MCP Server Quality Scores
Independent quality analysis of 45235 public MCP servers
Last updated 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45001 |
Databricks MCP Server
Claim
Enables LLMs to manage Databricks clusters, jobs, and notebooks while providing…
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| 45002 |
Generate production-ready n8n workflows from plain language.
Validate, test, a…
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| 45003 |
front-asset-intel-mcp
Claim
Exposes precomputed asset research and rubric summaries for analyst agents, ena…
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| 45004 |
Okareo
Claim
Simulation, evaluation and monitoring for voice agents.
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| 45005 |
akm-bridge
Claim
MCP server for AKM v0.8.1, exposing 14 read-only tools via JSON-RPC over stdio …
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| 45006 |
nextjs-agent-mcp
Claim
An MCP server that lets an AI agent drive and inspect a running Next.js app, wi…
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| 45007 |
qldt-hanu-mcp
Claim
MCP server for the QLDT HANU student management system, enabling AI assistants …
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| 45008 |
Access a 24/7 AI senior developer with 26 specialized tools for the full softwa…
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| 45009 |
agent-loop-detector
Claim
Cloudflare Workers MCP server: agent-loop-detector
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| 45010 |
genome-map
Claim
Access industrial fingerprint data for insight into supply chain and company pe…
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| 45011 |
oitvoip-mcp-server
Claim
A Model Context Protocol (MCP) server that provides AI agents with seamless acc…
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| 45012 |
devkits
Claim
12 local developer tools: JSON, Base64, JWT, regex, hash, UUID, Markdown, diff,…
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| 45013 |
react-design-systems-mcp
Claim
Provides component information, usage guidelines, and code generation for AWS C…
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| 45014 |
Selenium MCP Server
Claim
Exposes Selenium WebDriver as an MCP server, enabling AI agents and LLMs to con…
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| 45015 |
breeze-mcp
Claim
Residential proxy mcp for AI agents — fetch, search, and access geo-restricted …
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| 45016 |
Ghost MCP Server
Claim
Enables interaction with Ghost CMS through the Ghost Admin API via LLM interfac…
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| 45017 |
Enables natural language search and analysis of arXiv academic papers with AI-p…
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| 45018 |
A FastMCP server that provides weather-related tools using the QWeather API, en…
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| 45019 |
cockpit-mcp
Claim
40 AI prompts + self-hosted ops dashboard for homelab and small-team sysadmins
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| 45020 |
zenhub-mcp
Claim
Provides full access to the ZenHub GraphQL API. Enables project management oper…
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| 45021 |
Enables AI assistants to manage GitHub Projects V2, including items, fields, an…
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| 45022 |
An MCP server implementation that enables generation of Google Ads content thro…
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| 45023 |
PageDrop MCP
Claim
Deploy and manage instant HTML sites with paste, upload, and ZIP deploy
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| 45024 |
Enables interaction with the AssemblyLine 4 malware analysis platform, allowing…
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| 45025 |
Search and retrieve LinkedIn ads effortlessly. Utilize powerful tools to find a…
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| 45026 |
Access Smartschool courses, grades, assignments, and messages through the Model…
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| 45027 |
Norric
Claim
Swedish B2B intelligence: insolvency risk, BRF health & procurement signals fro…
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| 45028 |
Pulls from public H1B visa filings (Department of Labor LCA database) plus anci…
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| 45029 |
prexist
Claim
Search across 9 platforms to find existing products similar to your idea.
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| 45030 |
AI-Kline MCP Server
Claim
MCP server for A-share stock technical analysis and AI prediction, enabling LLM…
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| 45031 |
Ganty MCP
Claim
Gantt chart SaaS with server-side critical path and dependency-aware shift-impa…
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| 45032 |
aihot-mcp
Claim
AI HOT 资讯 MCP Server - 让 Claude Code 直接获取 AI 行业日报和动态
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| 45033 |
agentmemorymcp-mcp
Claim
A paid remote MCP for agent memory MCP, built to return verdicts, receipts, usa…
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| 45034 |
mcp-gera-lens
Claim
GeraLens MCP (placeholder) — ambient camera-activated service discovery. Launch…
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| 45035 |
Enable seamless integration with decentralized data marketplaces by providing a…
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| 45036 |
COTI Private Assets
Claim
Manage COTI accounts, deploy private ERC20 and ERC721 contracts, and transfer t…
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| 45037 |
Wireshark MCP Server
Claim
Enterprise network analysis platform that enables AI-powered packet analysis, t…
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| 45038 |
User agent string parser API for AI agents. Parse any user agent into structure…
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| 45039 |
LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon…
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| 45040 |
Madgicx
Claim
Connect directly to your Madgicx account and manage your Meta Ads through plain…
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| 45041 |
memory-nexus-cloud
Claim
Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowled…
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| 45042 |
GhidraMCP
Claim
MCP server that allows LLMs to autonomously reverse engineer applications using…
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| 45043 |
Spreedly MCP Server
Claim
Enables AI assistants to manage payments via Spreedly API, including gateways, …
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| 45044 |
rail-score
Claim
Responsible-AI guardrails for agents: scoring with policy, injection & PII dete…
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| 45045 |
ai-self-audit-mcp
Claim
MCP server for ai self audit. Features self audit, audit conversation, get cert…
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| 45046 |
6AMLD + UK MLR 2017 + FinCEN BSA AML/CFT compliance for AI-enabled transaction …
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| 45047 |
codegworkspace-mcp
Claim
A paid remote MCP for CodeG, built to return verdicts, receipts, usage logs, an…
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| 45048 |
unfetch
Claim
A download manager for humans and AI with a native MCP server: add_task, list_t…
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| 45049 |
deepfake-detector-mcp
Claim
AI-powered deepfake detector MCP server for agents. Supports detect deepfake, a…
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| 45050 |
ProofFlow
Claim
Audit infrastructure for AI coding agents with evidence-backed review and polic…
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