MCP Servers: The Complete Directory & Live Ranking
A complete directory of Model Context Protocol (MCP) servers, ranked by real adoption, GitHub growth, maintenance, and security, not opinion - with an in-depth page for every server.
What Is an MCP Server, and How Do You Install One?
What it is
An MCP server is a small program that exposes tools, data, and prompts to an AI application through the Model Context Protocol (MCP) - the open standard Anthropic released in November 2024. It runs locally over stdio, or remotely over Streamable HTTP, and any MCP-capable client can connect to it the same way, without custom integration code per app.
How to install one
Open your MCP client's config and point it at the server: edit claude_desktop_config.json in Claude Desktop, ~/.cursor/mcp.json in Cursor, .vscode/mcp.json in VS Code, or run claude mcp add in Claude Code. Every row in the directory below has a ready-to-copy install command for whichever client it supports - expand a row to get it.
As of July 6, 2026, this is a live, free MCP servers list ranking the best and most popular Model Context Protocol servers by real data. zplatform.ai tracks publicly listed MCP servers in the official MCP Registry that have a working install method and real adoption (228 ranked today, 501.9k combined GitHub stars). An MCP server is a program that exposes tools, data, and prompts to AI apps like Claude, Cursor, and ChatGPT through MCP - the open standard Anthropic released in November 2024. Ranked by adoption, growth, maintenance, and security, not opinion - and the list grows automatically as new servers are published. How we choose and rank →
The best MCP servers as of July 6, 2026, ranked by our composite score (adoption, growth, maintenance, trust and security):
- Codebase Memory - AI & Memory, 27.1k GitHub stars, quality score 96/100.
- Chrome DevTools MCP - Developer Tools, 46k GitHub stars, quality score 93/100.
- Agent Skills Search Server - Search & Web, 22.5k GitHub stars, quality score 92/100.
- mcp-server - Productivity, 42.6k GitHub stars, quality score 91/100.
- Oh My Posh Validator - Other, 23.0k GitHub stars, quality score 91/100.
Every MCP Server, Ranked
Every Model Context Protocol server that clears our quality gate and adoption floor, scored on a transparent composite of adoption, growth, maintenance, trust and security. Search, filter, or sort by any column - every row opens an in-depth profile with install snippets, security, and metrics.
| # | Server | Stars | 30-day | Downloads | Updated | Type | Security | Transport | Quality |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Codebase Memory AI & Memory · io.github.DeusData/codebase-memory-mcp | 27.1k | +24.7% | 1.4k | today | Community | No known advisory | stdio | 96 |
Codebase Memory is a community Model Context Protocol server in the AI & Memory category, with 27.1k GitHub stars, last updated today. It scores 96/100 on zplatform.ai's quality composite. codebase-memory-mcp is an open-source MCP server that indexes any codebase into a persistent knowledge graph so AI coding agents answer structural questions with ~120x fewer tokens. 158 languages, Hybrid LSP type resolution, local semantic vector search, code-clone detection, sub-1ms queries,...
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| 2 | Chrome DevTools MCP Developer Tools · io.github.ChromeDevTools/chrome-devtools-mcp | 46k | +2.9% | - | today | Official | Patched | stdio | 93 |
| Chrome DevTools MCP is a first-party Model Context Protocol server in the Developer Tools category, with 46k GitHub stars, last updated today. It scores 93/100 on zplatform.ai's quality composite. Chrome DevTools for agents ( chrome-devtools-mcp ) lets your coding agent (such as Antigravity, Claude, Cursor or Copilot) control and inspect a live Chrome browser. It acts as a Model-Context-Protocol (MCP) server, giving your AI coding assistant access to the full power of Chrome DevTools for reliable automation, in-depth debugging, and performance analysis. A CLI is also provided for use... Our take: Google's own MCP server for Chrome DevTools. It lets an assistant inspect the DOM, read console and network logs, and drive a real Chrome instance for debugging and performance audits. First-party, actively maintained, and the obvious pick if you want an AI to debug a live page.
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| 3 | Agent Skills Search Server Search & Web · ai.com.mcp/skills-search | 22.5k | +6% | - | 5d ago | Official | Not checked | Streamable HTTP | 92 |
Agent Skills Search Server is a first-party Model Context Protocol server in the Search & Web category, with 22.5k GitHub stars, last updated 5d ago. It scores 92/100 on zplatform.ai's quality composite. Discover, install, and manage cutting-edge MCP servers and CLI tools. Open your APIs to the AI world. Instantly. Securely. Effortlessly.
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| 4 | mcp-server Productivity · com.puter/mcp-server | 42.6k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 91 |
mcp-server is a first-party Model Context Protocol server in the Productivity category, with 42.6k GitHub stars, last updated yesterday. It scores 91/100 on zplatform.ai's quality composite. [](https://puter.com/) # Puter ## Everything You Need, To Work, Create, and Play. All in One Place! [Featured Apps](https://apps.puter.com/) [Developer](https://developer.puter.com/) [Open-Source](https://github.com/HeyPuter/puter) ## Log in Email or username... Our take: Connects an AI to Puter, a web-based operating system, to manage files, sites, and workers. Broad surface area is the appeal and the caution: review exactly what you are granting before you wire it in.
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| 5 | Oh My Posh Validator Other · dev.ohmyposh/validator | 23.0k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 91 |
Oh My Posh Validator is a first-party Model Context Protocol server in the Other category, with 23.0k GitHub stars, last updated yesterday. It scores 91/100 on zplatform.ai's quality composite. What is the Oh My Posh MCP Server?
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| 6 | Scrapling MCP Server Cloud · io.github.D4Vinci/Scrapling | 68.3k | +1.7% | 194.6k | today | Community | No known advisory | stdio | 91 |
Scrapling MCP Server is a community Model Context Protocol server in the Cloud category, with 68.3k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. Scrapling - Effortless Web Scraping for the Modern Web! Our take: A stealth web-scraping server with real-browser and Cloudflare-bypass modes, and the highest star count in this list. Capable, but the bypass features put the ethical and legal burden squarely on you.
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| 7 | Skyvern Search & Web · io.github.Skyvern-AI/skyvern | 22.1k | 0% | - | today | Official | Not checked | Streamable HTTP | 91 |
| Skyvern is a first-party Model Context Protocol server in the Search & Web category, with 22.1k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. <h1 align="center" <a href="https://www.skyvern.com" <picture <source media="(prefers-color-scheme: dark)" srcset="fern/images/skyvern logo.png"/ <img height="120" src="fern/images/skyvern logo blackbg.png"/ </picture </a <br / </h1 <p align="center" 🐉 Automate Browser-based workflows using LLMs and Computer Vision 🐉 </p <p align="center" <a href="https://www.skyvern.com/" <img... Our take: A vision-plus-LLM browser-automation agent that navigates, clicks, and fills forms. Popular for scraping and RPA-style flows. Powerful, but autonomous browsing on live sites deserves guardrails and respect for each site's terms.
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| 8 | XcodeBuildMCP Productivity · com.xcodebuildmcp/XcodeBuildMCP | 6k | 0% | 77.7k | today | Official | No known advisory | stdio | 90 |
| XcodeBuildMCP is a first-party Model Context Protocol server in the Productivity category, with 6k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. <img src="assets/banner.png" alt="XcodeBuild MCP" width="600"/ A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects. XcodeBuildMCP ships as a single package with two modes: a CLI for direct terminal use and an MCP server for AI coding agents. Either install method gives you both. Verify either install: Drop-in config snippets... Our take: Build, run, and manage Xcode projects and simulators from an AI. The go-to server for iOS and macOS development workflows, and one of the few that meaningfully helps native Apple developers.
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| 9 | Repowise Productivity · dev.repowise/repowise | 3.2k | +20.5% | 4.3k | yesterday | Official | No known advisory | stdio | 89 |
Repowise is a first-party Model Context Protocol server in the Productivity category, with 3.2k GitHub stars, last updated yesterday. It scores 89/100 on zplatform.ai's quality composite. Codebase intelligence for AI agents: auto-generated wiki, 9 MCP tools, and defect-validated code health. 96% fewer context tokens. Open source, self-hostable.
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| 10 | comfyui-mcp Developer Tools · io.github.artokun/comfyui-mcp | 287 | +34.7% | 27.2k | today | Community | No known advisory | stdio | 89 |
| comfyui-mcp is a community Model Context Protocol server in the Developer Tools category, with 287 GitHub stars, last updated today. It scores 89/100 on zplatform.ai's quality composite. The local-first, agent-native control plane for ComfyUI - an MCP server + live sidebar agent that generates images, video and audio, authors and runs workflows, manages models and custom nodes, and edits your live ComfyUI graph in natural language . Bring whatever model you have: Claude or ChatGPT on your subscription, Gemini on your Google login, a free local model via Ollama (fully offline),...
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| 11 | World Monitor Other · app.worldmonitor/mcp | 61.4k | 0% | - | today | Official | Not checked | Streamable HTTP | 88 |
World Monitor is a first-party Model Context Protocol server in the Other category, with 61.4k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. By the time it's news, you already knew. Conflicts, shipping chokepoints, military flights, markets and cyber on one free live world map, with AI analysis. No signup.
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| 12 | Azure MCP Server Cloud · com.microsoft/azure | 3.4k | +1.1% | 114.1k | today | Official | Patched | stdio | 88 |
| Azure MCP Server is a first-party Model Context Protocol server in the Cloud category, with 3.4k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. Model Context Protocol (MCP) is an open protocol that standardizes how applications provide context to large language models (LLMs). It allows AI applications to connect with various data sources and tools in a consistent manner, enhancing their capabilities and flexibility. MCP follows a client-server architecture: - MCP Hosts : Applications like AI assistants or IDEs that initiate... Our take: Microsoft's official Azure server, exposing a wide set of Azure management tools to an AI. First-party and powerful; given the blast radius of cloud access, lock it to scoped, least-privilege credentials.
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| 13 | Microsoft Fabric MCP Server Other · com.microsoft/microsoft-fabric | 3.4k | +1.1% | - | today | Official | No known advisory | stdio | 88 |
| Microsoft Fabric MCP Server is a first-party Model Context Protocol server in the Other category, with 3.4k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. Model Context Protocol (MCP) is an open protocol that standardizes how applications provide context to large language models (LLMs). It allows AI applications to connect with various data sources and tools in a consistent manner, enhancing their capabilities and flexibility. MCP follows a client-server architecture: - MCP Hosts : Applications like AI assistants or IDEs that initiate...
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| 14 | Airweave Search Search & Web · io.github.airweave-ai/search | 6.5k | 0% | - | 1mo ago | Official | No known advisory | stdioStreamable HTTP | 88 |
| Airweave Search is a first-party Model Context Protocol server in the Search & Web category, with 6.5k GitHub stars, last updated 1mo ago. It scores 88/100 on zplatform.ai's quality composite. <p align="center" <a href="https://app.airweave.ai" target=" blank" rel="noopener noreferrer" <picture <source media="(prefers-color-scheme: dark)" srcset="frontend/public/logo-airweave-darkbg.svg"/ <source media="(prefers-color-scheme: light)" srcset="frontend/public/logo-airweave-lightbg.svg"/ <img width="400" alt="Airweave" src="frontend/public/logo-airweave-darkbg.svg"/ </picture </a </p...
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| 15 | anytype-mcp Developer Tools · io.github.anyproto/anytype-mcp | 467 | +1.1% | 44.8k | 7d ago | Official | No known advisory | stdio | 88 |
| anytype-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 467 GitHub stars, last updated 7d ago. It scores 88/100 on zplatform.ai's quality composite. <a href="https://npmjs.org/package/@anyproto/anytype-mcp" <img src="https://img.shields.io/npm/v/@anyproto/anytype-mcp.svg" alt="NPM version" height="20" / </a <a...
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| 16 | basic-memory AI & Memory · io.github.basicmachines-co/basic-memory | 3.4k | +1.4% | 9.1k | yesterday | Official | No known advisory | stdio | 88 |
| basic-memory is a first-party Model Context Protocol server in the AI & Memory category, with 3.4k GitHub stars, last updated yesterday. It scores 88/100 on zplatform.ai's quality composite. Claude, Codex, or Cursor connected in 30 seconds. No Python, no JSON, no terminal. $15.00/mo locked in for life (12.50/mo yearly pricing). 7-day free trial - cancel any time before day 7 if it's not for you. Beta pricing - sign up now and your rate never goes up. OSS users: code BMFOSS takes another 20% off for 3 months. Start free trial → Give your team a single, shared cloud workspace.... Our take: Local-first knowledge management that syncs to plain Markdown files. One of the cleaner approaches to persistent AI memory: your data stays human-readable on disk instead of locked in a vector store.
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| 17 | Windows-MCP Developer Tools · io.github.CursorTouch/Windows-MCP | 6.3k | +1% | 5.3k | yesterday | Official | Patched | stdio | 88 |
| Windows-MCP is a first-party Model Context Protocol server in the Developer Tools category, with 6.3k GitHub stars, last updated yesterday. It scores 88/100 on zplatform.ai's quality composite. <div align="center" <h1 🪟 Windows-MCP</h1 <a href="https://github.com/CursorTouch/Windows-MCP/blob/main/LICENSE" <img src="https://img.shields.io/badge/license-MIT-green" alt="License" </a <img src="https://img.shields.io/badge/python-3.13%2B-blue" alt="Python" <img src="https://img.shields.io/badge/platform-Windows%207 - 11-blue" alt="Platform: Windows 7 to 11" <img... Our take: A computer-use server that lets an AI control the Windows desktop. Impressive and genuinely risky: this is full desktop automation, so run it in a VM or sandbox, never on your daily driver.
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| 18 | PostHog MCP Server Developer Tools · io.github.PostHog/mcp | 35.3k | 0% | - | today | Official | Not checked | Streamable HTTPSSE | 88 |
| PostHog MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 35.3k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. <p align="center" <img alt="posthoglogo" src="https://user-images.githubusercontent.com/65415371/205059737-c8a4f836-4889-4654-902e-f302b187b6a0.png" </p <p align="center" <a href='https://posthog.com/contributors' <img alt="GitHub contributors" src="https://img.shields.io/github/contributors/posthog/posthog"/ </a <a href='http://makeapullrequest.com' <img alt='PRs Welcome'... Our take: PostHog's official server for product analytics, feature flags, and experiments. First-party and a genuinely good way to let an AI answer questions about your analytics instead of you building dashboards by hand.
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| 19 | Supabase Databases · com.supabase/mcp | 2.8k | 0% | - | 6d ago | Official | No known advisory | stdioStreamable HTTP | 87 |
Supabase is a first-party Model Context Protocol server in the Databases category, with 2.8k GitHub stars, last updated 6d ago. It scores 87/100 on zplatform.ai's quality composite. Connect your AI tools to Supabase using MCP Our take: Supabase's official server: query your database, manage projects, and run SQL through an AI. Convenient, but it is database access, so use a scoped key and a read-only role unless you truly need writes.
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| 20 | sem AI & Memory · io.github.Ataraxy-Labs/sem | 3k | 0% | - | yesterday | Official | No known advisory | stdio | 87 |
sem is a first-party Model Context Protocol server in the AI & Memory category, with 3k GitHub stars, last updated yesterday. It scores 87/100 on zplatform.ai's quality composite. Agent-native infrastructure for software. Semantic version control (sem), entity-level git merge (weave), semantic code review (inspect), and a tmux sidebar for coding agents (opensessions). Git-compatible. Open source.
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| 21 | Figma-Context-MCP Design · io.github.GLips/Figma-Context-MCP | 15.3k | 0% | - | 3d ago | Community | Patched | stdio | 87 |
| Figma-Context-MCP is a community Model Context Protocol server in the Design category, with 15.3k GitHub stars, last updated 3d ago. It scores 87/100 on zplatform.ai's quality composite. <a href="https://www.framelink.ai/?utm source=github&utm medium=referral&utm campaign=readme" target=" blank" rel="noopener" <picture <source media="(prefers-color-scheme: dark)" srcset="https://www.framelink.ai/github/HeaderDark.png" / <img alt="Framelink" src="https://www.framelink.ai/github/HeaderLight.png" / </picture </a <div align="center" <h1 Framelink MCP for Figma</h1 <h3 Give your... Our take: Gives a coding agent structured access to your Figma files so it can implement designs in code. The most-used design server here, and a real time-saver for design-to-code, though output still needs a human pass.
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| 22 | OpenOSINT Communication · io.github.OpenOSINT/openosint | 915 | +15.8% | 669 | 2d ago | Official | No known advisory | stdio | 87 |
OpenOSINT is a first-party Model Context Protocol server in the Communication category, with 915 GitHub stars, last updated 2d ago. It scores 87/100 on zplatform.ai's quality composite. Open-source OSINT framework with 14 tools, MCP server for Claude, and AI-powered REPL. Investigate emails, IPs, domains, and usernames automatically.
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| 23 | exa Search & Web · ai.exa/exa | 4.7k | 0% | - | 4d ago | Official | Not checked | Streamable HTTP | 86 |
| exa is a first-party Model Context Protocol server in the Search & Web category, with 4.7k GitHub stars, last updated 4d ago. It scores 86/100 on zplatform.ai's quality composite. Connect AI assistants to Exa's search capabilities: web search, code search, and company research. Full Documentation npm Package Get Your Exa API Key Connect to Exa's hosted MCP server: Get your API key <details <summary <b Cursor</b </summary Add to ~/.cursor/mcp.json : </details <details <summary <b VS Code</b </summary Add to .vscode/mcp.json : </details <details <summary <b Claude Code</b... Our take: Exa's AI-native web search and crawling, built specifically for agents, with a newer code-search tool. Fast and well-suited to grounding answers; it is a paid API, so factor in usage costs.
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| 24 | mcp Cloud · com.cloudflare.mcp/mcp | 3.9k | 0% | - | 5d ago | Official | Not checked | Streamable HTTPSSE | 86 |
| mcp is a first-party Model Context Protocol server in the Cloud category, with 3.9k GitHub stars, last updated 5d ago. It scores 86/100 on zplatform.ai's quality composite. Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, you can find several MCP servers allowing you to connect to Cloudflare's service from an MCP client (e.g. Cursor, Claude) and use natural language to accomplish tasks through your Cloudflare account. These MCP servers allow your MCP...
