MCP Server Quality Scores
Independent quality analysis of 66495 public MCP servers
Last updated 1 hour, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 57651 |
Allure TestOps MCP
Claim
Production-ready MCP server for Allure TestOps, enabling test case, launch, tes…
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| 57652 |
zoho-books-mcp
Claim
A safety-gated MCP server for Zoho Books that enables AI agents to perform gene…
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| 57653 |
developer-presence-mcp
Claim
Enables querying GitHub repos and stats, and managing DEV.to articles (list, cr…
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| 57654 |
Narwal MCP Server Clone
Claim
A TypeScript MCP server for querying React component documentation, searching a…
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| 57655 |
Chatvolt MCP Server
Claim
Extends AI agents with tools to manage agents, query datastores, and handle CRM…
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| 57656 |
Enables MCP-capable agents to retrieve relevant slices of a user-story knowledg…
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| 57657 |
MCP Server Trello
Claim
Enables AI agents to manage Trello boards, lists, cards, checklists, and worksp…
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| 57658 |
MCP Knowledge Service
Claim
Provides hybrid retrieval (dense + BM25 + RRF) with collection-based isolation …
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| 57659 |
marp-agent-mcp
Claim
MCP server for generating slides from natural language, with interactive previe…
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| 57660 |
CarlaMCP
Claim
Enables natural language-driven creation and execution of autonomous-vehicle sc…
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| 57661 |
abrp-mcp
Claim
An unofficial MCP server for A Better Routeplanner that enables EV route planni…
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| 57662 |
infinity-bemind
Claim
Enables querying sprint board capacity and task data for a team, allowing Claud…
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| 57663 |
mcp-grampsweb
Claim
An MCP server that enables AI assistants to search, retrieve, and create geneal…
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| 57664 |
safehold
Claim
Local, encrypted MCP vault for passports, IDs, visas and photos. You control ac…
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| 57665 |
Tycana
Claim
Your AI assistant is brilliant but amnesiac. Every conversation starts from zer…
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| 57666 |
calculator-mcp
Claim
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| 57667 |
sample-mcp
Claim
A sample MCP server built with Node.js and TypeScript, demonstrating the three …
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| 57668 |
us-eli-mcp
Claim
MCP server for the Congress.gov API that tracks US federal legislative process,…
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| 57669 |
fathom-mcp
Claim
Provides AI assistants access to Fathom meeting recordings, summaries, and tran…
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| 57670 |
chatmcp_memory
Claim
Enables large language models to remember past conversations by querying chat h…
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| 57671 |
api
Claim
MarketCheck automotive data: search US/UK listings, predict prices, decode VINs…
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| 57672 |
Unilytics MCP Server
Claim
Marketing analytics MCP server with 21 tools for SEO, keyword research, backlin…
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| 57673 |
A remote MCP server for expense tracking, providing tools to add, list, update,…
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| 57674 |
Provides chess-related tools via the Model Context Protocol, integrating with t…
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| 57675 |
metabase-mcp-server
Claim
Enables AI agents to read-onlyly access Metabase instances, query databases usi…
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| 57676 |
Enables LLMs to dynamically search, scrape, and query official documentation of…
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| 57677 |
Mnemexa MCP
Claim
Provides persistent, self-optimizing memory for AI agents, enabling them to rem…
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| 57678 |
mcp-data-issy
Claim
MCP server for querying and exploring Issy-les-Moulineaux open data datasets (c…
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| 57679 |
code-tree-mcp
Claim
An MCP server that indexes source code into a local database and provides tools…
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| 57680 |
LATS MCP Server
Claim
Enables systematic code investigation using Monte Carlo Tree Search to explore …
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| 57681 |
krusch-sequential-mcp
Claim
An advanced MCP server for reflective chain-of-thought with Semantic Plausibili…
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| 57682 |
mermaid-mcp
Claim
Fast Mermaid diagram validation and rendering (PNG/SVG) using jsdom and sharp, …
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| 57683 |
Meta Ads MCP Server
Claim
Self-hosted MCP server providing secure, multi-tenant access to Meta Marketing …
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| 57684 |
Proxytline MCP
Claim
MCP server that wraps the Proxyline proxy provider API, exposing all methods as…
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| 57685 |
Interagent
Claim
An MCP server that enables multiple Claude Code agents to communicate, share me…
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| 57686 |
artemis-mcp-server
Claim
An MCP server that lets an AI agent work with an ActiveMQ Artemis broker.
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| 57687 |
Enables on-device text translation via a local TranslateGemma LLM API, supporti…
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| 57688 |
ConnectWise MCP Server
Claim
A Docker-based MCP bridge that enables AI agents to access ConnectWise Manage d…
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| 57689 |
superpower-codex-mcp
Claim
Coordinates Codex and Antigravity CLI for a structured software development wor…
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| 57690 |
Weather MCP Server
Claim
Provides real-time weather data, forecasts, alerts, and location comparisons vi…
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| 57691 |
Centia MCP Server
Claim
Exposes the Centia API as MCP tools generated from its OpenAPI spec, enabling n…
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| 57692 |
Szamlazz.hu MCP
Claim
Hungarian sole-trader invoicing via Szamlazz.hu - issue, query, PDFs, VAT-ceili…
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| 57693 |
mcp-guide
Claim
Enables AI agents to access and manage project guidelines, documentation, and c…
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| 57694 |
Video Reader MCP
Claim
Evidence-first video MCP. Timeline document with ffprobe streams and subtitle c…
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| 57695 |
Replicate MCP Server
Claim
Enables AI image generation and editing using Replicate's official models like …
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| 57696 |
mcp-pubmed-server
Claim
A PubMed MCP server that enables LLMs to search, retrieve details, and download…
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| 57697 |
wechat-mp-mcp
Claim
Enables crawling WeChat Official Account articles via the mp.weixin.qq.com sear…
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| 57698 |
polybugger-mcp
Claim
Multi-language MCP debugger for AI agents that supports Python, JavaScript/Type…
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| 57699 |
testclaw-mcp
Claim
Provides a remote HTTP MCP layer for TestClaw, enabling MCP clients to interact…
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| 57700 |
linux-computer-use
Claim
Enables AI agents to control Linux/X11 desktops by providing tools for taking s…
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