MCP Server Quality Scores
Independent quality analysis of 64126 public MCP servers
Last updated 5 hours, 25 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 63301 |
gitlab-mcp-server
Claim
Enables AI agents to automate the full GitLab DevOps lifecycle including repos,…
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| 63302 |
eurostat-mcp-server
Claim
Search and query 8,933 Eurostat datasets — EU economy, demography, trade, and N…
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| 63303 |
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
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| 63304 |
Jira Admin MCP Server
Claim
Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built t…
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| 63305 |
Enables LLMs to query Zilliqa validator node metrics including stake, earnings,…
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| 63306 |
mcp-server
Claim
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| 63307 |
24klabs-mcp
Claim
AI code analysis tools that plug into Claude Code, Cursor, VS Code, and any MCP…
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| 63308 |
chrome-agent-mcp
Claim
Enables AI agents to fully control Google Chrome: navigate, click, fill forms, …
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| 63309 |
Reprise
Claim
Un-flattens flat AI designs into editable layers with bit-perfect reproduction …
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| 63310 |
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
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| 63311 |
HWP MCP Server
Claim
Enables AI assistants to control Hancom's HWP/HWPX documents (Korean word proce…
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| 63312 |
Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and l…
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| 63313 |
Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote…
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| 63314 |
repo-memory-mcp
Claim
MCP server for sharing source-backed engineering memory across AI coding client…
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| 63315 |
KiCad MCP Server
Claim
An MCP server that enables AI assistants to analyze schematics, inspect PCBs, t…
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| 63316 |
brreg-mcp-server
Claim
Enables AI agents to search and retrieve Norwegian company data from the Brønnø…
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| 63317 |
Mnemexa MCP
Claim
Provides persistent, self-optimizing memory for AI agents, enabling them to rem…
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| 63318 |
InspireHEP MCP Server
Claim
An MCP server that integrates InspireHEP high-energy physics literature with LL…
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| 63319 |
Enables AI assistants to analyze OpenReplay session recordings for user behavio…
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| 63320 |
mcp-epa-envirofacts
Claim
Enables querying US EPA Envirofacts data using natural language, providing acce…
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| 63321 |
subradar
Claim
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| 63322 |
webmcp-nexus
Claim
面向 WebMCP 标准的非侵入式前端集成套件:写一个普通 TS 函数加一段 JSDoc,即可被任意 MCP 客户端调用 —— 含 SDK、Vite/Webp…
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| 63323 |
AssemblyLine MCP
Claim
Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
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| 63324 |
pjp-mcp
Claim
Find companies in HubSpot by name or domain to enrich research and outreach. Ge…
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| 63325 |
MCP SAP Business One
Claim
Enables interaction with SAP Business One Service Layer through MCP, providing …
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| 63326 |
RemoteXG MCP Server
Claim
Enables LLMs to perform distributed XGBoost training via the Model Context Prot…
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| 63327 |
claudemesh
Claim
Enables Claude Code agents to communicate and share context across sessions via…
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| 63328 |
MCPWorks
Claim
Cuts AI token costs by running user code in a secure sandbox, so data never ent…
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| 63329 |
NetMCP
Claim
Enables AI-powered optimization of Linux network performance through natural la…
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| 63330 |
telegram-mcp
Claim
Enables AI agents to read, send, and organize Telegram messages and chats. Supp…
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| 63331 |
NewsBreak Ads MCP Server
Claim
MCP server for the NewsBreak Business API that enables analytics, reporting, an…
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| 63332 |
mcp-server
Claim
Puter MCP enables AI tools to interact with Puter: manage files, websites, work…
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| 63333 |
prompt-injection-mcp
Claim
Enables security researchers to evaluate AI system defenses against prompt inje…
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| 63334 |
Cariot MCP Server
Claim
Enables querying Cariot APIs for fleet management data, including alcohol check…
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| 63335 |
MCP Apple Notes
Claim
Enables AI agents to search, read, create, and append Apple Notes using MCP too…
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| 63336 |
Enables AI assistants to deploy, initialize, and upgrade NEAR smart contracts w…
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| 63337 |
leo-running-coach
Claim
Coach Leo is an AI running coach that syncs your real training data from Strava…
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| 63338 |
mcp-aemps
Claim
Enables AI agents to query the official Spanish AEMPS/CIMA registry for real-ti…
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| 63339 |
club-mcp
Claim
Read-only MCP server for the Hyper Human Club / Fluent Community REST API. Enab…
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| 63340 |
bazel-mcp
Claim
A local MCP server that exposes Bazel build system capabilities to AI assistant…
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| 63341 |
mcp-gitlab-workflow
Claim
An MCP server for issue-driven GitLab development, automating requirement analy…
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| 63342 |
synapsis
Claim
Unified durable team memory MCP server with tools for session management, task …
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| 63343 |
Frase.io MCP Server
Claim
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content.
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| 63344 |
Dhan MCP Server
Claim
A production-ready MCP server for algorithmic trading with Dhan broker API, pro…
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| 63345 |
An MCP server that analyzes GitHub repositories and automatically generates REA…
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| 63346 |
user-review-mcp
Claim
Simulates harsh, fake user reviews to psychologically condition AI agents for e…
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| 63347 |
askme-cli
Claim
An MCP server that provides a user confirmation interface for AI assistants via…
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| 63348 |
Wise Mise MCP
Claim
AI-powered MCP server that analyzes project structures to create optimized task…
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| 63349 |
hive-mcp-prior
Claim
MCP server for Hive Prior patent priority timestamping, enabling content disclo…
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| 63350 |
mindnode-mcp
Claim
Enables reading and writing MindNode mind maps directly by parsing their on-dis…
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