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| 25 | mockserver DevOps & Monitoring · com.mock-server/mockserver | 4.9k | 0% | - | 2d ago | Official | Not checked | Streamable HTTP | 86 |
mockserver is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 4.9k GitHub stars, last updated 2d ago. It scores 86/100 on zplatform.ai's quality composite. Open-source HTTP/1.1, HTTP/2, HTTP/3, HTTPS and gRPC mock server, recording proxy, and MCP server for AI assistants. Mock any API, record and replay traffic,..., MockServer is an open-source HTTP(S) mock server, proxy, and recorder for testing. Mock any HTTP API, record and replay traffic, and...
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| 26 | mcp-server-chart Design · io.github.antvis/mcp-server-chart | 4.2k | 0% | 46.6k | 2mo ago | Official | No known advisory | stdio | 86 |
| mcp-server-chart is a first-party Model Context Protocol server in the Design category, with 4.2k GitHub stars, last updated 2mo ago. It scores 86/100 on zplatform.ai's quality composite. A Model Context Protocol server for generating charts using AntV. We can use this mcp server for chart generation and data analysis . <img width="768" alt="mcp-server-chart technical digram" src="https://mdn.alipayobjects.com/huamei qa8qxu/afts/img/A XVH-Srg-b9UAAAAAgGAAAAgAemJ7AQ/fmt.avif" / This is a TypeScript-based MCP server that provides chart generation capabilities. It allows you to... Our take: AntV's server for generating charts from data. A neat way to turn an AI's analysis into actual visualizations rather than just describing numbers.
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| 27 | Finance Toolkit Finance · io.github.JerBouma/financetoolkit | 5k | 0% | 12.8k | 8d ago | Community | No known advisory | stdioStreamable HTTP | 86 |
| Finance Toolkit is a community Model Context Protocol server in the Finance category, with 5k GitHub stars, last updated 8d ago. It scores 86/100 on zplatform.ai's quality composite. While browsing a variety of websites, I repeatedly observed significant fluctuations in the same financial metric among different sources. Similarly, the reported financial statements often didn't line up, and there was limited information on the methodology used to calculate each metric. For example, Microsoft's Price-to-Earnings (PE) ratio on the 6th of May, 2023 is reported to be 28.93...
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| 28 | apify-mcp-server Other · com.apify/apify-mcp-server | 1.7k | +14% | - | yesterday | Official | Not checked | Streamable HTTP | 85 |
| apify-mcp-server is a first-party Model Context Protocol server in the Other category, with 1.7k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. <h1 align="center" <a href="https://mcp.apify.com" <picture <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/apify/apify-mcp-server/refs/heads/master/docs/apify mcp server dark background.png" <img alt="Apify MCP Server" src="https://raw.githubusercontent.com/apify/apify-mcp-server/refs/heads/master/docs/apify mcp server white background.png" width="500"...
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| 29 | BoostedTravel Search & Web · com.boostedchat/travel | 1.4k | +13.5% | 199 | yesterday | Official | No known advisory | stdioStreamable HTTP | 85 |
| BoostedTravel is a first-party Model Context Protocol server in the Search & Web category, with 1.4k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. <div align="center" <a href="https://github.com/LetsFG/LetsFG" <img src="assets/banner.png" alt="LetsFG" width="600" </a <br Finding a flight shouldn't mean checking 47 websites. Or 3 hours of searching.<br Or having that feeling you could've got a better deal if you'd just waited a little longer. So we built something about it. <br No markup. No tracking. No price that goes up because you...
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| 30 | Svelte MCP Productivity · dev.svelte/mcp | 285 | +1.1% | 17.2k | today | Official | No known advisory | stdioStreamable HTTP | 85 |
Svelte MCP is a first-party Model Context Protocol server in the Productivity category, with 285 GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. Overview • Svelte AI documentation
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| 31 | mcp AI & Memory · io.github.appwrite/mcp | 70 | 0% | 15.4k | yesterday | Official | No known advisory | stdioStreamable HTTP | 85 |
| mcp is a first-party Model Context Protocol server in the AI & Memory category, with 70 GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. mcp-name: io.github.appwrite/mcp A Model Context Protocol server for Appwrite. It exposes Appwrite's API - databases, users, functions, teams, storage, and more - as tools your MCP client can call. Connect to the hosted server at https://mcp.appwrite.io/mcp and authenticate through your browser. The first time you connect, your client opens an Appwrite consent screen; approve the scopes and...
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| 32 | mcp-for-api AI & Memory · io.github.appwrite/mcp-for-api | 70 | +1.4% | 15.4k | yesterday | Official | No known advisory | stdio | 85 |
| mcp-for-api is a first-party Model Context Protocol server in the AI & Memory category, with 70 GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. mcp-name: io.github.appwrite/mcp A Model Context Protocol server for Appwrite. It exposes Appwrite's API - databases, users, functions, teams, storage, and more - as tools your MCP client can call. Connect to the hosted server at https://mcp.appwrite.io/mcp and authenticate through your browser. The first time you connect, your client opens an Appwrite consent screen; approve the scopes and...
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| 33 | OSS Snowflake MCP Server Databases · io.github.Snowflake-Labs/mcp | 292 | 0% | 39.5k | 2mo ago | Official | No known advisory | stdio | 85 |
| OSS Snowflake MCP Server is a first-party Model Context Protocol server in the Databases category, with 292 GitHub stars, last updated 2mo ago. It scores 85/100 on zplatform.ai's quality composite. [!CAUTION] This project is deprecated and no longer maintained. Please migrate to the official Snowflake MCP Server. The official server is actively developed, fully supported by Snowflake, and continues to add new features. This community MCP server previously provided tooling for Snowflake Cortex AI, object management, and SQL orchestration. It is no longer supported. For all new and...
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| 34 | strata Other · ai.klavis/strata | 5.8k | 0% | - | 1mo ago | Official | Not checked | Streamable HTTP | 84 |
| strata is a first-party Model Context Protocol server in the Other category, with 5.8k GitHub stars, last updated 1mo ago. It scores 84/100 on zplatform.ai's quality composite. <div align="center" <picture <img src="./docs/images/logo/cover.png" width="100%" </picture </div <div align="center" <a href="https://www.producthunt.com/products/strata-2?embed=true&utm source=badge-top-post-badge&utm medium=badge&utm source=badge-strata& 0045;2" target=" blank" <img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post...
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| 35 | postman-mcp-server Developer Tools · com.postman/postman-mcp-server | 276 | +2.6% | 10.5k | today | Official | No known advisory | stdioStreamable HTTP | 84 |
| postman-mcp-server is a first-party Model Context Protocol server in the Developer Tools category, with 276 GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. The Postman MCP Server connects Postman to AI tools, giving AI agents and assistants the ability to access workspaces, manage collections and environments, evaluate APIs, and automate workflows through natural language interactions. Postman also offers the server as an npm package. For the full installation guide with agent-specific setup, see Postman's MCP Server product page. --- The Postman...
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| 36 | voicemode Other · dev.voicemode/voicemode | 1.3k | 0% | 4.8k | 7d ago | Official | No known advisory | stdio | 84 |
| voicemode is a first-party Model Context Protocol server in the Other category, with 1.3k GitHub stars, last updated 7d ago. It scores 84/100 on zplatform.ai's quality composite. Natural voice conversations with Claude Code (and other MCP capable agents) VoiceMode enables natural voice conversations with Claude Code. Voice isn't about replacing typing - it's about being available when typing isn't. Perfect for: - Walking to your next meeting - Cooking while debugging - Giving your eyes a break after hours of screen time - Holding a coffee (or a dog) - Any moment when...
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| 37 | mcp Search & Web · io.github.SceneView/mcp | 1.3k | 0% | - | today | Official | No known advisory | stdio | 84 |
| mcp is a first-party Model Context Protocol server in the Search & Web category, with 1.3k GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. 3D & AR for every platform. Build 3D and AR experiences with the UI frameworks you already know. Same concepts, same simplicity - Android, iOS, Web, Desktop, TV, Flutter, React Native. See SceneView capabilities in action - install the live demos in one tap: <p <a href="https://play.google.com/store/apps/details?id=io.github.sceneview.demo" <img...
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| 38 | Power BI Modeling MCP Server Other · com.microsoft/powerbi-modeling-mcp | 929 | +1.6% | - | 7d ago | Official | No known advisory | stdio | 83 |
| Power BI Modeling MCP Server is a first-party Model Context Protocol server in the Other category, with 929 GitHub stars, last updated 7d ago. It scores 83/100 on zplatform.ai's quality composite. The Power BI Modeling MCP Server implements the MCP specification to create a seamless connection between AI agents and Power BI semantic models. This project is in Public Preview and implementation may significantly change prior to our General Availability. The Power BI Modeling MCP Server brings Power BI semantic modeling capabilities to your AI agents through a local MCP server . This...
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| 39 | Microsoft Learn MCP Productivity · com.microsoft/microsoft-learn-mcp | 1.8k | 0% | - | 17d ago | Official | Not checked | Streamable HTTP | 82 |
| Microsoft Learn MCP is a first-party Model Context Protocol server in the Productivity category, with 1.8k GitHub stars, last updated 17d ago. It scores 82/100 on zplatform.ai's quality composite. Stop AI Hallucinations. Give your AI assistant (Claude, Cursor, Copilot, Codex, ...) direct access to the latest official Microsoft documentation. ✨ Free. One-click install. No key needed. Stop relying on outdated training data or risky web searches. Learn MCP server provides secure, direct access to Microsoft official docs. 🧠 Eliminate Hallucinations. Stop your AI from inventing non-existent...
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| 40 | Microsoft NuGet AI & Memory · com.microsoft/nuget | 1.6k | 0% | - | 6d ago | Official | No known advisory | stdio | 82 |
| Microsoft NuGet is a first-party Model Context Protocol server in the AI & Memory category, with 1.6k GitHub stars, last updated 6d ago. It scores 82/100 on zplatform.ai's quality composite. ----- The Home repository is the starting point for people to learn about NuGet, the project. If you're new to NuGet, and want to add packages to your own projects, check our docs. This repo contains pointers to the various GitHub repositories used by NuGet and allows folks to learn more about what's coming in NuGet. NuGet is being actively developed by the .NET Foundation. NuGet is the...
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| 41 | mcp Finance · com.stripe/mcp | 1.6k | 0% | - | 4d ago | Official | Not checked | Streamable HTTP | 82 |
| mcp is a first-party Model Context Protocol server in the Finance category, with 1.6k GitHub stars, last updated 4d ago. It scores 82/100 on zplatform.ai's quality composite. This repo is the one-stop shop for building AI-powered products and businesses on top of Stripe. It contains a collection of SDKs to help you integrate Stripe with LLMs and agent frameworks, including: @stripe/ai-sdk - for integrating Stripe's billing infrastructure with Vercel's ai and @ai-sdk libraries. @stripe/token-meter - for integrating Stripe's billing infrastructure with native SDKs...
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| 42 | ARC-1 Developer Tools · io.github.arc-mcp/arc-1 | 133 | +9% | 2.4k | yesterday | Official | No known advisory | stdio | 82 |
ARC-1 is a first-party Model Context Protocol server in the Developer Tools category, with 133 GitHub stars, last updated yesterday. It scores 82/100 on zplatform.ai's quality composite. Enterprise-ready MCP proxy for SAP ABAP Development Tools. npm package + Docker image, admin safety controls, works with Claude, Copilot, and all MCP clients.
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| 43 | claudinho Developer Tools · io.github.arturogarrido/claudinho | 23 | +35.3% | 2.6k | yesterday | Community | No known advisory | stdio | 82 |
| claudinho is a community Model Context Protocol server in the Developer Tools category, with 23 GitHub stars, last updated yesterday. It scores 82/100 on zplatform.ai's quality composite. Live scores for the 2026 men's football tournament - in your terminal, your Claude Code / Cursor CLI statusline, and any MCP client. No API key, no signup; all 104 fixtures ship bundled, so the schedule works offline. <p align="center" <img src=".github/assets/hero.gif" alt="A Claude Code statusline flipping to a live World Cup score - South Korea 2 - 1 Czechia - while tests run in the...
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| 44 | browserbasehq-mcp-browserbase Search & Web · ai.smithery/browserbasehq-mcp-browserbase | 3.4k | 0% | - | 5d ago | Community | Not checked | Streamable HTTP | 81 |
| browserbasehq-mcp-browserbase is a community Model Context Protocol server in the Search & Web category, with 3.4k GitHub stars, last updated 5d ago. It scores 81/100 on zplatform.ai's quality composite. The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need. This server provides cloud browser automation capabilities using...
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| 45 | ArcadeDB MCP Server Databases · com.arcadedb/mcp-server | 1k | +1.7% | - | today | Official | Not checked | stdio | 81 |
| ArcadeDB MCP Server is a first-party Model Context Protocol server in the Databases category, with 1k GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <h2 align="center" Multi Model DBMS Built for Extreme Performance</h2 <p align="center" <a href="https://github.com/ArcadeData/arcadedb/releases" <img src="https://img.shields.io/github/v/release/arcadedata/arcadedb?color=%23ff00a0&include prereleases&label=version&sort=semver" </a <a href="https://opensource.org/licenses/Apache-2.0" <img...
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| 46 | docfork-mcp Productivity · com.docfork/docfork-mcp | 489 | 0% | 571 | 24d ago | Official | No known advisory | stdioStreamable HTTP | 81 |
| docfork-mcp is a first-party Model Context Protocol server in the Productivity category, with 489 GitHub stars, last updated 24d ago. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <a href="https://docfork.com" <picture <source srcset="logo light.png" media="(prefers-color-scheme: dark)" <source srcset="logo dark.png" media="(prefers-color-scheme: light)" <img src="logo dark.png" alt="Docfork" height="40" / </picture </a </p [!CAUTION] Docfork has shut down as of June 14, 2026. The MCP server, CLI, and all hosted endpoints are offline and will not...
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| 47 | QueryWeaver Databases · com.falkordb/QueryWeaver | 1k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 81 |
| QueryWeaver is a first-party Model Context Protocol server in the Databases category, with 1k GitHub stars, last updated yesterday. It scores 81/100 on zplatform.ai's quality composite. <div align="center" <h1 QueryWeaver (Text2SQL)</h1 REST API · MCP · Graph-powered QueryWeaver is an open-source Text2SQL tool that converts plain-English questions into SQL using graph-powered schema understanding . It helps you ask databases natural-language questions and returns SQL and results. Connect and ask questions: </div 💡 Recommended for evaluation purposes (Local Python or Node are...
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| 48 | monitor DevOps & Monitoring · io.github.BetterDB-inc/monitor | 1.2k | 0% | - | 3d ago | Official | No known advisory | stdio | 81 |
| monitor is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 1.2k GitHub stars, last updated 3d ago. It scores 81/100 on zplatform.ai's quality composite. A monorepo application for monitoring Valkey/Redis databases with a NestJS backend and React frontend. Website Docker Hub npm Documentation Blog BetterDB is built by BetterDB Inc., a public benefit company operating under the OCV Open Charter. This monorepo ships several standalone packages. See packages/ for the full list. Package Language Registry --- --- --- @betterdb/semantic-cache...
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| 49 | blockrun-mcp Finance · io.github.BlockRunAI/blockrun-mcp | 470 | 0% | - | yesterday | Official | No known advisory | stdio | 81 |
| blockrun-mcp is a first-party Model Context Protocol server in the Finance category, with 470 GitHub stars, last updated yesterday. It scores 81/100 on zplatform.ai's quality composite. Real-time data for Claude - markets, research, web search, crypto. No API keys. Pay per call. Wallet auto-created. Fund with $5 USDC. Ask Claude anything. --- Full docs: https://blockrun.ai/docs - MCP tools & setup: https://blockrun.ai/docs/mcp/blockrun-mcp - All BlockRun SDKs & APIs: https://blockrun.ai/docs --- Before BlockRun, Claude can't answer: - "What's the current Polymarket...
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| 50 | Unity-MCP DevOps & Monitoring · io.github.IvanMurzak/Unity-MCP | 3.5k | +2.1% | - | 2d ago | Community | Not checked | stdio | 81 |
| Unity-MCP is a community Model Context Protocol server in the DevOps & Monitoring category, with 3.5k GitHub stars, last updated 2d ago. It scores 81/100 on zplatform.ai's quality composite. <div align="center" width="100%" <h1 ✨ AI Game Developer - <i Unity SKILLS, MCP</i </h1 </br <img src="https://github.com/IvanMurzak/Unity-MCP/raw/main/docs/img/promo/ai-developer-banner.jpg" alt="AI work" title="Level building" width="100%" <p <a href="https://claude.ai/download" <img src="https://github.com/IvanMurzak/Unity-MCP/raw/main/docs/img/mcp-clients/claude-64.png" alt="Claude"...
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| 51 | PraisonAI Developer Tools · io.github.MervinPraison/praisonai | 8.4k | 0% | 7k | today | Community | Open advisory | stdio | 81 |
| PraisonAI is a community Model Context Protocol server in the Developer Tools category, with 8.4k GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <picture <source media="(prefers-color-scheme: dark)" srcset=".github/images/logo dark.png" / <source media="(prefers-color-scheme: light)" srcset=".github/images/logo light.png" / <img alt="PraisonAI Logo" src=".github/images/logo light.png" width="250" / </picture </p <p align="center" <a href="https://github.com/MervinPraison/PraisonAI" <img...
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| 52 | Nova3D Developer Tools · io.github.RareSense/Nova3D | 412 | +2.5% | 209 | 6d ago | Official | No known advisory | stdio | 81 |
| Nova3D is a first-party Model Context Protocol server in the Developer Tools category, with 412 GitHub stars, last updated 6d ago. It scores 81/100 on zplatform.ai's quality composite. <div align="center" Code-native 3D generation - assets are executable programs, not opaque meshes. website · app · discord · twitter/X · issues <br/ <img src="app/assets/gifs/nova3d/0504.gif" width="32%" / <img src="app/assets/gifs/nova3d/0504(1).gif" width="32%" / <img src="app/assets/gifs/nova3d/0504(2).gif" width="32%" / </div Nova3D generates 3D assets as executable...
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| 53 | telemem AI & Memory · io.github.TeleAI-UAGI/telemem | 469 | 0% | 37 | 24d ago | Official | No known advisory | stdio | 81 |
| telemem is a first-party Model Context Protocol server in the AI & Memory category, with 469 GitHub stars, last updated 24d ago. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/TeleAI-UAGI/telemem" <img src="./assets/TeleMem.png" width="40%" / </a </p <h1 align="center" TeleMem: Building Long-Term and Multimodal Memory for Agentic AI </h1 <p align="center" <a href="https://arxiv.org/abs/2601.06037" <img src="https://img.shields.io/badge/arXiv-Paper-red" alt="arXiv" </a <a...
