mcp-zenodo
Claim
A comprehensive MCP server for interacting with Zenodo records, enabling search…
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| 46699 |
chart-context
Claim
Read-only MCP server: AI agents read your live MyLinedChart desktop chart conte…
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| 46700 |
data_sync_mcp
Claim
An MCP server optimized for user profile and audience data synchronization task…
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