MCP Servers Directory: The Complete List, Ranked Live
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.
Read Alston's origin story.
Alston Antony
AI SEO Strategist · Senior Digital Marketing Manager · Founder of zPlatform
Alston Antony has 15+ years of hands-on SEO and software experience and has tested 500+ AI and SaaS tools with his own money. He curates this MCP directory from live data, not opinion, so the ranking reflects real GitHub adoption, growth, maintenance, and security rather than who paid to be listed.
He is also Senior Digital Marketing Manager at Brainstorm Force, where he helps lead AI products including ZipWP, and holds an MSc in Software Engineering plus BCS Full Professional Membership. Every server here is scored on the same transparent composite, refreshed weekly from the official MCP Registry, GitHub, npm/PyPI, and the GitHub Advisory Database.
- 500+tools tested
- 15+years in software
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 September 11, 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 (250 ranked today, 1.9M 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 September 11, 2026, ranked by our composite score (adoption, growth, maintenance, trust and security):
- Repowise - Productivity, 6.4k GitHub stars, quality score 96/100.
- mcp-server-browser - Search & Web, 38.9k GitHub stars, quality score 94/100.
- mcp-server-commands - Developer Tools, 38.9k GitHub stars, quality score 94/100.
- mcp-server-filesystem - Productivity, 38.9k GitHub stars, quality score 94/100.
- mcp-server-search - Search & Web, 38.9k GitHub stars, quality score 94/100.
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 | Repowise Productivity · dev.repowise/repowise | 6.4k | +32.5% | - | today | Official | No known advisory | stdio | 96 |
Repowise is a first-party Model Context Protocol server in the Productivity category, with 6.4k GitHub stars, last updated today. It scores 96/100 on zplatform.ai's quality composite. Repowise turns a repository into verified architecture, health, history, decisions, and grounded answers for developers and AI agents.
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| 2 | mcp-server-browser Search & Web · io.github.bytedance/mcp-server-browser | 38.9k | 0% | - | today | Official | No known advisory | stdioSSEStreamable HTTP | 94 |
| mcp-server-browser is a first-party Model Context Protocol server in the Search & Web category, with 38.9k GitHub stars, last updated today. It scores 94/100 on zplatform.ai's quality composite. <picture <img alt="Agent TARS Banner" src="./images/tars.png" </picture <br/ English 简体中文 <b TARS<sup \ </sup </b is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop: <table <thead <tr <th width="50%" align="center" <a href=" agent-tars" Agent TARS</a </th <th width="50%" align="center" <a href=" ui-tars-desktop" UI-TARS-desktop</a </th </tr </thead... Our take: Part of ByteDance's UI-TARS toolkit, this server gives an AI browser-use control. It is well-engineered and rides a 37k-star repo, but it is one of four reference servers in a monorepo, so treat the star count as the repo's, not this single tool's.
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| 3 | mcp-server-commands Developer Tools · io.github.bytedance/mcp-server-commands | 38.9k | 0% | - | today | Official | No known advisory | stdioSSEStreamable HTTP | 94 |
| mcp-server-commands is a first-party Model Context Protocol server in the Developer Tools category, with 38.9k GitHub stars, last updated today. It scores 94/100 on zplatform.ai's quality composite. <picture <img alt="Agent TARS Banner" src="./images/tars.png" </picture <br/ English 简体中文 <b TARS<sup \ </sup </b is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop: <table <thead <tr <th width="50%" align="center" <a href=" agent-tars" Agent TARS</a </th <th width="50%" align="center" <a href=" ui-tars-desktop" UI-TARS-desktop</a </th </tr </thead... Our take: ByteDance's server for running arbitrary shell commands from an AI. Genuinely useful for agentic dev work and inherently dangerous: it hands an assistant a terminal, so sandbox it and never point it at a machine you care about unsupervised.