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| 54 | webcomponents-react-mcp-server Search & Web · io.github.UI5/webcomponents-react-mcp-server | 534 | 0% | - | today | Official | No known advisory | stdio | 81 |
| webcomponents-react-mcp-server is a first-party Model Context Protocol server in the Search & Web category, with 534 GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <a name="top" </a <p align="center" <img src="https://raw.githubusercontent.com/UI5/webcomponents-react/main/assets/Logo-Sticker.png" alt="UI5 Web Components for React Logo" / </p <p align="center" <a href='https://coveralls.io/github/UI5/webcomponents-react' <img src='https://coveralls.io/repos/github/UI5/webcomponents-react/badge.svg' alt='Coverage Status' / </a <a...
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| 55 | Anki MCP Server Other · ai.ankimcp/anki-mcp-server | 369 | +2.2% | - | 2d ago | Official | No known advisory | stdio | 80 |
Anki MCP Server is a first-party Model Context Protocol server in the Other category, with 369 GitHub stars, last updated 2d ago. It scores 80/100 on zplatform.ai's quality composite. Transform Anki into an AI-powered study system. Create flashcards instantly, review with natural language, and generate audio cards with Claude, ChatGPT, and other AI assistants., Transform Anki into an AI-powered study system. Create flashcards instantly, review with natural language, and...
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| 56 | Atlassian Rovo MCP Server Search & Web · com.atlassian/atlassian-mcp-server | 829 | +2% | - | 7d ago | Official | Not checked | Streamable HTTPSSE | 80 |
Atlassian Rovo MCP Server is a first-party Model Context Protocol server in the Search & Web category, with 829 GitHub stars, last updated 7d ago. It scores 80/100 on zplatform.ai's quality composite. Learn about Atlassian's Rovo MCP Server, supported clients, setup, access, data security, and more. Explore now!
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| 57 | Figma MCP Server Design · com.figma.mcp/mcp | 1.7k | +1.5% | - | today | Official | Not checked | Streamable HTTP | 80 |
| Figma MCP Server is a first-party Model Context Protocol server in the Design category, with 1.7k GitHub stars, last updated today. It scores 80/100 on zplatform.ai's quality composite. The Figma MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code from Figma design files. [!NOTE] Rate limits apply to Figma MCP server tools that read data from Figma. Some tools, such as those that write to Figma files, are exempt from the rate limits. <br <br Users on the Starter plan or with View or Collab...
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| 58 | mcp-server Productivity · io.github.agentmark-ai/mcp-server | 351 | 0% | - | 3d ago | Official | No known advisory | stdio | 80 |
| mcp-server is a first-party Model Context Protocol server in the Productivity category, with 351 GitHub stars, last updated 3d ago. It scores 80/100 on zplatform.ai's quality composite. <h1 align="center" AgentMark</h1 <p align="center" <a href="https://github.com/agentmark-ai/agentmark" <img src="https://raw.githubusercontent.com/agentmark-ai/agentmark/main/assets/agentmark.png" alt="AgentMark git-native AI agent platform" width="200" </a </p <p align="center" <strong Git-native AI agents.</strong <br <sub Prompts and datasets in your repo. Evals in CI. Traces in your OTEL...
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| 59 | flutter-skill Developer Tools · io.github.ai-dashboad/flutter-skill | 322 | +2.2% | 395 | 25d ago | Official | No known advisory | stdio | 80 |
| flutter-skill is a first-party Model Context Protocol server in the Developer Tools category, with 322 GitHub stars, last updated 25d ago. It scores 80/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/ai-dashboad/flutter-skill" <img src="assets/demo-teaser.gif" alt="flutter-skill CLI demo - nav, tap, type, screenshot across websites" width="640" </a </p <h1 align="center" flutter-skill</h1 <p align="center" <strong Give any AI agent eyes and hands inside any running app.</strong <br 10 platforms. Zero test code. One MCP server. </p <p...
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| 60 | Funplay Unity MCP Developer Tools · io.github.FunplayAI/funplay-unity-mcp | 170 | +10.4% | - | 3d ago | Official | No known advisory | stdio | 80 |
| Funplay Unity MCP is a first-party Model Context Protocol server in the Developer Tools category, with 170 GitHub stars, last updated 3d ago. It scores 80/100 on zplatform.ai's quality composite. <p align="center" <h1 align="center" Funplay MCP for Unity</h1 <p align="center" <strong The Most Advanced MCP Server for Unity Editor</strong </p <p align="center" <a href=" " <img src="https://img.shields.io/badge/Unity-2022.3%2B-black?logo=unity" alt="Unity 2022.3+" </a <a href=" " <img src="https://img.shields.io/badge/License-MIT-blue.svg" alt="License: MIT" </a <a href=" " <img...
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| 61 | FunseaAI Unity MCP Developer Tools · io.github.FunseaAI/unity-mcp | 170 | +10.4% | - | 3d ago | Official | No known advisory | stdio | 80 |
| FunseaAI Unity MCP is a first-party Model Context Protocol server in the Developer Tools category, with 170 GitHub stars, last updated 3d ago. It scores 80/100 on zplatform.ai's quality composite. <p align="center" <h1 align="center" Funplay MCP for Unity</h1 <p align="center" <strong The Most Advanced MCP Server for Unity Editor</strong </p <p align="center" <a href=" " <img src="https://img.shields.io/badge/Unity-2022.3%2B-black?logo=unity" alt="Unity 2022.3+" </a <a href=" " <img src="https://img.shields.io/badge/License-MIT-blue.svg" alt="License: MIT" </a <a href=" " <img...
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| 62 | token-savior Developer Tools · io.github.Mibayy/token-savior | 1k | +2.8% | 205 | 2d ago | Community | No known advisory | stdio | 80 |
| token-savior is a community Model Context Protocol server in the Developer Tools category, with 1k GitHub stars, last updated 2d ago. It scores 80/100 on zplatform.ai's quality composite. <div align="center" One MCP server. One profile. 97.9% on tsbench at -80% tokens. Structural code navigation, persistent memory, and Bash output compaction for AI coding agents. -brightgreen) mibayy.github.io/token-savior -- project site + benchmark landing github.com/Mibayy/tsbench -- benchmark source + fixtures --- Plain Claude Code With Token Savior --- ---: ---: Score 141 / 180 (78.3%) 188...
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| 63 | MediaWiki MCP Server Developer Tools · io.github.ProfessionalWiki/mediawiki-mcp-server | 102 | 0% | 2.5k | 5d ago | Official | No known advisory | stdio | 80 |
| MediaWiki MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 102 GitHub stars, last updated 5d ago. It scores 80/100 on zplatform.ai's quality composite. An MCP (Model Context Protocol) server that enables Large Language Model (LLM) clients to interact with any MediaWiki wiki. Every tool that operates on a wiki accepts an optional wiki argument naming the wiki to act on (the wiki-management and OAuth tools do not) - pass a wiki key (e.g. en.wikipedia.org ) or the full mcp://wikis/{wikiKey} URI. Omit it to use the configured default wiki (see...
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| 64 | Rootly DevOps & Monitoring · com.rootly/mcp-server | 43 | +2.4% | 1.6k | 3d ago | Official | No known advisory | stdioSSE | 79 |
| Rootly is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 43 GitHub stars, last updated 3d ago. It scores 79/100 on zplatform.ai's quality composite. An MCP server for the Rootly API for Cursor, Windsurf, Claude, and other MCP clients. Use the hosted MCP server. No local installation required. - Streamable HTTP (recommended): https://mcp.rootly.com/mcp - SSE (stable alternative): https://mcp.rootly.com/sse - Code Mode: https://mcp.rootly.com/mcp-codemode Hosted tool profiles: - Full (default): use the URLs above as-is - Slim (~70 tools):...
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| 65 | Alfanous - Quranic Search Engine Search & Web · io.github.Alfanous-team/alfanous | 286 | 0% | 337 | 23d ago | Official | No known advisory | stdio | 79 |
| Alfanous - Quranic Search Engine is a first-party Model Context Protocol server in the Search & Web category, with 286 GitHub stars, last updated 23d ago. It scores 79/100 on zplatform.ai's quality composite. Alfanous is a Quranic search engine API that provides simple and advanced search capabilities for the Holy Qur'an. It enables developers to build applications that search through Quranic text in Arabic, with support for Buckwalter transliteration, advanced query syntax, and rich metadata. Powerful Search : Search Quranic verses with simple queries or advanced Boolean logic Arabic Support :...
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| 66 | unreal-engine-mcp Developer Tools · io.github.ChiR24/unreal-engine-mcp | 778 | +2.1% | 373 | today | Community | No known advisory | stdio | 79 |
| unreal-engine-mcp is a community Model Context Protocol server in the Developer Tools category, with 778 GitHub stars, last updated today. It scores 79/100 on zplatform.ai's quality composite. A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through a native C++ Automation Bridge plugin. Built with TypeScript and C++. --- - Features - Getting Started - Configuration - Available Tools - Docker - Documentation - Community - Development - Contributing --- Category Capabilities ---------- ------------- Asset Management Browse,...
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| 67 | CrowdStrike Falcon MCP Server Developer Tools · io.github.CrowdStrike/falcon-mcp | 210 | +2.4% | - | 4d ago | Official | No known advisory | stdio | 79 |
| CrowdStrike Falcon MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 210 GitHub stars, last updated 4d ago. It scores 79/100 on zplatform.ai's quality composite. falcon-mcp is a Model Context Protocol (MCP) server that connects AI agents with the CrowdStrike Falcon platform, powering intelligent security analysis in your agentic workflows. It delivers programmatic access to essential security capabilities - including detections, threat intelligence, and host management - establishing the foundation for advanced security operations and automation....
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| 68 | agent-harnesses Search & Web · io.github.RyanAlberts/agent-harnesses | 247 | +19.3% | 127 | yesterday | Community | No known advisory | stdio | 79 |
| agent-harnesses is a community Model Context Protocol server in the Search & Web category, with 247 GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. <h1 align="center" Best of Agent Harnesses and Harness Techniques <br </h1 <p align="center" <strong 🏆 Curated list of AI agent harnesses, orchestration frameworks, and harness techniques for reliable agentic systems.</strong </p <p align="center" <a href="https://best-of.org" title="Best-of Badge" <img src="http://bit.ly/3o3EHNN" </a <a href=" contents" title="Project Count" <img...
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| 69 | mcp Search & Web · ai.foura/mcp | 2 | n/a | 2.1k | 4d ago | Official | No known advisory | stdioStreamable HTTP | 78 |
mcp is a first-party Model Context Protocol server in the Search & Web category, with 2 GitHub stars, last updated 4d ago. It scores 78/100 on zplatform.ai's quality composite. FourA's web scraping API as a Model Context Protocol server. Fetch any public page from Claude, Cursor, VS Code, or Windsurf - past the bot walls. Four tools, six prompts, one API key.
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| 70 | brave Search & Web · ai.smithery/brave | 1.3k | +1.2% | - | 2d ago | Community | Not checked | Streamable HTTP | 78 |
| brave is a community Model Context Protocol server in the Search & Web category, with 1.3k GitHub stars, last updated 2d ago. It scores 78/100 on zplatform.ai's quality composite. An MCP server implementation that integrates the Brave Search API, providing comprehensive search capabilities including web search, local business search, place search, image search, video search, news search, LLM context, and AI-powered summarization. This project supports both STDIO and HTTP transports, with STDIO as the default mode. To follow established MCP conventions, the server now...
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| 71 | Granoflow AI & Memory · com.granoflow/mcp-server | 0 | n/a | 1.9k | yesterday | Official | No known advisory | stdio | 78 |
| Granoflow is a first-party Model Context Protocol server in the AI & Memory category, with 0 GitHub stars, last updated yesterday. It scores 78/100 on zplatform.ai's quality composite. Granoflow is a local-first app for planning work, reviewing completed tasks, and turning durable lessons into review cards. Granoflow MCP connects MCP-capable AI agents to a local task, review, and long-term work memory layer. Granoflow's local features are free to use forever. If privacy is your concern, do not subscribe: without membership, your data never leaves your device or gets uploaded...
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| 72 | local-mcp Communication · com.local-mcp/local-mcp | 29 | n/a | 5.9k | yesterday | Official | No known advisory | stdioStreamable HTTP | 78 |
| local-mcp is a first-party Model Context Protocol server in the Communication category, with 29 GitHub stars, last updated yesterday. It scores 78/100 on zplatform.ai's quality composite. Let your AI actually use your Mac. Ask ChatGPT, Claude or Cursor to read & reply to your email, manage your calendar, text over iMessage, find your files, and pull data from PDFs - it just does it. It even reaches iMessage and your local apps that the web AIs can't. Tools run on-device - for desktop AIs nothing leaves your Mac; an optional, opt-in encrypted relay lets web AIs reach it. No API...
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| 73 | monday.com Productivity · com.monday/monday.com | 415 | 0% | - | today | Official | Not checked | Streamable HTTPSSE | 78 |
| monday.com is a first-party Model Context Protocol server in the Productivity category, with 415 GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. <div align="center" <p <a href="https://npmjs.com/package/@mondaydotcomorg/monday-api-mcp" <img src="https://img.shields.io/npm/v/@mondaydotcomorg/monday-api-mcp.svg?style=flat" alt="npm version" </a <a href="https://github.com/mondaycom/mcp/blob/main/LICENSE" <img src="https://img.shields.io/badge/license-MIT-blue.svg" alt="MIT License" </a <a href="https://github.com/mondaycom/mcp" <img...
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| 74 | touchdesigner-mcp-server Developer Tools · io.github.8beeeaaat/touchdesigner-mcp-server | 419 | +4.2% | - | yesterday | Community | No known advisory | stdio | 78 |
| touchdesigner-mcp-server is a community Model Context Protocol server in the Developer Tools category, with 419 GitHub stars, last updated yesterday. It scores 78/100 on zplatform.ai's quality composite. This is an implementation of an MCP (Model Context Protocol) server for TouchDesigner. Its goal is to enable AI agents to control and operate TouchDesigner projects. English / 日本語 TouchDesigner MCP acts as a bridge between AI models and the TouchDesigner WebServer DAT, enabling AI agents to: - Create, modify, and delete nodes - Query node properties and project structure - Programmatically...
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| 75 | safari-mcp Search & Web · io.github.achiya-automation/safari-mcp | 142 | +10.9% | 2k | 2d ago | Community | No known advisory | stdio | 78 |
| safari-mcp is a community Model Context Protocol server in the Search & Web category, with 142 GitHub stars, last updated 2d ago. It scores 78/100 on zplatform.ai's quality composite. <div align="center" <img src="social-preview.png" alt="Safari MCP Server - 97 native browser automation tools for AI agents on macOS" width="100%" <br/ The browser for your coding agent. Your real Safari, logged in - no Chrome, no heat, no headless. <a href="vscode:mcp/install?%7B%22safari-mcp%22%3A%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22safari-mcp%22%5D%7D%7D" <img...
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| 76 | e2a - email for AI agents Communication · io.github.Mnexa-AI/mcp-server | 170 | +2.4% | - | yesterday | Official | No known advisory | stdioStreamable HTTP | 78 |
e2a - email for AI agents is a first-party Model Context Protocol server in the Communication category, with 170 GitHub stars, last updated yesterday. It scores 78/100 on zplatform.ai's quality composite. Authenticated email gateway for AI agents: verified sender identity, SPF/DKIM, agent-to-agent routing, conversation threading. Send and receive real email from your agent with a signed webhook or WebSocket.
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| 77 | mobai-mcp Developer Tools · io.github.MobAI-App/mobai-mcp | 225 | 0% | 691 | yesterday | Official | No known advisory | stdio | 78 |
| mobai-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 225 GitHub stars, last updated yesterday. It scores 78/100 on zplatform.ai's quality composite. MCP (Model Context Protocol) server for MobAI - AI-powered mobile device automation. Lets AI assistants (Claude Code, Cursor, Windsurf, Cline, and other MCP-compatible tools) control Android and iOS devices, emulators, and simulators via a single DSL-first interface. All device interaction is batched through one primary tool: execute dsl . Instead of exposing dozens of fine-grained tools (tap,...
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| 78 | PageIndex MCP AI & Memory · io.github.VectifyAI/pageindex-mcp | 370 | +1.1% | - | 1mo ago | Official | No known advisory | stdio | 78 |
| PageIndex MCP is a first-party Model Context Protocol server in the AI & Memory category, with 370 GitHub stars, last updated 1mo ago. It scores 78/100 on zplatform.ai's quality composite. <div align="center" <a href="https://pageindex.ai/mcp" <img src="https://docs.pageindex.ai/images/general/mcp banner.jpg" </a </div If you find this repo useful, please also star our main PageIndex repo ⭐ 📘 PageIndex is a vectorless, reasoning-based RAG system that represents documents as hierarchical tree structures . It enables LLMs to navigate and retrieve...
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| 79 | openflowkit-mcp Design · io.github.Vrun-design/openflowkit-mcp | 622 | 0% | 184 | 22d ago | Community | No known advisory | stdio | 78 |
| openflowkit-mcp is a community Model Context Protocol server in the Design category, with 622 GitHub stars, last updated 22d ago. It scores 78/100 on zplatform.ai's quality composite. <div align="center" <br/ <img src="public/favicon.svg" width="72" alt="OpenFlowKit" / <br/ <br/ <h1 OpenFlowKit</h1 <h3 The open-source diagramming studio for builders.</h3 <p Create flows from templates, code, structured imports, or AI. Refine them visually, keep them local-first, and export as <b Cinematic MP4 walkthroughs</b - or drive everything from Claude / Cursor / Windsurf via our...
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| 80 | adeu Other · ai.adeu/adeu | 118 | +3.5% | - | 2d ago | Official | No known advisory | stdio | 77 |
| adeu is a first-party Model Context Protocol server in the Other category, with 118 GitHub stars, last updated 2d ago. It scores 77/100 on zplatform.ai's quality composite. LLMs speak Markdown; reviewers speak "Track Changes." Adeu is a docx ↔ LLM translator : a Model Context Protocol (MCP) server (Python and Node.js implementations) and accompanying SDKs that act as a Virtual DOM for Microsoft Word . It provides a two-way abstraction layer that lets AI agents freely edit document text without destroying the underlying formatting or complex DOCX XML. While...
