MCP Server Quality Scores
Independent quality analysis of 66913 public MCP servers
Last updated 4 hours, 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 65651 |
Jobs Base
Claim
Builder roles like founding engineers, solo builders, and "0 to 1" positions ar…
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| 65652 |
Enables AI agents to search, audit, and install open-source AI skills and MCP s…
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| 65653 |
mcp-reranker
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A generic Model Context Protocol (MCP) server for high-accuracy document rerank…
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| 65654 |
toolweave
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One MCP endpoint for Claude, GPT & Gemini: 100+ tools + no-code connectors + ag…
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| 65655 |
Google SEO MCP
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Enables querying Google Search Console and Google Analytics 4 through natural l…
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| 65656 |
WebTool MCP Server
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Provides web browsing, multi-engine search, and news retrieval tools for local …
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| 65657 |
4get MCP Server
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Provides web, image, and news search capabilities via the 4get meta search engi…
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| 65658 |
Spark MCP Optimizer
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An MCP server that optimizes Apache Spark code using Claude AI, providing intel…
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| 65659 |
Food Delivery MCP Server
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Enables users to search restaurants, view menus, place orders, and check order …
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| 65660 |
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
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| 65661 |
agent-guild
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Free self-serve Agent Passports for AI agents: signed, portable, offline-verifi…
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| 65662 |
eBay MCP Server
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Enables eBay sellers to manage inventory, view orders, handle messages, and bro…
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| 65663 |
Converts X (Twitter) posts into JSON, PDF, PNG, Markdown, or Slack/Discord mess…
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| 65664 |
Edge DevTools MCP
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Enables control of Microsoft Edge browser via the DevTools protocol, supporting…
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| 65665 |
zesarux-mcp
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Controls the ZEsarUX ZX Spectrum emulator via ZRCP protocol for debugging, memo…
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| 65666 |
Local-MCP-server
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Enables tool-calling LLMs to search the internet, capture website images, extra…
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| 65667 |
datadog-mcp
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Retrieves logs from Datadog for a specified Kubernetes cluster and namespace, e…
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| 65668 |
velog-mcp
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Enables AI assistants to read, search, and write Velog blog posts. Supports pos…
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| 65669 |
pdf-toolkit-mcp
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A comprehensive MCP server with 37 tools for PDF operations including reading, …
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| 65670 |
Neptime MCP Server
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Integrates with the Neptime.io video platform, providing 39 tools for video man…
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| 65671 |
sentou
Claim
Enables publishing and updating Claude artifacts or HTML to private, access-con…
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| 65672 |
governed-mcp
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MCP server that enforces governance on agentic decisions with auditable evidenc…
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| 65673 |
Scan any codebase, generate CONVENTIONS.md, expose conventions as MCP tools for…
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| 65674 |
JSON Path MCP Server
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MCP server that provides tools to read JSON files and query data using jsonPath…
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| 65675 |
dub-mcp
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A Model Context Protocol server for Dub that enables creating, updating, deleti…
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| 65676 |
Ridge MCP Server
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Enables ridge-based accounting anomaly analysis in Claude Desktop, allowing use…
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| 65677 |
SQLite Cloud MCP Server
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Enables AI models to interact with SQLite Cloud databases, supporting SQL queri…
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| 65678 |
ine-esp-mcp
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| 65679 |
Enables LLMs to search and retrieve Japanese real estate data through unified a…
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| 65680 |
Chaos-MCP
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On-demand micro-mutation sandbox for AI test verification that maps weaknesses …
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| 65681 |
TriCaster MCP Server
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An MCP server that lets Claude control a Vizrt TriCaster via its HTTP API, enab…
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| 65682 |
Instagram MCP Server
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Enables AI agents to access Instagram Business account analytics and insights, …
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| 65683 |
Bloodtest MCP Server
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A comprehensive health coaching system that combines blood test analysis with e…
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| 65684 |
Feyod MCP Server
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Enables natural language querying of Feyenoord football match data, converting …
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| 65685 |
datagovma-mcp
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MCP server for the Moroccan Open Data portal (data.gov.ma) enabling search and …
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| 65686 |
vectora
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AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Cla…
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| 65687 |
music-assistant-mcp
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Enables AI assistants to control Music Assistant for music search, library brow…
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| 65688 |
LinkedIn Buddy
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MCP server for LinkedIn automation that enables AI agents to perform LinkedIn a…
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| 65689 |
cocos-mcp-server
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Enables AI assistants to directly control the Cocos Creator 3.8.x editor via MC…
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| 65690 |
MCP Demo Server
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Model Context Protocol (MCP) server implementation demonstrating production-rea…
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| 65691 |
chronosync-mcp
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Timezone converter, world clock, date math & meeting scheduler for AI agents. N…
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| 65692 |
Wasim Unity MCP Bridge
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Enables ChatGPT to interact with the Unity Editor via MCP, using a PowerShell c…
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| 65693 |
open-brain-mcp
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An MCP server for storing and retrieving thoughts, notes, and ideas with semant…
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| 65694 |
Nextdev MCP
Claim
Recommends APIs to AI agents based on agent-readiness and use-case keyword over…
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| 65695 |
Warhammer MCP
Claim
MCP server + Foundry VTT module for WFRP4e that lets AI clients interact with a…
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| 65696 |
Arkana
Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
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| 65697 |
Boilerplate MCP Server
Claim
A foundation for developing custom Model Context Protocol servers in TypeScript…
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| 65698 |
Enables AI agents to send emails and append content to Google Docs using Gmail …
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| 65699 |
avots-mcp
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Hosted multi-model AI media + chat MCP server. Generates images, video, audio, …
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| 65700 |
Provides a sequentialthinking tool for dynamic, reflective problem-solving via …
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