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| 4 | mcp-server-filesystem Productivity · io.github.bytedance/mcp-server-filesystem | 38.9k | 0% | - | today | Official | No known advisory | stdioSSEStreamable HTTP | 94 |
| mcp-server-filesystem is a first-party Model Context Protocol server in the Productivity category, with 38.9k GitHub stars, last updated today. It scores 94/100 on zplatform.ai's quality composite. <picture <img alt="Agent TARS Banner" src="./images/tars.png" </picture <br/ English 简体中文 <b TARS<sup \ </sup </b is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop: <table <thead <tr <th width="50%" align="center" <a href=" agent-tars" Agent TARS</a </th <th width="50%" align="center" <a href=" ui-tars-desktop" UI-TARS-desktop</a </th </tr </thead... Our take: A clean filesystem-access server from ByteDance's UI-TARS project. Reading and writing local files is the bread-and-butter MCP use case; scope it to a project directory rather than your whole disk.
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| 5 | mcp-server-search Search & Web · io.github.bytedance/mcp-server-search | 38.9k | 0% | - | today | Official | No known advisory | stdioSSEStreamable HTTP | 94 |
| mcp-server-search is a first-party Model Context Protocol server in the Search & Web category, with 38.9k GitHub stars, last updated today. It scores 94/100 on zplatform.ai's quality composite. <picture <img alt="Agent TARS Banner" src="./images/tars.png" </picture <br/ English 简体中文 <b TARS<sup \ </sup </b is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop: <table <thead <tr <th width="50%" align="center" <a href=" agent-tars" Agent TARS</a </th <th width="50%" align="center" <a href=" ui-tars-desktop" UI-TARS-desktop</a </th </tr </thead... Our take: ByteDance's web-search server, part of the UI-TARS toolkit. A solid way to give an assistant fresh search results, though you will want to confirm which search backend it calls before relying on it.
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| 6 | CCXT Finance · io.github.ccxt/ccxt-mcp | 43.9k | 0% | - | today | Official | No known advisory | stdio | 94 |
CCXT is a first-party Model Context Protocol server in the Finance category, with 43.9k GitHub stars, last updated today. It scores 94/100 on zplatform.ai's quality composite. CCXT is the open-source trading library used by developers worldwide: one unified API for 100+ crypto exchanges and prediction markets in JavaScript, TypeScript, Python, PHP, C#, Go and Java., Run CCXT against live public exchange endpoints in TypeScript, Python and PHP - with an AI assistant.
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| 7 | Context7 Productivity · io.github.upstash/context7 | 61.9k | 0% | 871.9k | yesterday | Official | No known advisory | stdioStreamable HTTP | 94 |
Context7 is a first-party Model Context Protocol server in the Productivity category, with 61.9k GitHub stars, last updated yesterday. It scores 94/100 on zplatform.ai's quality composite. Pull up-to-date, version-specific documentation and code examples for any library directly into Cursor, Claude Code, Codex, Devin Desktop, Antigravity and other AI coding tools.
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| 8 | World Monitor Other · app.worldmonitor/mcp | 86k | +8.1% | - | today | Official | Not checked | Streamable HTTP | 93 |
World Monitor is a first-party Model Context Protocol server in the Other category, with 86k GitHub stars, last updated today. It scores 93/100 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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| 9 | apify-mcp-server Other · com.apify/apify-mcp-server | 6.7k | +137.3% | - | yesterday | Official | Not checked | Streamable HTTP | 93 |
| apify-mcp-server is a first-party Model Context Protocol server in the Other category, with 6.7k GitHub stars, last updated yesterday. It scores 93/100 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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| 10 | browser-use Search & Web · com.browser-use/browser-use | 114.1k | +5.5% | 1.7M | yesterday | Official | Patched | stdio | 93 |
browser-use is a first-party Model Context Protocol server in the Search & Web category, with 114.1k GitHub stars, last updated yesterday. It scores 93/100 on zplatform.ai's quality composite. Browser Use Agents finish the task. Browser Infrastructure gives your code managed browsers built for protected sites. 82% on Internal Bench Hard at 17¢ per solved task, $0.02 per browser hour.