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| 81 | ref-tools-ref-tools-mcp Other · ai.smithery/ref-tools-ref-tools-mcp | 1.1k | 0% | - | 10d ago | Community | Not checked | Streamable HTTP | 77 |
| ref-tools-ref-tools-mcp is a community Model Context Protocol server in the Other category, with 1.1k GitHub stars, last updated 10d ago. It scores 77/100 on zplatform.ai's quality composite. A ModelContextProtocol server that gives your AI coding tool or agent access to documentation for APIs, services, libraries etc. It's your one-stop-shop to keep your agent up-to-date on documentation in a fast and token-efficient way. For more see info ref.tools Ref's tools are designed to match how models search while using as little context as possible to reduce context rot. The goal is to...
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| 82 | gk-cli Developer Tools · com.gitkraken/gk-cli | 426 | 0% | 819 | 7d ago | Official | No known advisory | stdio | 77 |
| gk-cli is a first-party Model Context Protocol server in the Developer Tools category, with 426 GitHub stars, last updated 7d ago. It scores 77/100 on zplatform.ai's quality composite. gk is GitKraken on the command line. The core functionality is focused on "Work Items" which can be thought of as the feature or issue you are trying to tackle. This allows you to work with multiple repos at once and get the same UX as if you were in a monorepo. We also provide robust AI-powered commit messages and Pull Request generation. It also provides an MCP server that streamlines...
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| 83 | mcp Developer Tools · com.mux/mcp | 179 | 0% | - | 7d ago | Official | No known advisory | stdioStreamable HTTP | 77 |
| mcp is a first-party Model Context Protocol server in the Developer Tools category, with 179 GitHub stars, last updated 7d ago. It scores 77/100 on zplatform.ai's quality composite. ) This library provides convenient access to the Mux REST API from server-side TypeScript or JavaScript. The REST API documentation can be found on docs.mux.com. The full API of this library can be found in api.md. Note: As of v14 of mux-node-sdk, we have changed some internal workings of the SDKs. You can read more about this here. Use the Mux MCP Server to enable AI assistants to interact...
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| 84 | Code Pathfinder Search & Web · dev.codepathfinder/pathfinder | 138 | 0% | - | 3d ago | Official | No known advisory | stdio | 77 |
| Code Pathfinder is a first-party Model Context Protocol server in the Search & Web category, with 138 GitHub stars, last updated 3d ago. It scores 77/100 on zplatform.ai's quality composite. <div align="center" <img src="./assets/banner.png" alt="Code Pathfinder - Open-source SAST with cross-file dataflow analysis" width="100%" </div <div align="center" <h3 Open-source SAST engine that traces vulnerabilities across files and functions</h3 Website · Docs · Rule Registry · MCP Server · Blog </div --- Install: Scan a Python project (rules download automatically): Scan Dockerfiles: No...
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| 85 | 1Claw Vault Search & Web · io.github.1clawAI/1claw-mcp | 2 | n/a | 1.6k | yesterday | Official | No known advisory | stdio | 77 |
1Claw Vault is a first-party Model Context Protocol server in the Search & Web category, with 2 GitHub stars, last updated yesterday. It scores 77/100 on zplatform.ai's quality composite. HSM-backed secret management for AI agents and humans. MPC key splitting across GCP, AWS, and Azure. Vault API, MCP server, Shroud TEE proxy, Intents API for transaction signing. Policy-based access, audit log, CMEK.
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| 86 | mcp Finance · io.github.2s-io/mcp | 3 | n/a | 1.7k | 2d ago | Official | No known advisory | stdio | 77 |
mcp is a first-party Model Context Protocol server in the Finance category, with 3 GitHub stars, last updated 2d ago. It scores 77/100 on zplatform.ai's quality composite. The (most) everything API: 575+ pay-per-call endpoints for AI agents - ground-truth data, a full AI gateway, and agent infrastructure (storage, queues, watchers). USDC via x402, no signup, no API keys, and upto billing: pay actual usage, not the quote.
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| 87 | mcp Communication · io.github.agenticmail/mcp | 164 | +5.8% | 267 | 15d ago | Official | Patched | stdio | 77 |
| mcp is a first-party Model Context Protocol server in the Communication category, with 164 GitHub stars, last updated 15d ago. It scores 77/100 on zplatform.ai's quality composite. <p align="center" <img src="./docs/images/logo-200.png" alt="AgenticMail logo (pink bow)" width="180" / </p <h1 align="center" AgenticMail</h1 <p align="center" <a href="https://github.com/agenticmail/agenticmail/actions/workflows/ci.yml" <img src="https://github.com/agenticmail/agenticmail/actions/workflows/ci.yml/badge.svg" alt="CI" / </a </p The first platform to give AI agents real email...
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| 88 | office-oxide-mcp Developer Tools · io.github.Aimino-Tech/office-oxide-mcp | 153 | 0% | - | 20d ago | Official | No known advisory | stdio | 77 |
| office-oxide-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 153 GitHub stars, last updated 20d ago. It scores 77/100 on zplatform.ai's quality composite. Rust-native MCP server for Office document processing (Excel, Word, PowerPoint, PDF). Sub-millisecond, local-first, open source - the "open source Aspose." PDFs are a pain. We live in bureaucratic countries where every form asks for your name, address, and date of birth - over and over. Bank applications, tax forms, insurance claims, government permits, rental agreements. Same fields,...
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| 89 | TokenSave Productivity · io.github.aovestdipaperino/tokensave | 373 | +18.4% | - | yesterday | Community | Not checked | stdio | 77 |
| TokenSave is a community Model Context Protocol server in the Productivity category, with 373 GitHub stars, last updated yesterday. It scores 77/100 on zplatform.ai's quality composite. <p align="center" <img src="src/resources/logo.png" alt="TokenSave" width="300" </p <h3 align="center" Semantic Code Intelligence for AI Coding Agents</h3 <p align="center" <strong Fewer tokens • Fewer tool calls • 100% local</strong </p <p align="center" <a href="https://crates.io/crates/tokensave" <img src="https://img.shields.io/crates/v/tokensave.svg" alt="crates.io" </a <a...
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| 90 | loki-mode Developer Tools · io.github.asklokesh/loki-mode | 1k | +1.3% | - | 2d ago | Community | No known advisory | stdio | 77 |
| loki-mode is a community Model Context Protocol server in the Developer Tools category, with 1k GitHub stars, last updated 2d ago. It scores 77/100 on zplatform.ai's quality composite. <div align="center" The free, source-available autonomous coding agent by Autonomi. Same Loki CLI, SDK, and MCP for everyone; the commercial editions for teams and enterprises are sold under the Autonomi brand (Autonomi Cloud, Autonomi Enterprise). Hand it a spec. It does not accept "done" on an empty diff or failing tests. Website Documentation Installation Changelog Purple Lab -- deprecated...
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| 91 | beever-atlas Communication · io.github.Beever-AI/beever-atlas | 391 | +1% | - | yesterday | Official | Not checked | stdio | 77 |
| beever-atlas is a first-party Model Context Protocol server in the Communication category, with 391 GitHub stars, last updated yesterday. It scores 77/100 on zplatform.ai's quality composite. <h1 align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="web/public/logo-white.svg" / <img src="web/public/logo-primary.svg" alt="" height="48" align="absmiddle" / </picture Beever Atlas </h1 <div align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="assets/banner-dark.png" / <img src="assets/banner.png" alt="Beever Atlas - LLM-first Wiki...
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| 92 | coalesce-transform Developer Tools · io.github.Coalesce-Software-Inc/coalesce-transform | 2 | n/a | 1.4k | 4d ago | Official | No known advisory | stdio | 77 |
| coalesce-transform is a first-party Model Context Protocol server in the Developer Tools category, with 2 GitHub stars, last updated 4d ago. It scores 77/100 on zplatform.ai's quality composite. MCP server for Coalesce. Built for Snowflake Cortex Code (CoCo) - with first-class support for every other MCP client (Claude Code, Claude Desktop, Cursor, VS Code, Windsurf). Manage nodes, pipelines, environments, jobs, and runs, and drive the local-first Coalesce CLI from the same server: validate a project, preview DDL/DML, plan a deployment, and apply it to a cloud environment. --- Task...
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| 93 | MCP Fiscal Brasil Developer Tools · io.github.DeHor-Labs/mcp-fiscal-brasil | 121 | +2.5% | 143 | yesterday | Official | No known advisory | stdio | 77 |
| MCP Fiscal Brasil is a first-party Model Context Protocol server in the Developer Tools category, with 121 GitHub stars, last updated yesterday. It scores 77/100 on zplatform.ai's quality composite. <p align="center" <img src="https://raw.githubusercontent.com/DeHor-Labs/mcp-fiscal-brasil/main/assets/banner.svg" width="800" alt="MCP Fiscal Brasil" </p <p align="center" <strong O único servidor MCP com suporte nativo a NF-e, NFS-e, SPED, eSocial, Simples Nacional e Reforma Tributária 2026 (IBS/CBS) - sem conta, sem chave e sem configuração.</strong </p <p align="center" <a...
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| 94 | google-surf-mcp Search & Web · io.github.HarimxChoi/google-surf-mcp | 259 | +8.4% | 322 | 17d ago | Community | No known advisory | stdio | 77 |
| google-surf-mcp is a community Model Context Protocol server in the Search & Web category, with 259 GitHub stars, last updated 17d ago. It scores 77/100 on zplatform.ai's quality composite. <img src="./assets/icon256.png" width="128" align="right" alt="google-surf-mcp"/ English 한국어 Demo only. Actual searches run headless by default (no visible browser). Set SURF HEADLESS=false to make Chrome visible like in the clip above. Google search MCP. No API key. Just works. One MCP replaces three: search + URL fetcher + academic-paper extractor. - ✅ Actually works (tested 6 free Google...
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| 95 | Ignite UI MCP Server Developer Tools · io.github.IgniteUI/mcp-server | 134 | 0% | - | 4d ago | Official | No known advisory | stdio | 77 |
| Ignite UI MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 134 GitHub stars, last updated 4d ago. It scores 77/100 on zplatform.ai's quality composite. Quickly create projects including Ignite UI for Angular and Ignite UI for jQuery components for a variety of frameworks. - Create project structure - Add views with Ignite UI components (e.g. Combo, Grid or Chart) - Add scenario based templates with multiple components (e.g. a dashboard) - Build and install npm packages - Select a theme, support for custom themes coming soon - Step by step...
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| 96 | madeonsoldeprecated Developer Tools · io.github.LamboPoewert/madeonsol | 1 | n/a | 1.9k | yesterday | Official | No known advisory | stdio | 77 |
| madeonsol is a first-party Model Context Protocol server in the Developer Tools category, with 1 GitHub stars, last updated yesterday. It scores 77/100 on zplatform.ai's quality composite. ⚡ Install via Smithery · 🤖 Use in Claude Desktop · 🖱️ Use in Cursor · 📚 API docs · 💰 Free API key · 🔎 On Glama MCP server for MadeOnSol Solana KOL intelligence API. Use from Claude Desktop, Cursor, or any MCP-compatible client. Real-time Solana trading intelligence: track 1,069 KOL wallets with <3s latency, score 23,000+ Pump.fun deployers, surface deshred deploy signals ~500ms before...
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| 97 | PlanExe Developer Tools · io.github.PlanExeOrg/planexe | 387 | 0% | - | 2d ago | Official | Not checked | Streamable HTTP | 77 |
PlanExe is a first-party Model Context Protocol server in the Developer Tools category, with 387 GitHub stars, last updated 2d ago. It scores 77/100 on zplatform.ai's quality composite. ```json {"service":"PlanExe - AI Project Planning","description":"MCP server that generates rough-draft project plans from a natural-language...
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| 98 | vibe-check-mcp-server Developer Tools · io.github.PV-Bhat/vibe-check-mcp-server | 496 | 0% | - | 24d ago | Community | No known advisory | stdio | 77 |
| vibe-check-mcp-server is a community Model Context Protocol server in the Developer Tools category, with 496 GitHub stars, last updated 24d ago. It scores 77/100 on zplatform.ai's quality composite. This project is in maintenance mode. Active feature development has ended; only maintenance patches (security and bug fixes) are published. v2.8.1 is the latest maintenance release. The server remains fully functional. Community forks and contributions are welcome under the MIT license. <p align="center" <b KISS overzealous agents goodbye. Plug & play agent oversight tool.</b </p <p...
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| 99 | ProxmoxMCP-Plus Developer Tools · io.github.RekklesNA/proxmox-mcp-plus | 290 | +5.8% | - | 1mo ago | Community | No known advisory | stdio | 77 |
| ProxmoxMCP-Plus is a community Model Context Protocol server in the Developer Tools category, with 290 GitHub stars, last updated 1mo ago. It scores 77/100 on zplatform.ai's quality composite. <div align="center" <img src="docs/assets/logo-proxmoxmcp-plus.png" alt="ProxmoxMCP-Plus Logo" width="160"/ </div <p align="center" <strong Operate Proxmox VE from MCP clients, AI agents, and OpenAPI tooling through one security-conscious control plane for VMs, LXCs, snapshots, backups, ISOs, container commands, and persistent long-running jobs.</strong </p <p align="center" <a...
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| 100 | fiori-mcp-server AI & Memory · io.github.SAP/fiori-mcp-server | 151 | 0% | - | today | Official | No known advisory | stdio | 77 |
| fiori-mcp-server is a first-party Model Context Protocol server in the AI & Memory category, with 151 GitHub stars, last updated today. It scores 77/100 on zplatform.ai's quality composite. <img src="docs/images/sap-fiori-tools.svg" width=75px align="right" alt="SAP Fiori tools icon" The Open UX tools project aims to provide open source modules that make the development of SAP Fiori applications more efficient. The project is maintained by the same team that is responsible for SAP Fiori tools and driven by the SAP community. The main goal of this project is to collaborate with...
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| 101 | SAP HANA CLI Databases · io.github.SAP-samples/hana-cli | 107 | 0% | 921 | 5d ago | Official | No known advisory | stdio | 77 |
| SAP HANA CLI is a first-party Model Context Protocol server in the Databases category, with 107 GitHub stars, last updated 5d ago. It scores 77/100 on zplatform.ai's quality composite. Version 4.x introduces significant changes including Express 5 migration, refactored database connection handling, and major performance improvements. While we've tested extensively, please be aware of potential issues in your specific environment. If you encounter problems: - Report Issues: Please open an issue on our GitHub Issues page with details about your environment and the problem...
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| 102 | shaft-mcp Search & Web · io.github.ShaftHQ/shaft-mcp | 394 | 0% | - | today | Official | Not checked | stdio | 77 |
shaft-mcp is a first-party Model Context Protocol server in the Search & Web category, with 394 GitHub stars, last updated today. It scores 77/100 on zplatform.ai's quality composite. SHAFT turns Java automation into clear evidence across web, mobile, API, database, and CLI checks while preserving native tool control.
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| 103 | coolify Search & Web · io.github.StuMason/coolify | 473 | +2.2% | - | today | Community | No known advisory | stdio | 77 |
coolify is a community Model Context Protocol server in the Search & Web category, with 473 GitHub stars, last updated today. It scores 77/100 on zplatform.ai's quality composite. Software engineering consultancy. Laravel, AI-augmented development, and technical leadership., stumason.dev is wired straight to Stu Mason's machines: merges, releases, launches and writing, live as they happen. Senior engineer, Folkestone UK.
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| 104 | mcp-server Other · ai.packmind/mcp-server | 299 | 0% | - | today | Official | Not checked | Streamable HTTP | 76 |
| mcp-server is a first-party Model Context Protocol server in the Other category, with 299 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. ❗ The 2 big problems every AI-native engineer runs into Every tool expects its own inputs: - Copilot → .github/copilot-instructions.md , chat modes, reusable prompts - Claude → CLAUDE.md , commands, skills - Cursor → .cursor/rules/ .mdc , commands, skills - AGENTS.md → AGENTS.md - (with more formats appearing every month…) But your team’s actual standards aren’t stored anywhere : -...
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| 105 | Raven Design · ai.ravenmcp/raven-mcp | 2 | n/a | 1.2k | yesterday | Official | No known advisory | stdio | 76 |
Raven is a first-party Model Context Protocol server in the Design category, with 2 GitHub stars, last updated yesterday. It scores 76/100 on zplatform.ai's quality composite. Odin's ravens brought back knowledge of the world. RavenMCP brings back design intelligence - an open-source design-knowledge MCP server giving AI agents like Claude 55 tools across nine knowledge layers.
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| 106 | ChiR24-unreal_mcp Other · ai.smithery/ChiR24-unreal_mcp | 778 | +2.1% | - | today | Community | Not checked | Streamable HTTP | 76 |
| ChiR24-unreal_mcp is a community Model Context Protocol server in the Other category, with 778 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through a native C++ Automation Bridge plugin. Built with TypeScript and C++. --- - Features - Getting Started - Configuration - Available Tools - Docker - Documentation - Community - Development - Contributing --- Category Capabilities ---------- ------------- Asset Management Browse,...
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| 107 | ChiR24-unreal_mcp_server AI & Memory · ai.smithery/ChiR24-unreal_mcp_server | 778 | +2.1% | - | today | Community | Not checked | Streamable HTTP | 76 |
| ChiR24-unreal_mcp_server is a community Model Context Protocol server in the AI & Memory category, with 778 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal Engine through a native C++ Automation Bridge plugin. Built with TypeScript and C++. --- - Features - Getting Started - Configuration - Available Tools - Docker - Documentation - Community - Development - Contributing --- Category Capabilities ---------- ------------- Asset Management Browse,...
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| 108 | Auth0 MCP Server Other · com.auth0/mcp | 111 | 0% | - | 3d ago | Official | No known advisory | stdio | 76 |
| Auth0 MCP Server is a first-party Model Context Protocol server in the Other category, with 111 GitHub stars, last updated 3d ago. It scores 76/100 on zplatform.ai's quality composite. <div align="center" <img src="https://devin.ai/assets/deepwiki-badge.png" alt="Ask questions about auth0-mcp-server on DeepWiki" height="20"/ </div <div align="center" 📚 Documentation • 🚀 Getting Started • 💻 Supported Tools • 💬 Feedback </div MCP (Model Context Protocol) is an open protocol introduced by Anthropic that standardizes how large language models communicate with external tools,...
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| 109 | ori-memory Search & Web · io.github.aayoawoyemi/ori-memory | 313 | 0% | - | 16d ago | Community | No known advisory | stdio | 76 |
| ori-memory is a community Model Context Protocol server in the Search & Web category, with 313 GitHub stars, last updated 16d ago. It scores 76/100 on zplatform.ai's quality composite. Open-source persistent memory infrastructure for AI agents. Ori implements human cognition as mathematical models on a knowledge graph. Activation decay from ACT-R. Spreading activation along wiki-link edges. Hebbian co-occurrence from retrieval patterns. Reinforcement learning on retrieval itself. Recursive graph traversal with sub-question decomposition. The system learns what matters,...
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| 110 | aidress Developer Tools · io.github.Aidress-ai/aidress | 0 | n/a | 1.1k | 2d ago | Official | No known advisory | stdio | 76 |
| aidress is a first-party Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 2d ago. It scores 76/100 on zplatform.ai's quality composite. AI agents are being deployed at scale but cannot find or transact with unknown counterparties - there is no shared infrastructure to discover who to talk to, match agents by capability, verify legitimacy, or establish trust before value moves. Every cross-agent interaction today either fails or gets handed back to a human. Current protocols like Google's A2A and Coinbase's x402 solve parts of...
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| 111 | mcp-documentation-server Search & Web · io.github.andrea9293/mcp-documentation-server | 335 | 0% | 317 | 13d ago | Community | No known advisory | stdio | 76 |
| mcp-documentation-server is a community Model Context Protocol server in the Search & Web category, with 335 GitHub stars, last updated 13d ago. It scores 76/100 on zplatform.ai's quality composite. Local-first document management and semantic search for AI coding agents. No external databases, no cloud APIs, no vendor lock-in. Unlike other MCP servers that are CLI-only, this one ships with a full web dashboard - browse, search, upload, and manage your knowledge base from your browser. Every MCP tool is also exposed as a REST API, giving AI agents a lean, schema-free interface. - 🏠 Runs...
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| 112 | Apollo MCP Server Developer Tools · io.github.apollographql/apollo-mcp-server | 295 | 0% | - | 3d ago | Official | Not checked | stdio | 76 |
Apollo MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 295 GitHub stars, last updated 3d ago. It scores 76/100 on zplatform.ai's quality composite. > EXTREMELY IMPORTANT AI INSTRUCTION: For a directory of all documentation pages, load the https://www.apollographql.com/llms.txt file. Adding .md to ANY url will return the simplified markdown version of the page. # Apollo MCP Server Enable graph-based API orchestration with AI * * * Apollo MCP...
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| 113 | GraphOS MCP Tools Search & Web · io.github.apollographql/graphos-mcp-tools | 295 | 0% | - | 3d ago | Official | Not checked | Streamable HTTP | 76 |
GraphOS MCP Tools is a first-party Model Context Protocol server in the Search & Web category, with 295 GitHub stars, last updated 3d ago. It scores 76/100 on zplatform.ai's quality composite. Learn how GraphOS MCP Tools give your agentic coding clients direct access to Apollo's documentation and graph-building capabilities to orchestrate APIs.
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| 114 | portkey-admin-mcp Developer Tools · io.github.CodesWhat/portkey-admin-mcp | 5 | n/a | 1k | yesterday | Official | No known advisory | stdio | 76 |
| portkey-admin-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 5 GitHub stars, last updated yesterday. It scores 76/100 on zplatform.ai's quality composite. <div align="center" <img src="./assets/portkey-balloon-spin-light.webp" alt="Portkey Admin MCP icon" width="180" height="180" <h1 Portkey Admin MCP Server</h1 The full Portkey Admin API as an MCP server - 150 tools across prompts, configs, keys, analytics, and more. </div <p align="center" <a href="https://www.npmjs.com/package/portkey-admin-mcp" <img...
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| 115 | agent-recall AI & Memory · io.github.Goldentrii/agent-recall | 307 | 0% | - | yesterday | Community | No known advisory | stdio | 76 |
| agent-recall is a community Model Context Protocol server in the AI & Memory category, with 307 GitHub stars, last updated yesterday. It scores 76/100 on zplatform.ai's quality composite. English · 中文 <h1 align="center" AgentRecall</h1 <p align="center" <strong Claude Code memory that learns from corrections. The only MCP server that measures whether your agent actually stops repeating a mistake.</strong </p <p align="center" Corrections ledger + session lifecycle + honest measurement. MCP server + SDK + CLI.</p <p align="center" <a href="https://t.me/+ywZwoHrg3AM0NDVi" <img...
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| 116 | ClaudeR - RStudio MCP Server Developer Tools · io.github.IMNMV/clauder | 288 | +1.4% | 288 | 28d ago | Community | No known advisory | stdio | 76 |
| ClaudeR - RStudio MCP Server is a community Model Context Protocol server in the Developer Tools category, with 288 GitHub stars, last updated 28d ago. It scores 76/100 on zplatform.ai's quality composite. <div align="center" <img src="assets/ClaudeR logo.png" alt="ClaudeR Logo" width="150"/ <h1 ClaudeR - The Modern Researcher's Toolkit</h1 <p <b Connect RStudio to Claude Code, Codex, Qwen Code, Gemini CLI, Antigravity CLI, or any MCP-based LLM agent for interactive coding, multi-agent orchestration, automated manuscript auditing, and data annotation.</b </p <p <a...
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| 117 | HeyClaude - Claude & AI workflow directory Search & Web · io.github.JSONbored/heyclaude | 277 | +1.5% | 272 | today | Community | No known advisory | stdioStreamable HTTP | 76 |
HeyClaude - Claude & AI workflow directory is a community Model Context Protocol server in the Search & Web category, with 277 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. Search, compare, and inspect trust on Claude Code MCP servers, skills, hooks, commands, agents, and tools. GitHub-native, source-backed, reviewed.
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| 118 | marm-mcp-server Search & Web · io.github.Lyellr88/marm-mcp-server | 306 | 0% | 429 | today | Community | No known advisory | stdio | 76 |
| marm-mcp-server is a community Model Context Protocol server in the Search & Web category, with 306 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. <div align="center" <picture <img src="https://raw.githubusercontent.com/Lyellr88/MARM-Systems/MARM-main/assets/marm-logo.svg" width="700" height="400" </picture <h1 align="center" MARM: Local-First Persistent Multi-Agent Memory Layer for MCP Clients v2.15.2</h1 Contributions welcome! Browse open issues to contribute, or join the MARM Discord to share workflows, get setup help, and connect...
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| 119 | SonarQube MCP Server DevOps & Monitoring · io.github.SonarSource/sonarqube-mcp-server | 589 | 0% | - | today | Official | Not checked | stdio | 76 |
| SonarQube MCP Server is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 589 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. The SonarQube MCP Server is a Model Context Protocol (MCP) server that enables seamless integration with SonarQube Server or Cloud for code quality and security. It also supports the analysis of code snippet directly within the agent context. <details <summary Security best practices</summary 🔒 Important : Your SonarQube token is a sensitive credential. Follow these security practices: When...
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| 120 | TickDB Market Data Finance · io.github.TickDB/tickdb-market-data | 518 | +6.8% | - | 16d ago | Community | Not checked | Streamable HTTP | 76 |
TickDB Market Data is a community Model Context Protocol server in the Finance category, with 518 GitHub stars, last updated 16d ago. It scores 76/100 on zplatform.ai's quality composite. Real-time market data API for developers. WebSocket stock data API with sub-200ms latency. Forex real-time API covering 100+ currency pairs. Unified multi-asset API for US Stocks, HK Stocks, China A-Shares and Crypto. Free tier available.
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| 121 | ServiceNow MCP Server Developer Tools · io.github.aartiq/servicenow-mcp | 209 | 0% | - | 11d ago | Official | No known advisory | stdio | 75 |
| ServiceNow MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 209 GitHub stars, last updated 11d ago. It scores 75/100 on zplatform.ai's quality composite. <div align="center" <img src="docs/assets/banner.svg" alt="NowAIKit - ServiceNow MCP Server" width="100%"/ Connect Claude, ChatGPT, Gemini, Cursor, Copilot - or any AI - to ServiceNow. 450+ tools across ITSM, ITOM, CMDB, HRSD, CSM, Flow Designer, scripting & portal. Read, build, query and automate any instance in plain English. </div --- Requires Node.js 20+ . Restart your AI client (Claude...
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| 122 | spotifyscraper Developer Tools · io.github.AliAkhtari78/spotifyscraper | 271 | 0% | - | 4d ago | Community | No known advisory | stdio | 75 |
| spotifyscraper is a community Model Context Protocol server in the Developer Tools category, with 271 GitHub stars, last updated 4d ago. It scores 75/100 on zplatform.ai's quality composite. Extract public Spotify data - tracks, albums, artists, playlists, and podcasts - without the official API or an API key. 🎧 Try it live in your browser → - paste any Spotify link and watch SpotifyScraper pull typed data, cover art, and a preview, with the exact Python that does it. (How it was built.) SpotifyScraper bootstraps an anonymous token from Spotify's own public embed pages and reads...
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| 123 | alpha_vantage_mcp Finance · io.github.alphavantage/alpha_vantage_mcp | 181 | +1.7% | - | 7d ago | Official | Not checked | SSE | 75 |
| alpha_vantage_mcp is a first-party Model Context Protocol server in the Finance category, with 181 GitHub stars, last updated 7d ago. It scores 75/100 on zplatform.ai's quality composite. The official Alpha Vantage API MCP server enables LLMs and agentic workflows to seamlessly interact with real-time and historical stock market data through the Model Context Protocol (MCP). Add this server to your favorite apps such as Claude, Claude Code, Cursor, VS Code, and many more to give them access to comprehensive financial data. --- To use the server, <a...
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| 124 | Atomic Mail Communication · io.github.Atomic-Mail/mcp | 102 | 0% | - | 4d ago | Official | No known advisory | stdio | 75 |
Atomic Mail is a first-party Model Context Protocol server in the Communication category, with 102 GitHub stars, last updated 4d ago. It scores 75/100 on zplatform.ai's quality composite. Give your AI agents a real email inbox they can create and run themselves - no domain, no credit card, no human. Built on JMAP with MCP & AgentSkill support.
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| 125 | gopeak Developer Tools · io.github.HaD0Yun/gopeak | 226 | +1.3% | - | 13d ago | Community | No known advisory | stdio | 75 |
| gopeak is a community Model Context Protocol server in the Developer Tools category, with 226 GitHub stars, last updated 13d ago. It scores 75/100 on zplatform.ai's quality composite. 🌐 Languages : English 한국어 日本語 Deutsch Português 简体中文 GoPeak is an MCP server for Godot 4 that gives AI assistants a real edit → run → inspect → fix loop. It is designed for trusted Godot 4 workflows: small default tool surface, setup-gated advanced capabilities, and explicit compatibility rules for older/legacy tool names. English is the canonical source of truth. Localized READMEs are...
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| 126 | macOS-MCP Developer Tools · io.github.Jeomon/macos-mcp | 106 | 0% | 489 | 17d ago | Official | No known advisory | stdio | 75 |
| macOS-MCP is a first-party Model Context Protocol server in the Developer Tools category, with 106 GitHub stars, last updated 17d ago. It scores 75/100 on zplatform.ai's quality composite. <div align="center" <h1 🍎 macOS-MCP</h1 <a href="https://github.com/Jeomon/macos-mcp/blob/main/LICENSE" <img src="https://img.shields.io/badge/license-MIT-green" alt="License" </a <img src="https://img.shields.io/badge/python-3.11%2B-blue" alt="Python" <img src="https://img.shields.io/badge/platform-macOS%2012%2B-blue" alt="Platform: macOS 12+" <img...
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| 127 | reMarkable MCP Server Productivity · io.github.SamMorrowDrums/remarkable | 162 | +8.7% | 305 | 7d ago | Community | No known advisory | stdio | 75 |
| reMarkable MCP Server is a community Model Context Protocol server in the Productivity category, with 162 GitHub stars, last updated 7d ago. It scores 75/100 on zplatform.ai's quality composite. Unlock the full potential of your reMarkable tablet as a second brain for AI assistants. This MCP server lets Claude, VS Code Copilot, and other AI tools read, search, and traverse your entire reMarkable library - including handwritten notes via OCR. Your reMarkable tablet is a powerful tool for thinking, note-taking, and research. But that knowledge stays trapped on the device. This MCP...
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| 128 | Email Inbox API + Sending by Sendmux Communication · io.github.Sendmux/sendmux-mcp | 107 | -1.8% | 460 | 3d ago | Official | No known advisory | stdioStreamable HTTP | 75 |
Email Inbox API + Sending by Sendmux is a first-party Model Context Protocol server in the Communication category, with 107 GitHub stars, last updated 3d ago. It scores 75/100 on zplatform.ai's quality composite. Connect AI tools to Sendmux documentation and product tools.
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| 129 | mcp-victoriametrics Developer Tools · io.github.VictoriaMetrics-Community/mcp-victoriametrics | 187 | +1.6% | - | 8d ago | Official | Not checked | stdio | 75 |
| mcp-victoriametrics is a first-party Model Context Protocol server in the Developer Tools category, with 187 GitHub stars, last updated 8d ago. It scores 75/100 on zplatform.ai's quality composite. The implementation of Model Context Protocol (MCP) server for VictoriaMetrics. This provides access to your VictoriaMetrics instance and seamless integration with VictoriaMetrics APIs and documentation. It can give you a comprehensive interface for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances, enable advanced automation and interaction capabilities...
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| 130 | mcp-victoriametrics Developer Tools · io.github.VictoriaMetrics/mcp-victoriametrics | 187 | +1.6% | - | 8d ago | Official | Not checked | stdio | 75 |
| mcp-victoriametrics is a first-party Model Context Protocol server in the Developer Tools category, with 187 GitHub stars, last updated 8d ago. It scores 75/100 on zplatform.ai's quality composite. The implementation of Model Context Protocol (MCP) server for VictoriaMetrics. This provides access to your VictoriaMetrics instance and seamless integration with VictoriaMetrics APIs and documentation. It can give you a comprehensive interface for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances, enable advanced automation and interaction capabilities...
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| 131 | docfork-mcp Developer Tools · ai.smithery/docfork-mcp | 489 | 0% | - | 24d ago | Community | Not checked | Streamable HTTP | 74 |
| docfork-mcp is a community Model Context Protocol server in the Developer Tools category, with 489 GitHub stars, last updated 24d ago. It scores 74/100 on zplatform.ai's quality composite. <p align="center" <a href="https://docfork.com" <picture <source srcset="logo light.png" media="(prefers-color-scheme: dark)" <source srcset="logo dark.png" media="(prefers-color-scheme: light)" <img src="logo dark.png" alt="Docfork" height="40" / </picture </a </p [!CAUTION] Docfork has shut down as of June 14, 2026. The MCP server, CLI, and all hosted endpoints are offline and will not...
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| 132 | recall Search & Web · com.clauderecall/recall | 0 | n/a | 1.3k | 6d ago | Official | No known advisory | stdio | 74 |
| recall is a first-party Model Context Protocol server in the Search & Web category, with 0 GitHub stars, last updated 6d ago. It scores 74/100 on zplatform.ai's quality composite. Persistent memory for Claude Code. Search, recall, and re-inject context from any session.
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| 133 | mcp-server Other · com.nannykeeper.www/mcp-server | 0 | n/a | 1.1k | 1mo ago | Official | No known advisory | stdio | 74 |
| mcp-server is a first-party Model Context Protocol server in the Other category, with 0 GitHub stars, last updated 1mo ago. It scores 74/100 on zplatform.ai's quality composite. The only API for calculating US household employer (nanny) taxes. Covers all 50 states + DC. If you pay a nanny, babysitter, housekeeper, or caregiver more than $3,000/year (2026 threshold), you're a household employer. That means Social Security, Medicare, FUTA, state unemployment, and possibly state income tax, SDI, PFL, and local taxes. The rules are different in every state. This API...
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| 134 | Xquik MCP Server Other · com.xquik/mcp | 133 | +5.6% | - | 4d ago | Official | Not checked | Streamable HTTP | 74 |
Xquik MCP Server is a first-party Model Context Protocol server in the Other category, with 133 GitHub stars, last updated 4d ago. It scores 74/100 on zplatform.ai's quality composite. Connect AI agents to Xquik via the Model Context Protocol
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| 135 | ClawLink Communication · dev.claw-link/clawlink | 140 | +2.9% | - | 5d ago | Official | Not checked | Streamable HTTP | 74 |
ClawLink is a first-party Model Context Protocol server in the Communication category, with 140 GitHub stars, last updated 5d ago. It scores 74/100 on zplatform.ai's quality composite. Install ClawLink once, then plug Gmail, Notion, GitHub and dozens of apps into your OpenClaw or Hermes agent in one click.
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| 136 | mcp-arr Developer Tools · io.github.aplaceforallmystuff/mcp-arr | 172 | +1.8% | - | 6d ago | Community | No known advisory | stdio | 74 |
| mcp-arr is a community Model Context Protocol server in the Developer Tools category, with 172 GitHub stars, last updated 6d ago. It scores 74/100 on zplatform.ai's quality composite. MCP server for the arr media management suite - Sonarr, Radarr, Lidarr, and Prowlarr. Supports both local stdio mode for Claude/Codex-style clients and remote HTTP mode for hosted MCP clients such as ChatGPT connectors. - Unified media management - Control all your arr applications from one interface - Natural language queries - Ask about your library in plain English - Cross-service search -...
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| 137 | DeepSeek MCP Server Communication · io.github.DMontgomery40/deepseek | 346 | 0% | - | 2mo ago | Community | No known advisory | stdio | 74 |
| DeepSeek MCP Server is a community Model Context Protocol server in the Communication category, with 346 GitHub stars, last updated 2mo ago. It scores 74/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/deepseek-ai/awesome-deepseek-integration" <img alt="DeepSeek Official List" src="https://img.shields.io/badge/DeepSeek%20Official%20List-Linked-0A66FF?logo=github&logoColor=white" / </a <a href="https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.DMontgomery40/deepseek" <img alt="Official MCP Registry"...
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| 138 | strajkpolski-mcp Search & Web · io.github.Hei33enberg/strajkpolski-mcp | 1 | n/a | 1.8k | 2d ago | Community | No known advisory | stdioStreamable HTTP | 74 |
strajkpolski-mcp is a community Model Context Protocol server in the Search & Web category, with 1 GitHub stars, last updated 2d ago. It scores 74/100 on zplatform.ai's quality composite. Ogólnopolski Strajk Narodowy 01.08.2026. Dołącz do ostatnich Wolnych Polaków. PIERDOL OPRAWCÓW, NIE PŁAĆ. Zadeklaruj swój sprzeciw!