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| 11 | Chrome DevTools MCP Developer Tools · io.github.ChromeDevTools/chrome-devtools-mcp | 51.6k | +6% | 1.1M | today | Official | Patched | stdio | 93 |
| Chrome DevTools MCP is a first-party Model Context Protocol server in the Developer Tools category, with 51.6k 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][cli] is also provided for... 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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| 12 | Scrapling MCP Server Cloud · io.github.D4Vinci/Scrapling | 80.2k | +9.9% | - | 7d ago | Community | No known advisory | stdio | 93 |
Scrapling MCP Server is a community Model Context Protocol server in the Cloud category, with 80.2k GitHub stars, last updated 7d ago. It scores 93/100 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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| 13 | Codebase Memory AI & Memory · io.github.DeusData/codebase-memory-mcp | 42.9k | +13% | 5.8k | yesterday | Community | No known advisory | stdio | 93 |
Codebase Memory is a community Model Context Protocol server in the AI & Memory category, with 42.9k GitHub stars, last updated yesterday. It scores 93/100 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. 162 languages, Hybrid LSP type resolution, local semantic vector search, code-clone detection, sub-1ms queries,...
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| 14 | firebase-mcp Developer Tools · io.github.firebase/firebase-mcp | 4.5k | 0% | 1.6M | today | Official | Patched | stdio | 92 |
| firebase-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 4.5k GitHub stars, last updated today. It scores 92/100 on zplatform.ai's quality composite. The Firebase Command Line Interface (CLI) Tools can be used to test, manage, and deploy your Firebase project from the command line. This repository is also the home of the official Firebase MCP Server. For more information, please see the Firebase MCP Server documentation. - Deploy code and assets to your Firebase projects - Run a local web server for your Firebase Hosting site - Interact...
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| 15 | playwright-mcp Search & Web · io.github.microsoft/playwright-mcp | 37k | 0% | - | yesterday | Official | Patched | stdio | 92 |
| playwright-mcp is a first-party Model Context Protocol server in the Search & Web category, with 37k GitHub stars, last updated yesterday. It scores 92/100 on zplatform.ai's quality composite. A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models. This package provides MCP interface into Playwright. If you are using a coding agent , you might benefit from using the CLI+SKILLS...
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| 16 | Serena MCP: the IDE for your agent Developer Tools · io.github.oraios/serena | 29.2k | 0% | 37.7k | 3d ago | Official | Patched | stdio | 92 |
| Serena MCP: the IDE for your agent is a first-party Model Context Protocol server in the Developer Tools category, with 29.2k GitHub stars, last updated 3d ago. It scores 92/100 on zplatform.ai's quality composite. <p align="center" style="text-align:center;" <img src="resources/serena-logo.svg gh-light-mode-only" style="width:500px" <img src="resources/serena-logo-dark-mode.svg gh-dark-mode-only" style="width:500px" </p <h3 align="center" The IDE for Your Coding Agent </h3 <div align="center" <a href="https://discord.com/invite/cVUNQmnV4r" <img...
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| 17 | mcp-server Productivity · com.puter/mcp-server | 43.5k | +1.2% | - | yesterday | Official | Not checked | Streamable HTTP | 91 |
mcp-server is a first-party Model Context Protocol server in the Productivity category, with 43.5k 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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| 18 | Oh My Posh Validator Other · dev.ohmyposh/validator | 23.4k | 0% | - | 2d ago | Official | Not checked | Streamable HTTP | 91 |
Oh My Posh Validator is a first-party Model Context Protocol server in the Other category, with 23.4k GitHub stars, last updated 2d ago. It scores 91/100 on zplatform.ai's quality composite. What is the Oh My Posh MCP Server?
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| 19 | Reactive Resume Developer Tools · io.github.amruthpillai/reactive-resume | 42.5k | 0% | - | today | Official | Not checked | Streamable HTTP | 91 |
Reactive Resume is a first-party Model Context Protocol server in the Developer Tools category, with 42.5k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. Free, open-source resume builder. Create, update, and share a professional resume in minutes - no ads, no paywall., Free, open-source resume builder. Create, update, and share your resume, with no ads and no paywall.
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| 20 | Compiler Explorer Developer Tools · io.github.compiler-explorer/compiler-explorer | 19k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 91 |
Compiler Explorer is a first-party Model Context Protocol server in the Developer Tools category, with 19k GitHub stars, last updated yesterday. It scores 91/100 on zplatform.ai's quality composite. Compiler Explorer is an interactive online compiler which shows the assembly output of compiled C++, Rust, Go (and many more) code.