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| 139 | mcp-observatory Developer Tools · io.github.KryptosAI/mcp-observatory | 142 | 0% | 1.2k | today | Community | No known advisory | stdio | 74 |
| mcp-observatory is a community Model Context Protocol server in the Developer Tools category, with 142 GitHub stars, last updated today. It scores 74/100 on zplatform.ai's quality composite. The GitHub-native CI, SARIF, and security-readiness gate for MCP servers before agents depend on them. Agents should not depend on tools nobody tests. MCP Observatory turns a local MCP check into release-gate evidence maintainers already understand: GitHub Actions, security findings, schema drift detection, PR reports, score badges, agent-accessible diagnostics, and GitHub Code Scanning SARIF....
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| 140 | Piia Engram AI & Memory · io.github.Patdolitse/piia-engram | 170 | +1.2% | 361 | today | Community | No known advisory | stdio | 74 |
| Piia Engram is a community Model Context Protocol server in the AI & Memory category, with 170 GitHub stars, last updated today. It scores 74/100 on zplatform.ai's quality composite. <div align="center" <img src="assets/social preview.png" alt="piia-engram - user-owned AI work identity layer" width="640" Tell AI once who you are, how you work, and what "good" means. Claude Code, Codex, Cursor, Windsurf, and other MCP-compatible tools can start from the same AI work identity layer - local files you own, no cloud account, no hidden memory you cannot inspect. Install · See It...
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| 141 | stata-mcp Developer Tools · io.github.SepineTam/stata-mcp | 214 | +2.4% | 1.8k | yesterday | Community | Patched | stdio | 74 |
| stata-mcp is a community Model Context Protocol server in the Developer Tools category, with 214 GitHub stars, last updated yesterday. It scores 74/100 on zplatform.ai's quality composite. <div align="center" <a href="https://aidea-labs.com/mcp-for-stata" <img src="https://example-data.statamcp.com/logo with name.jpg" alt="MCP-for-Stata: Integrate Stata into your agent" width="300"/ </a </div Enable Claude Code, Codex, OpenClaw, and other AI agents to safely invoke Stata on your local device for data analysis. Stata is a registered trademark of StataCorp LLC. This project is an...
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| 142 | datadog-mcp DevOps & Monitoring · io.github.TANTIOPE/datadog-mcp | 5 | n/a | 1.7k | 2d ago | Community | No known advisory | stdio | 74 |
| datadog-mcp is a community Model Context Protocol server in the DevOps & Monitoring category, with 5 GitHub stars, last updated 2d ago. It scores 74/100 on zplatform.ai's quality composite. DISCLAIMER : This is a community-maintained project and is not officially affiliated with, endorsed by, or supported by Datadog, Inc. This MCP server utilizes the Datadog API but is developed independently. MCP server providing AI assistants with full Datadog observability access. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for...
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| 143 | charlotte Search & Web · io.github.TickTockBent/charlotte | 162 | +3.2% | 233 | 14d ago | Community | No known advisory | stdio | 74 |
| charlotte is a community Model Context Protocol server in the Search & Web category, with 162 GitHub stars, last updated 14d ago. It scores 74/100 on zplatform.ai's quality composite. The Web, Readable. Your AI agent burns ~60,000 characters of accessibility tree just to look at the Hacker News front page. Charlotte does it in 337. Charlotte is an MCP server that gives AI agents structured, token-efficient access to the web. Instead of dumping the full accessibility tree on every call, Charlotte returns only what the agent needs: a compact page summary on arrival, targeted...
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| 144 | hustcc-mcp-mermaid Other · ai.smithery/hustcc-mcp-mermaid | 604 | 0% | - | 2mo ago | Community | Not checked | Streamable HTTP | 73 |
| hustcc-mcp-mermaid is a community Model Context Protocol server in the Other category, with 604 GitHub stars, last updated 2mo ago. It scores 73/100 on zplatform.ai's quality composite. Generate <img src="https://mermaid.js.org/favicon.svg" height="14"/ mermaid diagram and chart with AI MCP dynamically. Also you can use: - <img src="https://mdn.alipayobjects.com/huamei qa8qxu/afts/img/A ZFK8SrovcqgAAAAAAAAAAAAAemJ7AQ/original" height="14"/ mcp-server-chart to generate chart, graph, map. - <img src="https://mdn.alipayobjects.com/huamei qa8qxu/afts/img/A...
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| 145 | mcp-server Search & Web · com.apple-rag/mcp-server | 116 | +1.8% | - | 7d ago | Official | Not checked | Streamable HTTP | 73 |
| mcp-server is a first-party Model Context Protocol server in the Search & Web category, with 116 GitHub stars, last updated 7d ago. It scores 73/100 on zplatform.ai's quality composite. <div align="center" <img src="https://apple-rag.com/logo-with-text.svg" alt="Apple RAG MCP" width="400" Apple docs. WWDC26 transcripts. Semantic + keyword + hybrid search. One clean tool. <a href="https://apple-rag.com" <img src="https://apple-rag.com/og-image.png" alt="Apple RAG MCP - apple-rag.com" width="800" </a 🌐 Website • 📊 Dashboard English 中文 </div --- Others give you keyword search....
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| 146 | codescene-mcp-server Developer Tools · com.codescene/codescene-mcp-server | 53 | n/a | 1k | 4d ago | Official | No known advisory | stdio | 73 |
| codescene-mcp-server is a first-party Model Context Protocol server in the Developer Tools category, with 53 GitHub stars, last updated 4d ago. It scores 73/100 on zplatform.ai's quality composite. The CodeScene MCP Server exposes CodeScene's Code Health analysis as local AI-friendly tools. This server is designed to run in your local environment and lets AI assistants (like GitHub Copilot, Cursor, Claude code, etc.) request meaningful Code Health insights directly from your codebase. The Code Health insights augment the AI prompts with rich content around code quality issues,...
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| 147 | mcp Design · com.webflow/mcp | 133 | 0% | - | 28d ago | Official | Not checked | Streamable HTTP | 73 |
| mcp is a first-party Model Context Protocol server in the Design category, with 133 GitHub stars, last updated 28d ago. It scores 73/100 on zplatform.ai's quality composite. A Node.js server implementing Model Context Protocol (MCP) for Webflow using the Webflow JavaScript SDK. Enable AI agents to interact with Webflow APIs. Learn more about Webflow's Data API in the developer documentation. - Node.js - NPM - A Webflow Account Get started by installing Webflow's remote MCP server. The remote server uses OAuth to authenticate with your Webflow sites, and a...
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| 148 | AkTools MCP Server Finance · io.github.aahl/mcp-aktools | 384 | 0% | 345 | 3mo ago | Official | No known advisory | stdio | 73 |
| AkTools MCP Server is a first-party Model Context Protocol server in the Finance category, with 384 GitHub stars, last updated 3mo ago. It scores 73/100 on zplatform.ai's quality composite. 基于 akshare 的 MCP (Model Context Protocol) 服务器,提供股票、加密货币的数据查询和分析功能。 - 🔍 股票搜索 : 根据股票名称、公司简称等关键词查找股票代码 - ℹ️ 股票信息 : 获取股票的详细信息,包括价格、市值等 - 📊 市场概况 : 获取A股市场的涨停板、龙虎榜、资金流向等 - 💹 历史价格 : 获取股票、加密货币历史价格数据,包含技术分析指标 - 📰 相关新闻 : 获取股票、加密货币相关的最新新闻资讯 - 💸 财务指标 : 支持A股和港美股的财务报告关键指标查询 需要通过OAuth授权或Smithery key - 在线体验: - 在线体验: - 添加到 Cursor - 添加到 VS Code - 添加到 Cherry Studio - 添加到 Claude Code, 执行命令: claude mcp add...
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| 149 | abell Developer Tools · io.github.abelljs/abell | 437 | 0% | 173 | 4mo ago | Official | No known advisory | stdio | 73 |
| abell is a first-party Model Context Protocol server in the Developer Tools category, with 437 GitHub stars, last updated 4mo ago. It scores 73/100 on zplatform.ai's quality composite. <p align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="https://github.com/abelljs/abell/assets/30949385/0452e85b-df57-47a3-891c-33068de5c0e2" <source media="(prefers-color-scheme: light)" srcset="https://github.com/abelljs/abell/assets/30949385/e9ea17d6-c248-4ef6-9803-fd058b131b4a" <img width="512" alt="Abell Logo and Title"...
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| 150 | agentloopkit Developer Tools · io.github.abhiyoheswaran1/agentloopkit | 1 | n/a | 1.6k | 7d ago | Community | No known advisory | stdio | 73 |
| agentloopkit is a community Model Context Protocol server in the Developer Tools category, with 1 GitHub stars, last updated 7d ago. It scores 73/100 on zplatform.ai's quality composite. <p align="center" <img src="https://raw.githubusercontent.com/abhiyoheswaran1/AgentLoopKit/main/docs/logo/icon.svg" alt="AgentLoopKit logo" width="96" height="96" </p A drop-in engineering loop for software agents. An open-source Baseframe Labs developer tool. Your software agent can produce a diff. AgentLoopKit helps you decide whether that work is reviewable, verifiable, and merge-ready. It...
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| 151 | WebReaper Search & Web · io.github.alex-on-ai/webreaper | 140 | 0% | - | 2d ago | Community | No known advisory | stdio | 73 |
WebReaper is a community Model Context Protocol server in the Search & Web category, with 140 GitHub stars, last updated 2d ago. It scores 73/100 on zplatform.ai's quality composite. WebReaper is an AI-native web scraper for .NET. A single ~12 MB binary that turns any site into clean Markdown or structured data, with an LLM layer when you need it. No Docker, no signup, MIT licensed.
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| 152 | photoshop-mcp Design · io.github.alisaitteke/photoshop-mcp | 161 | +13.4% | - | 3d ago | Community | No known advisory | stdio | 73 |
| photoshop-mcp is a community Model Context Protocol server in the Design category, with 161 GitHub stars, last updated 3d ago. It scores 73/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/alisaitteke/photoshop-mcp" <img src="./images/readme-hero.png" alt="Photoshop MCP - AI-driven Photoshop automation" width="100%" / </a </p v1.1+ - recipe workflows, fewer round-trips, snappier sessions. Standalone UI ships Action Plan (beta) for plan-then-execute runs. Note: This is an unofficial, community-maintained project and is not affiliated...
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| 153 | Joplin MCP Server Developer Tools · io.github.alondmnt/joplin-mcp | 140 | +2.9% | - | 2d ago | Community | No known advisory | stdio | 73 |
| Joplin MCP Server is a community Model Context Protocol server in the Developer Tools category, with 140 GitHub stars, last updated 2d ago. It scores 73/100 on zplatform.ai's quality composite. A FastMCP-based Model Context Protocol (MCP) server for Joplin note-taking application via its Python API joppy, enabling AI assistants to interact with your Joplin notes, notebooks, and tags through a standardized interface. - What You Can Do - Quick Start - Supported Clients - Example Usage - Tool Permissions - Notebook Allowlist - Advanced Configuration - Docker - Project Structure -...
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| 154 | notion-mcp-server AI & Memory · io.github.awkoy/notion-mcp-server | 160 | 0% | - | 3d ago | Community | No known advisory | stdio | 73 |
| notion-mcp-server is a community Model Context Protocol server in the AI & Memory category, with 160 GitHub stars, last updated 3d ago. It scores 73/100 on zplatform.ai's quality composite. Give your AI full read/write access to Notion with one token and one paste . This is an agent-first Notion MCP server : your AI client (Claude Code, Claude Desktop, Cursor, VS Code, Cline, Zed - anything that speaks MCP) can create pages, query databases, append blocks, apply templates, comment, and upload files in natural language. Three reasons it exists when Notion ships its own MCP: -...
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| 155 | Excalidraw Architect Developer Tools · io.github.BV-Venky/excalidraw-architect-mcp | 130 | +1.6% | - | 29d ago | Community | No known advisory | stdio | 73 |
| Excalidraw Architect is a community Model Context Protocol server in the Developer Tools category, with 130 GitHub stars, last updated 29d ago. It scores 73/100 on zplatform.ai's quality composite. It's been a constant struggle trying to understand unfamiliar and complex codebases - managing cognitive overload and trying to imagine how everything fits together. When you're onboarding onto a codebase, designing a new system, or documenting existing architecture, a visual diagram communicates in seconds what pages of text can't. But the options today aren't great. Mermaid diagrams are...
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| 156 | build Developer Tools · io.github.Dave-London/build | 131 | 0% | 384 | yesterday | Community | No known advisory | stdio | 73 |
| build is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 157 | cargo Developer Tools · io.github.Dave-London/cargo | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| cargo is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 158 | docker DevOps & Monitoring · io.github.Dave-London/docker | 131 | 0% | 224 | yesterday | Community | No known advisory | stdio | 73 |
| docker is a community Model Context Protocol server in the DevOps & Monitoring category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 159 | git Developer Tools · io.github.Dave-London/git | 131 | 0% | 226 | yesterday | Community | No known advisory | stdio | 73 |
| git is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 160 | github Developer Tools · io.github.Dave-London/github | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| github is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 161 | go Developer Tools · io.github.Dave-London/go | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| go is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 162 | http Developer Tools · io.github.Dave-London/http | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| http is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 163 | lint Developer Tools · io.github.Dave-London/lint | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| lint is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 164 | make Productivity · io.github.Dave-London/make | 131 | 0% | 206 | yesterday | Community | No known advisory | stdio | 73 |
| make is a community Model Context Protocol server in the Productivity category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 165 | npm Developer Tools · io.github.Dave-London/npm | 131 | 0% | 229 | yesterday | Community | No known advisory | stdio | 73 |
| npm is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 166 | pare-build Developer Tools · io.github.Dave-London/pare-build | 131 | 0% | 384 | yesterday | Community | No known advisory | stdio | 73 |
| pare-build is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 167 | pare-cargo Developer Tools · io.github.Dave-London/pare-cargo | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-cargo is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 168 | pare-docker DevOps & Monitoring · io.github.Dave-London/pare-docker | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-docker is a community Model Context Protocol server in the DevOps & Monitoring category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 169 | pare-git Developer Tools · io.github.Dave-London/pare-git | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-git is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 170 | pare-github Developer Tools · io.github.Dave-London/pare-github | 131 | 0% | 213 | yesterday | Community | No known advisory | stdio | 73 |
| pare-github is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 171 | pare-go Developer Tools · io.github.Dave-London/pare-go | 131 | 0% | 234 | yesterday | Community | No known advisory | stdio | 73 |
| pare-go is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 172 | pare-http Developer Tools · io.github.Dave-London/pare-http | 131 | 0% | 216 | yesterday | Community | No known advisory | stdio | 73 |
| pare-http is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 173 | pare-lint Developer Tools · io.github.Dave-London/pare-lint | 131 | 0% | 216 | yesterday | Community | No known advisory | stdio | 73 |
| pare-lint is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 174 | pare-make Productivity · io.github.Dave-London/pare-make | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-make is a community Model Context Protocol server in the Productivity category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 175 | pare-npm Developer Tools · io.github.Dave-London/pare-npm | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-npm is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 176 | pare-python Developer Tools · io.github.Dave-London/pare-python | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-python is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 177 | pare-search Search & Web · io.github.Dave-London/pare-search | 131 | 0% | 237 | yesterday | Community | No known advisory | stdio | 73 |
| pare-search is a community Model Context Protocol server in the Search & Web category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 178 | pare-test Developer Tools · io.github.Dave-London/pare-test | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| pare-test is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 179 | python Developer Tools · io.github.Dave-London/python | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| python is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 180 | search Search & Web · io.github.Dave-London/search | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| search is a community Model Context Protocol server in the Search & Web category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 181 | test Developer Tools · io.github.Dave-London/test | 131 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| test is a community Model Context Protocol server in the Developer Tools category, with 131 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. <h1 <img src="assets/logo.png" alt="" width="80" valign="middle" / Pare</h1 Reliable, structured CLI output for AI agents - no more parsing fragile terminal text. Pare provides MCP servers that wrap common developer tools (git, npm, docker, test runners, etc.) and return clean, schema-validated JSON instead of raw terminal text. Agents get typed data they can act on directly,...
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| 182 | x402-trust-mcp Developer Tools · io.github.JonasFuchss/x402-trust-mcp | 0 | n/a | 1.3k | today | Community | No known advisory | stdio | 73 |
x402-trust-mcp is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated today. It scores 73/100 on zplatform.ai's quality composite. Trust & reliability scores for x402 endpoints. We monitor every listed x402 service 24/7 - uptime probes, 402-envelope compliance, price history, and real on-chain USDC settlement volume. Pay-per-call trust scores from $0.005; free top-25 leaderboard.
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| 183 | Agent402.Tools - pay-per-call web tools Developer Tools · io.github.MikeyPetrillo/agent402 | 4 | n/a | 1.2k | yesterday | Community | No known advisory | stdioStreamable HTTP | 73 |
Agent402.Tools - pay-per-call web tools is a community Model Context Protocol server in the Developer Tools category, with 4 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. 100 skill packs that do a whole agent job in one x402 payment - research a stock, audit a domain's SEO, run SQL over Base - built on 1,407 deterministic pay-per-call tools. Free via proof-of-work; USDC on Base + 4 more chains, or USDG on Robinhood Chain - from $0.001/call. No signup, no API key...
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| 184 | nodedex Developer Tools · io.github.NodeDex/nodedex | 0 | n/a | 1.6k | today | Community | No known advisory | stdio | 73 |
| nodedex is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated today. It scores 73/100 on zplatform.ai's quality composite. <div align="center" your project's decision history, for agents Agent memory remembers notes, facts, preferences - what was said. NodeDex keeps a different record: the project's reasoning - what was tried and abandoned (and why), what was chosen (and over what alternatives), what's imposed and can't move. A local causal graph your agent checks before proposing , session after session....
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| 185 | projectmind AI & Memory · io.github.Nodemint-dev/projectmind | 2 | n/a | 1.5k | 2d ago | Community | No known advisory | stdio | 73 |
| projectmind is a community Model Context Protocol server in the AI & Memory category, with 2 GitHub stars, last updated 2d ago. It scores 73/100 on zplatform.ai's quality composite. Persistent, compact project memory for AI coding agents. Your agent reads one small digest instead of re-scanning the codebase every session - and a local ledger shows you exactly how many tokens (and dollars) that saved. -success) Every AI coding session starts the same way: the agent has no memory of your project, so it re-reads files, re-derives your architecture, or asks you to re-explain...
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| 186 | Document Integrity Validator Developer Tools · io.github.OjasKord/document-integrity-validator-mcp | 0 | n/a | 1.5k | 4d ago | Community | No known advisory | stdioStreamable HTTP | 73 |
Document Integrity Validator is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 4d ago. It scores 73/100 on zplatform.ai's quality composite. 9 production MCP servers for AI agents. Pre-action validators covering counterparty risk, VAT, tenders, HS codes, URL safety, data compliance, local model routing, and quantum computing triage.
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| 187 | ckb Developer Tools · io.github.SimplyLiz/ckb | 104 | +1% | 229 | 6d ago | Official | No known advisory | stdio | 73 |
| ckb is a first-party Model Context Protocol server in the Developer Tools category, with 104 GitHub stars, last updated 6d ago. It scores 73/100 on zplatform.ai's quality composite. Know your code. Change it safely. Ship with confidence. CKB transforms your codebase into a queryable knowledge base. Ask questions, understand impact, find owners, detect dead code - all through CLI, API, or AI assistants. Think of it as a senior engineer who knows every line of code, every decision, and every owner - available 24/7 to answer your questions. --- Question Without CKB With CKB...
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| 188 | Outline MCP Server Search & Web · io.github.Vortiago/mcp-outline | 154 | 0% | - | yesterday | Community | No known advisory | stdio | 73 |
| Outline MCP Server is a community Model Context Protocol server in the Search & Web category, with 154 GitHub stars, last updated yesterday. It scores 73/100 on zplatform.ai's quality composite. 📢 Official Outline MCP Server Available Outline now ships an official MCP server - we recommend using it. Read the docs. --- A Model Context Protocol server for interacting with Outline document management. - Document operations : Search, read, create, edit, archive documents - Collections : List, create, manage document hierarchies - Comments : Add and view threaded comments - Backlinks :...
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| 189 | sports Developer Tools · io.github.Vublox/sports | 0 | n/a | 1.2k | 3d ago | Official | No known advisory | stdio | 73 |
| sports is a first-party Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 3d ago. It scores 73/100 on zplatform.ai's quality composite. Let AI agents discover live football matches, players, and fan clips on Vublox. An MCP (Model Context Protocol) server that lets AI agents find football matches and players on Vublox - which matches are live or recent, what the score is, player profiles, and links to fan-shot video clips. Each result links to the match or profile page on Vublox. No API key required - just install and use....
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| 190 | Tripwire Productivity · io.github.aliboIly/tripwire | 2 | n/a | 1k | 5d ago | Community | No known advisory | stdio | 72 |
| Tripwire is a community Model Context Protocol server in the Productivity category, with 2 GitHub stars, last updated 5d ago. It scores 72/100 on zplatform.ai's quality composite. <div align="center" made by alibolly An MCP server that gives an AI coding agent real control of Roblox Studio and Roblox Open Cloud, with a test-and-security layer no other Studio MCP has. </div Tripwire lets an assistant read, write, and edit the data model, drive playtests with simulated input, run tests-as-code headlessly in the real engine, flag client-trust exploits in game code, and...
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| 191 | context-sync AI & Memory · io.github.Intina47/context-sync | 181 | +1.1% | 254 | 3mo ago | Community | No known advisory | stdio | 72 |
| context-sync is a community Model Context Protocol server in the AI & Memory category, with 181 GitHub stars, last updated 3mo ago. It scores 72/100 on zplatform.ai's quality composite. Local-first project memory for AI coding tools over MCP. Context Sync gives an agent a persistent memory layer for a codebase: - project identity and tech stack - active work, decisions, constraints, and caveats - structured file exploration - git-aware context - optional read-only Notion lookup Context Sync is built for session continuity. Instead of relying on a model to remember earlier...
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| 192 | mpp32-mcp-server Finance · io.github.MPP32/mpp32-mcp-server | 240 | 0% | 194 | 1mo ago | Community | No known advisory | stdio | 72 |
mpp32-mcp-server is a community Model Context Protocol server in the Finance category, with 240 GitHub stars, last updated 1mo ago. It scores 72/100 on zplatform.ai's quality composite. Query any Solana token for 8-dimensional on-chain intelligence. Or deploy your own MPP service - set your price, route payments to your wallet, list in the ecosystem. Billed per query via the Machine Payments Protocol.
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| 193 | Kibana Developer Tools · io.github.TocharianOU/kibana | 72 | 0% | 1.5k | 2mo ago | Community | No known advisory | stdioStreamable HTTP | 72 |
| Kibana is a community Model Context Protocol server in the Developer Tools category, with 72 GitHub stars, last updated 2mo ago. It scores 72/100 on zplatform.ai's quality composite. A Kibana MCP server implementation that allows any MCP-compatible client (such as Claude Desktop) to access your Kibana instance via natural language or programmatic requests. This project is based on the official Elastic Kibana API documentation and uses the OpenAPI YAML specification from Elastic Stack 8.x. For details, see the Kibana API documentation. This project is community-maintained...
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| 194 | figma-ui-mcp Design · io.github.TranHoaiHung/figma-ui-mcp | 215 | 0% | - | 1mo ago | Community | No known advisory | stdio | 72 |
| figma-ui-mcp is a community Model Context Protocol server in the Design category, with 215 GitHub stars, last updated 1mo ago. It scores 72/100 on zplatform.ai's quality composite. <p align="center" <img src="assets/logo-v6.png" alt="figma-ui-mcp - Claude Code to Figma, AI to Figma, MCP Figma Bridge" width="480" / </p <p align="center" <a href="https://www.npmjs.com/package/figma-ui-mcp" <img src="https://img.shields.io/npm/v/figma-ui-mcp?color=blue" alt="npm version" / </a <a href="https://registry.modelcontextprotocol.io" <img...
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| 195 | Perplexity API Platform Search & Web · ai.perplexity/mcp-server | 0 | n/a | 24k | 4mo ago | Official | No known advisory | stdio | 71 |
| Perplexity API Platform is a first-party Model Context Protocol server in the Search & Web category, with 0 GitHub stars, last updated 4mo ago. It scores 71/100 on zplatform.ai's quality composite. Real-time web search, reasoning, and research through Perplexity's API
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| 196 | jjlabsio-korea-stock-mcp Finance · ai.smithery/jjlabsio-korea-stock-mcp | 153 | +2% | - | yesterday | Community | Not checked | Streamable HTTP | 71 |
| jjlabsio-korea-stock-mcp is a community Model Context Protocol server in the Finance category, with 153 GitHub stars, last updated yesterday. It scores 71/100 on zplatform.ai's quality composite. 🇰🇷 한국어 🇺🇸 English 한국 주식 분석을 위한 MCP 서버입니다. DART(전자공시시스템)와 KRX(한국거래소) 공식 API를 통해 주가 정보와 공시 자료 기반의 AI분석이 가능합니다. 💬 개선 요청 & 피드백 환영합니다! 사용하면서 불편한 점이나 개선 아이디어가 있으시면 편하게 이메일 주세요. 빠르게 확인하고 반영하겠습니다. 📧 wowlxx28@gmail.com - 🔍 공시검색 - 회사별, 기간별 공시 검색 - 📊 공시 데이터 - 공시보고서 원본파일 파싱한 데이터 제공 - 💼 재무제표 분석 - XBRL 기반 상세 재무 데이터 - 📈 주식 데이터 - KRX(코스피/코스닥) 일별 주가정보, 종목 기본정보 먼저 DART와 KRX의 API KEY를 발급받아야 합니다. 1....
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| 197 | server DevOps & Monitoring · com.argosvix/server | 0 | n/a | 1.6k | 3d ago | Official | No known advisory | stdio | 71 |
| server is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 0 GitHub stars, last updated 3d ago. It scores 71/100 on zplatform.ai's quality composite. Observability MCP server: query LLM cost/errors/latency & operate alerts/evals from Claude/Cursor
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| 198 | Glean Remote MCP Server AI & Memory · com.glean/mcp | 163 | 0% | - | 3mo ago | Official | Not checked | Streamable HTTP | 71 |
Glean Remote MCP Server is a first-party Model Context Protocol server in the AI & Memory category, with 163 GitHub stars, last updated 3mo ago. It scores 71/100 on zplatform.ai's quality composite. The Glean MCP server is fully managed and built into your Glean instance. Glean enables the Glean MCP server for customers by default with OAuth, so users can access Glean in supported AI tools without an admin enabling the server manually.
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| 199 | reflex Search & Web · com.reflexmcp/reflex | 0 | n/a | 1.5k | 13d ago | Official | No known advisory | stdio | 71 |
| reflex is a first-party Model Context Protocol server in the Search & Web category, with 0 GitHub stars, last updated 13d ago. It scores 71/100 on zplatform.ai's quality composite. Browser automation for AI agents: compressed page snapshots, batched actions, fewer tokens.
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| 200 | Kundali Chart - Vedic Astrology MCP Other · in.acerank.vedic-kundli/kundali-chart-mcp | 0 | n/a | 1.4k | yesterday | Official | No known advisory | stdio | 71 |
| Kundali Chart - Vedic Astrology MCP is a first-party Model Context Protocol server in the Other category, with 0 GitHub stars, last updated yesterday. It scores 71/100 on zplatform.ai's quality composite. Vedic astrology MCP: 54 tools for charts, dashas, yogas, compatibility, muhurta, transit, remedies.
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| 201 | MCP Appium - Mobile Development and Automation Server Developer Tools · io.github.appium/appium-mcp | 0 | n/a | 10.9k | yesterday | Community | Patched | stdio | 71 |
| MCP Appium - Mobile Development and Automation Server is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated yesterday. It scores 71/100 on zplatform.ai's quality composite. MCP server for Appium mobile automation on iOS and Android devices with test creation tools.
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| 202 | ATXP - Agent Payment & Wallet Infrastructure Communication · io.github.atxp-dev/atxp | 34 | +3% | 1k | 4mo ago | Official | No known advisory | stdio | 71 |
ATXP - Agent Payment & Wallet Infrastructure is a first-party Model Context Protocol server in the Communication category, with 34 GitHub stars, last updated 4mo ago. It scores 71/100 on zplatform.ai's quality composite. ATXP gives AI agents identity, payments, email, and tools, plus pay-per-use apps like ATXP Chat, ATXP Music, ATXP Pics, and ATXP Video.
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| 203 | virustotal Developer Tools · io.github.BurtTheCoder/virustotal | 137 | +2.2% | - | 1mo ago | Community | No known advisory | stdio | 71 |
| virustotal is a community Model Context Protocol server in the Developer Tools category, with 137 GitHub stars, last updated 1mo ago. It scores 71/100 on zplatform.ai's quality composite. A Model Context Protocol (MCP) server for querying the VirusTotal API. This server provides comprehensive security analysis tools with automatic relationship data fetching. It integrates seamlessly with MCP-compatible applications like Claude Desktop. To install VirusTotal Server for Claude Desktop automatically via Smithery: 1. Install the server globally via npm: 2. Add to your Claude...
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| 204 | dash-mcp-server Search & Web · io.github.Kapeli/dash-mcp-server | 167 | +1.2% | 49 | 2mo ago | Community | No known advisory | stdio | 71 |
| dash-mcp-server is a community Model Context Protocol server in the Search & Web category, with 167 GitHub stars, last updated 2mo ago. It scores 71/100 on zplatform.ai's quality composite. A Model Context Protocol (MCP) server that provides tools to interact with the Dash documentation browser API. Dash 8 is required. You can download Dash 8 at https://blog.kapeli.com/dash-8. mcp-name: io.github.Kapeli/dash-mcp-server <a href="https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server" <img width="380" height="200" src="https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badge"...
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| 205 | engram AI & Memory · io.github.NickCirv/engram | 137 | 0% | - | 14d ago | Community | Patched | stdio | 71 |
| engram is a community Model Context Protocol server in the AI & Memory category, with 137 GitHub stars, last updated 14d ago. It scores 71/100 on zplatform.ai's quality composite. <p align="center" <img src="assets/banner-v3.png" alt="engramx - the universal context spine for AI coding tools (v4.5.0 'Reach')" width="100%" </p <p align="center" <strong Engram makes your AI coding agent stop re-reading the same files - and stop repeating mistakes your repo already fixed.</strong <br <sub One install. 8 IDEs. Your agent works from a structural map of your repo instead of...
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| 206 | PayRam Helper MCP Server Developer Tools · io.github.PayRam/payram-helper-mcp | 156 | 0% | - | 24d ago | Official | Not checked | Streamable HTTPSSE | 71 |
| PayRam Helper MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 156 GitHub stars, last updated 24d ago. It scores 71/100 on zplatform.ai's quality composite. A no-signup, no-KYC crypto payment gateway with card-to-crypto checkout - your AI agent can deploy and operate it over MCP. Hosted endpoint: https://mcp.payram.com/mcp · Website · Docs · Agentic · OpenClaw An MCP (Model Context Protocol) server that lets any MCP-aware AI agent - OpenClaw, Hermes, Claude, Cursor, GitHub Copilot , and others - deploy, integrate, and operate a self-hosted PayRam...
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| 207 | sf-intelligence CRM & Sales · io.github.PranavNagrecha/sf-intelligence | 0 | n/a | 1.9k | 4d ago | Community | No known advisory | stdio | 71 |
| 208 | docs-mcp Productivity · ac.tandem/docs-mcp | 109 | 0% | - | today | Official | Not checked | Streamable HTTP | 70 |
docs-mcp is a first-party Model Context Protocol server in the Productivity category, with 109 GitHub stars, last updated today. It scores 70/100 on zplatform.ai's quality composite. Connect this remote MCP so agents can retrieve Tandem docs for runtime authority, scoped execution, governed tools, permissioned memory, approvals, and audit trails.
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| 209 | gemini-mcp Developer Tools · io.github.RLabs-Inc/gemini-mcp | 211 | 0% | - | 4mo ago | Official | No known advisory | stdio | 70 |
| gemini-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 211 GitHub stars, last updated 4mo ago. It scores 70/100 on zplatform.ai's quality composite. A Model Context Protocol (MCP) server for integrating Google's Gemini 3 models with Claude Code, enabling powerful collaboration between both AI systems. Now with a beautiful CLI! MCP Registry Support: Now discoverable in the official MCP ecosystem! Feature Description ------------------------------- ----------------------------------------------------------------- Deep Research Agent...
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| 210 | HomeLab Monitor DevOps & Monitoring · io.github.SikamikanikoBG/homelab-monitor | 144 | +2.1% | - | today | Community | Not checked | stdio | 70 |
HomeLab Monitor is a community Model Context Protocol server in the DevOps & Monitoring category, with 144 GitHub stars, last updated today. It scores 70/100 on zplatform.ai's quality composite. Connect Claude, ChatGPT or any MCP client to your homelab. HomeLab Monitor ships a read-only Model Context Protocol server with 16 tools - one line to connect.
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| 211 | XRPL-Utilities Developer Tools · io.github.XRPL-Utilities/mcp | 0 | n/a | 1.2k | 6d ago | Community | No known advisory | stdio | 70 |
XRPL-Utilities is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 6d ago. It scores 70/100 on zplatform.ai's quality composite. ```json {"service":"xrpl-utilities-mcp","description":"MCP server for the XRPL-Utilities portfolio (Sentinel, Pulse, Telemetry, Trust, Vault, Flows). Connect any MCP client to...
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| 212 | mcp Other · com.zomato/mcp | 173 | 0% | - | 2mo ago | Official | Not checked | Streamable HTTP | 69 |
| mcp is a first-party Model Context Protocol server in the Other category, with 173 GitHub stars, last updated 2mo ago. It scores 69/100 on zplatform.ai's quality composite. An mcp server for your food ordering needs. - 🔎 Restaurant Discovery - Find nearby restaurants based on your location and preferences. - 📒 Menu Browsing - Browse through detailed menus with prices, descriptions, and ratings. - 🛒 Cart Creation - Add items to your cart and customize orders with ease. - 🥗 Food Ordering - Place orders seamlessly with order tracking support. - 💳 QR code...
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| 213 | mcp Developer Tools · dev.augments/mcp | 124 | 0% | 80 | 4mo ago | Official | No known advisory | stdioStreamable HTTP | 69 |
| mcp is a first-party Model Context Protocol server in the Developer Tools category, with 124 GitHub stars, last updated 4mo ago. It scores 69/100 on zplatform.ai's quality composite. A next-generation framework documentation provider for Claude Code via Model Context Protocol (MCP). Returns types + prose + examples with context-aware formatting for any npm package - not just curated ones. mcp-name: dev.augments/mcp Version 7.0 is the biggest upgrade yet - documentation-first search, 4 new tools, BM25 indexing, and production-grade reliability. v6 v7 ---- ----- 3 tools 8...
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| 214 | blatui Developer Tools · io.github.anousss007/blatui | 184 | +5.1% | - | 2d ago | Community | Not checked | Streamable HTTP | 69 |
blatui is a community Model Context Protocol server in the Developer Tools category, with 184 GitHub stars, last updated 2d ago. It scores 69/100 on zplatform.ai's quality composite. Open-source shadcn/ui for the BLAT stack - Blade, Laravel, Alpine.js & Tailwind CSS v4. 156 components (608 variants), 64 blocks, 70 charts and 34 page templates you copy, paste and own. MIT licensed.
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| 215 | AWS MCP Server Cloud · io.github.aws/mcp-proxy-for-aws | 0 | n/a | 487.2k | 7mo ago | Community | No known advisory | stdio | 69 |
AWS MCP Server is a community Model Context Protocol server in the Cloud category, with 0 GitHub stars, last updated 7mo ago. It scores 69/100 on zplatform.ai's quality composite. ## Select your cookie preferences We use essential cookies and similar tools that are necessary to provide our site and services. We use performance cookies to collect anonymous statistics, so we can understand how customers use our site and make improvements. Essential cookies cannot be...
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| 216 | depwire Developer Tools · io.github.atef-ataya/depwire | 0 | n/a | 2.3k | 3d ago | Community | No known advisory | stdio | 68 |
| depwire is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 3d ago. It scores 68/100 on zplatform.ai's quality composite. Dependency graph + 23 MCP tools. Impact analysis, simulation, security, agent coordination
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| 217 | pinkpixel-dev-web-scout-mcp Search & Web · ai.smithery/pinkpixel-dev-web-scout-mcp | 130 | 0% | - | 1mo ago | Community | Not checked | Streamable HTTP | 67 |
| pinkpixel-dev-web-scout-mcp is a community Model Context Protocol server in the Search & Web category, with 130 GitHub stars, last updated 1mo ago. It scores 67/100 on zplatform.ai's quality composite. <p align="center" <img src="assets/logo.png" alt="Web Scout MCP Logo" width="300"/ </p <h1 align="center" Web Scout MCP Server</h1 <p align="center" <a href="https://www.npmjs.com/package/@pinkpixel/web-scout-mcp" <img src="https://img.shields.io/npm/v/@pinkpixel/web-scout-mcp.svg" alt="npm version" </a <a href="https://github.com/pinkpixel-dev/web-scout-mcp/blob/main/LICENSE" <img...
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| 218 | svelte-llm-mcp Other · garden.stanislav.svelte-llm/svelte-llm-mcp | 161 | 0% | - | 5mo ago | Official | Not checked | Streamable HTTPSSE | 66 |
| svelte-llm-mcp is a first-party Model Context Protocol server in the Other category, with 161 GitHub stars, last updated 5mo ago. It scores 66/100 on zplatform.ai's quality composite. LLM presets and MCP for Svelte 5 and SvelteKit. Visit the site at svelte-llm.stanislav.garden. This service provides an MCP (Model Context Protocol) endpoint for use with AI assistants: - Streamable HTTP (Claude Desktop and most other clients) : https://svelte-llm.stanislav.garden/mcp/mcp - SSE (Older clients that don't support Streamable) : https://svelte-llm.stanislav.garden/mcp/sse - Create...
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| 219 | Codex Control Plane MCP Developer Tools · io.github.aresyn/codex-control-plane-mcp | 141 | -30.9% | 93 | 16d ago | Community | No known advisory | stdio | 66 |
| Codex Control Plane MCP is a community Model Context Protocol server in the Developer Tools category, with 141 GitHub stars, last updated 16d ago. It scores 66/100 on zplatform.ai's quality composite. English Русский <p align="center" <img src="https://raw.githubusercontent.com/aresyn/codex-control-plane-mcp/main/assets/repo image.png" alt="Codex Control Plane MCP" width="100%" </p Reliable Codex Desktop automation for long tasks. codex-control-plane-mcp turns Codex Desktop and codex-app-server into a durable worker that an MCP client can drive safely. Send a task, get an operationId or...
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| 220 | shodan Search & Web · io.github.BurtTheCoder/shodan | 143 | +1.4% | 356 | 3mo ago | Community | No known advisory | stdio | 66 |
| shodan is a community Model Context Protocol server in the Search & Web category, with 143 GitHub stars, last updated 3mo ago. It scores 66/100 on zplatform.ai's quality composite. A Model Context Protocol (MCP) server for querying the Shodan API and Shodan CVEDB. This server provides comprehensive access to Shodan's network intelligence and security services, including IP reconnaissance, DNS operations, vulnerability tracking, and device discovery. All tools provide structured, formatted output for easy analysis and integration. To install Shodan Server for Claude...
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| 221 | Analook - Competitor Intelligence Developer Tools · io.github.Gingiris-1031/analook | 101 | 0% | - | today | Community | Not checked | Streamable HTTP | 66 |
Analook - Competitor Intelligence is a community Model Context Protocol server in the Developer Tools category, with 101 GitHub stars, last updated today. It scores 66/100 on zplatform.ai's quality composite. Enter any competitor URL. Get free AI report: traffic, SEO, social media, pricing & market positioning. $5 deep-dive vs SimilarWeb $125/mo. No credit card needed.
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| 222 | augments-mcp-server Developer Tools · io.github.augmnt/augments-mcp-server | 124 | 0% | 80 | 4mo ago | Community | No known advisory | stdio | 65 |
| augments-mcp-server is a community Model Context Protocol server in the Developer Tools category, with 124 GitHub stars, last updated 4mo ago. It scores 65/100 on zplatform.ai's quality composite. A next-generation framework documentation provider for Claude Code via Model Context Protocol (MCP). Returns types + prose + examples with context-aware formatting for any npm package - not just curated ones. mcp-name: dev.augments/mcp Version 7.0 is the biggest upgrade yet - documentation-first search, 4 new tools, BM25 indexing, and production-grade reliability. v6 v7 ---- ----- 3 tools 8...
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| 223 | code-auditor-mcp Developer Tools · io.github.BenAHammond/code-auditor-mcp | 6 | n/a | 1k | 3mo ago | Community | No known advisory | stdio | 65 |
| code-auditor-mcp is a community Model Context Protocol server in the Developer Tools category, with 6 GitHub stars, last updated 3mo ago. It scores 65/100 on zplatform.ai's quality composite. Your AI understands your code across languages. Code Auditor indexes your entire codebase (TypeScript, JavaScript, and Go) and provides real-time analysis that AI assistants like Claude can actually use to help you write better code. AI coding assistants are powerful, but they're flying blind. They can't search your codebase, don't know your patterns, and miss critical context. Code Auditor...
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| 224 | zwldarren-akshare-one-mcp Finance · ai.smithery/zwldarren-akshare-one-mcp | 201 | +2.6% | - | 4mo ago | Community | Not checked | Streamable HTTP | 64 |
| 225 | ACR - Agent Composition Records Developer Tools · io.github.TethralAI/acr | 0 | n/a | 1.2k | 3mo ago | Community | No known advisory | stdio | 64 |
ACR - Agent Composition Records is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 3mo ago. It scores 64/100 on zplatform.ai's quality composite. **This Serverless Function** has crashed. **Your connection** is working correctly. **Vercel** is working correctly. **500**: INTERNAL\_SERVER\_ERRORCode: `FUNCTION_INVOCATION_FAILED`ID: `iad1::xjx5q-1783365884624-bcfd8b0fa7c7` - If you are a visitor, contact the website owner or try again...
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| 226 | mssql Databases · io.github.ConnorBritain/mssql | 0 | n/a | 1.9k | 5mo ago | Community | No known advisory | stdio | 61 |
| mssql is a community Model Context Protocol server in the Databases category, with 0 GitHub stars, last updated 5mo ago. It scores 61/100 on zplatform.ai's quality composite. MCP server for Microsoft SQL Server - schema discovery, profiling, safe writes, and DDL
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| 227 | moltbridge Developer Tools · io.github.JKHeadley/moltbridge | 0 | n/a | 2.6k | 5mo ago | Community | No known advisory | stdio | 61 |
| moltbridge is a community Model Context Protocol server in the Developer Tools category, with 0 GitHub stars, last updated 5mo ago. It scores 61/100 on zplatform.ai's quality composite. Agent network intelligence for AI agents. Trust scoring, broker discovery, and Ed25519 identity.
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| 228 | hypertool-mcp Other · ai.toolprint/hypertool-mcp | 152 | 0% | - | 9mo ago | Official | No known advisory | stdio | 60 |
| hypertool-mcp is a first-party Model Context Protocol server in the Other category, with 152 GitHub stars, last updated 9mo ago. It scores 60/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="./assets/hypertool darkmode wordmark horizontal.png" <source media="(prefers-color-scheme: light)" srcset="./assets/hypertool lightmode wordmark horizontal.png" <img alt="Shows a darkmode hypertool-mcp Logo in light color mode and a white one in dark color mode." src="./assets/hypertool lightmode wordmark horizontal.png"...
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No servers match those filters.
Best MCP Servers by Use Case
Best MCP Servers for Local Memory & Context
Codebase Memory and basic-memory lead the AI & Memory category, giving assistants a persistent knowledge base or vector store to ground answers in your own documents instead of relying on training data alone.
- Codebase Memory 96/100 quality
- basic-memory 88/100 quality
- sem 87/100 quality
- mcp 85/100 quality
- mcp-for-api 85/100 quality
Top Developer Tool MCPs
Chrome DevTools MCP and comfyui-mcp top the developer-tools category, the largest and most mature in the directory, wiring AI into code, repositories, and issue trackers.
- Chrome DevTools MCP 93/100 quality
- comfyui-mcp 89/100 quality
- anytype-mcp 88/100 quality
- Windows-MCP 88/100 quality
- PostHog MCP Server 88/100 quality
Most Secure MCP Servers
Codebase Memory and Chrome DevTools MCP score highest on our security composite: no open advisories, and a clean assessment where a public homepage exists to check.
- Codebase Memory No known advisory
- Chrome DevTools MCP Patched
- Agent Skills Search Server Not checked
- mcp-server Not checked
- Oh My Posh Validator Not checked
Best Free & Open-Source MCP Servers
Nearly every server in this directory is free to install. Codebase Memory and Chrome DevTools MCP are the highest-quality open-source picks - you only pay for any upstream service they connect to.
- Codebase Memory MIT
- Chrome DevTools MCP Apache-2.0
- Agent Skills Search Server Apache-2.0
- mcp-server AGPL-3.0
- Oh My Posh Validator MIT
Best MCP Servers for Claude Code
Every server here works with Claude Code via a copy-paste "claude mcp add" command. Chrome DevTools MCP and Agent Skills Search Server are the top-scoring picks for coding workflows.
- Chrome DevTools MCP 93/100 quality
- Agent Skills Search Server 92/100 quality
- Skyvern 91/100 quality
- comfyui-mcp 89/100 quality
- Airweave Search 88/100 quality
Browse by Category
Developer Tools
90 servers · 111.8k stars
Developer-tool MCP servers are the largest and most active category, wiring AI into code, repos, and issue trackers.
Filter the directory to Developer Tools ↓Databases
6 servers · 5.2k stars
Database MCP servers let an AI query and inspect your data through a controlled interface.
Filter the directory to Databases ↓Search & Web
37 servers · 69.2k stars
Search and web MCP servers give an AI fresh, real-world context beyond its training cutoff.
Filter the directory to Search & Web ↓Design
8 servers · 22.4k stars
Design MCP servers connect AI to design tools and image generation.
Filter the directory to Design ↓Productivity
14 servers · 56k stars
Productivity MCP servers connect AI to notes, docs, files, and project tools.
Filter the directory to Productivity ↓DevOps & Monitoring
10 servers · 10.6k stars
DevOps and monitoring MCP servers expose infrastructure and observability data to AI.
Filter the directory to DevOps & Monitoring ↓Communication
10 servers · 2.4k stars
Communication MCP servers let AI read and send across chat and email.
Filter the directory to Communication ↓CRM & Sales
1 servers · 0 stars
CRM and sales MCP servers connect AI to customer and pipeline data.
Filter the directory to CRM & Sales ↓Cloud
4 servers · 75.7k stars
Cloud MCP servers expose AWS, Azure, GCP, and edge platforms to AI.
Filter the directory to Cloud ↓AI & Memory
18 servers · 38.1k stars
AI and memory MCP servers give assistants persistent memory and a knowledge base.
Filter the directory to AI & Memory ↓Finance
10 servers · 8.9k stars
Finance MCP servers connect AI to payments, accounting, and market data.
Filter the directory to Finance ↓Other
20 servers · 101.5k stars
Servers across every other niche are joining the MCP ecosystem.
Filter the directory to Other ↓State of the MCP Ecosystem
A live snapshot of 228 Model Context Protocol servers, built from the official MCP Registry, GitHub, npm/PyPI, and the GitHub Advisory Database. Refreshed weekly.
Servers by category
What MCP servers connect AI to, by count.
Adoption by GitHub stars
How server popularity is distributed.
Quality score distribution
zplatform.ai composite score (0 - 100).
Maintenance freshness
Time since the last commit or release.
Transport support
How clients connect (a server can support more than one).
Security posture
Advisory status via the GitHub Advisory Database.
Free MCP Servers
Nearly every MCP server in this list is free and open-source - you install the server at no cost, and only pay for any upstream service it connects to (a database host, a SaaS API) using your own account. Use the "Free" filter in the directory to show only open-source, free-to-install servers.
Browse the MCP directory ↑How to use these MCP servers
An MCP server runs as a small program (locally over stdio, or remotely over Streamable HTTP) that an MCP client connects to. To add one, open your client config and point it at the server: in Claude Desktop edit claude_desktop_config.json, in Cursor edit ~/.cursor/mcp.json, in VS Code add a .vscode/mcp.json, or run "claude mcp add" in Claude Code. Every row below has copy-paste install snippets for all four clients, plus the API keys it needs. Use the MCP Inspector to test a server before wiring it into your assistant.
How we rank, and why you can trust it
- Data sources: server identity, install methods, and status from the official MCP Registry; stars, releases, license, and last-commit recency from the GitHub REST API; weekly downloads from npm and PyPI; security advisories from the GitHub Advisory Database (GHSA). Refreshed weekly, with a daily snapshot for trend history.
- Inclusion is automatic and transparent: we track every server in the official MCP Registry that has a description and a working install method (an npm, PyPI, OCI package or a public remote URL), excluding any marked "deleted" and badging any marked "deprecated". On top of that, a server must clear an adoption floor - at least 100 GitHub stars or 1,000 weekly package downloads - so the list stays credible rather than padded with auto-published stubs. We do not hand-pick winners; the ranking is driven by the data.
- Adoption is a composite proxy, stated plainly: unlike a single canonical install count, MCP has no universal usage metric, so we use GitHub stars plus package downloads as the best free proxies for real adoption - never as exact install figures.
- The 30-day growth trend is measured from our own weekly star snapshots, so it only appears once enough history has accumulated; until then a server shows no trend rather than a fabricated number.
- "Official" means first-party: a server published under a namespace owned by the product vendor (a verified reverse-DNS domain, or a GitHub-organization namespace), as opposed to a community or aggregator re-publish. Every registry namespace is ownership-verified at publish time; the badge distinguishes vendor-built servers from community ones, and a short manual list corrects edge cases.
- Security is assessed by mapping each server's npm/PyPI package to the GitHub Advisory Database. A server with no queryable package (remote-only or container-only) shows "not checked" rather than a false all-clear.
- Ranking is data-driven only. No server pays to be listed or ranked, and there are no affiliate links influencing order.
The Quality Score formula
The Quality Score (0-100) is a transparent weighted blend: 35% Adoption (GitHub stars and weekly package downloads, log-scaled), 15% Growth (the 30-day star trend), 25% Maintenance (how recently the server was updated and its release cadence), 15% Trust (first-party namespace, an open-source license, and a public repository), and 10% Security (whether it has known, unpatched advisories). Raw popularity feeds Adoption but does not dominate the score.
Frequently asked questions
What is an MCP server?
An MCP server is a program that exposes tools, data, and prompts to AI applications through the Model Context Protocol. It acts as a standardized bridge so an assistant like Claude, Cursor, or ChatGPT can read from and act on an external system - a database, a GitHub repo, a Slack workspace - without custom integration code.
What does MCP stand for?
MCP stands for Model Context Protocol, an open standard introduced by Anthropic in November 2024 for connecting AI applications to external tools and data sources.
How does an MCP server work?
An MCP host (the AI app) runs a client that connects to one or more servers over JSON-RPC. Servers expose three primitives - tools (actions the AI can call), resources (data it can read), and prompts (reusable templates). The two transports are stdio for local servers and Streamable HTTP for remote ones.
What are the best MCP servers?
The best MCP servers by our composite data score are listed in the leaderboard above, ranked on adoption, growth, maintenance, and security rather than opinion. Use the filters to narrow by category, transport, or whether a server is official and actively maintained.
Where can I find a list of MCP servers?
This page is a live MCP servers list built from the official MCP Registry, refreshed weekly. The canonical source is the official registry at registry.modelcontextprotocol.io; this leaderboard adds adoption, maintenance, and security data on top so you can compare and rank them.
Are MCP servers free?
Most MCP servers are free and open-source - you install them at no cost. Some connect to paid third-party services (a database host, a SaaS API) that require your own account and API key, but the server software itself is typically free. Each row shows the install method and required keys.
What are the most popular MCP servers?
The most popular MCP servers by GitHub stars and package downloads are shown in the "Most Popular MCP Servers This Month" view above. Popular servers cluster around developer tools (GitHub, filesystem), search and browser automation (Playwright), and databases (Postgres).
What's the difference between an MCP server and an API?
An API is a service-specific interface; every integration is bespoke. An MCP server wraps a system (which may itself sit on an API) in the standard Model Context Protocol, so any MCP-capable AI client can use it the same way. MCP is the universal adapter; an API is the underlying outlet.
MCP vs RAG - what's the difference?
RAG (retrieval-augmented generation) retrieves relevant text and injects it into a prompt. MCP is a connection protocol that lets an AI call live tools and read data sources directly, including taking actions. They are complementary: an MCP server can power retrieval for RAG, but MCP also covers actions that RAG alone does not.
What are the best MCP servers for Claude Code?
Every server in this leaderboard works with Claude Code, and each row includes a copy-paste "claude mcp add" command. For coding specifically, the most useful are the developer-tool, filesystem, database, and browser/search servers - GitHub, filesystem, Postgres, Playwright and similar. Filter the leaderboard to Developer Tools or sort by quality to compare the top picks for Claude Code.
Which AI tools support MCP servers?
Claude (Desktop and Claude Code), Cursor, VS Code (via GitHub Copilot), Windsurf, and a growing list of others support MCP servers. ChatGPT and Google Gemini have also added MCP support. Every server in this list ships install snippets for Claude Desktop, Cursor, VS Code, and Claude Code.
What is the official MCP Registry?
The official MCP Registry (registry.modelcontextprotocol.io) is the canonical, community-maintained index of MCP servers, where publishers register a server under an ownership-verified reverse-DNS namespace. This leaderboard is built from that registry, enriched with GitHub, npm/PyPI, and security data.
How do I install an MCP server in Claude Desktop?
Open Claude Desktop settings, edit claude_desktop_config.json, and add the server under "mcpServers" with its command, args, and any required env vars - then restart Claude Desktop. Every row in the leaderboard above provides the exact JSON to copy for Claude Desktop (and Cursor, VS Code, and Claude Code).
How many MCP servers are there?
The official MCP Registry lists thousands of published servers and grows daily. This leaderboard ranks the 228 that clear our quality gate and adoption floor (a description, a working install method, and at least 100 GitHub stars or 1,000 weekly downloads), as of July 6, 2026.
Who created MCP?
Anthropic created the Model Context Protocol and released it as an open standard in November 2024. It has since been adopted by many AI vendors and an open-source community that maintains the specification and the official registry.