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| 21 | Firecrawl MCP Server Search & Web · io.github.firecrawl/firecrawl-mcp-server | 7.4k | 0% | - | yesterday | Official | No known advisory | stdio | 91 |
| Firecrawl MCP Server is a first-party Model Context Protocol server in the Search & Web category, with 7.4k GitHub stars, last updated yesterday. It scores 91/100 on zplatform.ai's quality composite. <div align="center" <a name="readme-top" </a <img src="https://raw.githubusercontent.com/firecrawl/firecrawl-mcp-server/main/img/fire.png" height="140" </div A Model Context Protocol (MCP) server that brings Firecrawl to MCP-compatible AI agents - search, scrape, and interact with the live web for clean, agent-ready context. Big thanks to @vrknetha, @knacklabs for the initial implementation! -...
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| 22 | GitHub Developer Tools · io.github.github/github-mcp-server | 32.9k | 0% | - | yesterday | Official | Not checked | stdioStreamable HTTP | 91 |
| GitHub is a first-party Model Context Protocol server in the Developer Tools category, with 32.9k GitHub stars, last updated yesterday. It scores 91/100 on zplatform.ai's quality composite. The GitHub MCP Server connects AI tools directly to GitHub's platform. This gives AI agents, assistants, and chatbots the ability to read repositories and code files, manage issues and PRs, analyze code, and automate workflows. All through natural language interactions. - Repository Management: Browse and query code, search files, analyze commits, and understand project structure across any...
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| 23 | Keploy Developer Tools · io.github.keploy/mcp | 18.5k | 0% | - | today | Official | Not checked | Streamable HTTP | 91 |
Keploy is a first-party Model Context Protocol server in the Developer Tools category, with 18.5k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. Generate API tests using AI coding agents like Claude Code, Cursor, and Antigravity with Keploy Enterprise
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| 24 | FunASR Developer Tools · io.github.modelscope/funasr-mcp | 20.3k | 0% | - | yesterday | Official | Not checked | stdio | 91 |
| FunASR is a first-party Model Context Protocol server in the Developer Tools category, with 20.3k GitHub stars, last updated yesterday. It scores 91/100 on zplatform.ai's quality composite. (简体中文 English 日本語 한국어) <p align="center" <a href="https://github.com/modelscope/FunASR" <img src="https://svg-banners.vercel.app/api?type=origin&text1=FunASR🤠&text2=💖%20A%20Fundamental%20End-to-End%20Speech%20Recognition%20Toolkit&width=800&height=210" alt="FunASR" </a </p <p align="center" <strong Industrial speech recognition toolkit for offline, streaming, and edge...
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| 25 | Netdata DevOps & Monitoring · io.github.netdata/mcp-server | 80.5k | 0% | - | today | Official | Not checked | Streamable HTTP | 91 |
Netdata is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 80.5k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. Real-time infrastructure monitoring with per-second metrics, ML anomaly detection, and AI troubleshooting. Open source, #1 on GitHub. Cut MTTR by 80%.
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| 26 | screenpipe Search & Web · io.github.screenpipe/screenpipe-mcp | 21.5k | 0% | 2.6k | today | Official | No known advisory | stdio | 91 |
| screenpipe is a first-party Model Context Protocol server in the Search & Web category, with 21.5k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. <h1 align="center" <a href="https://screenpipe.com/how-to-install?download=1" DOWNLOAD SCREENPIPE</a </h1 <img width="1500" height="500" alt="image" src="https://github.com/user-attachments/assets/058a44b8-fcad-4a37-92d8-830167dbd400" / <p align="center" <a href ="https://screenpi.pe" <img src="https://github.com/user-attachments/assets/d3b1de26-c3c0-4c84-b9c4-b03213b97a30" alt="logo"...
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| 27 | Skyvern Search & Web · io.github.Skyvern-AI/skyvern | 23.0k | 0% | - | today | Official | Not checked | Streamable HTTP | 91 |
| Skyvern is a first-party Model Context Protocol server in the Search & Web category, with 23.0k 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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| 28 | kaneo Developer Tools · io.github.usekaneo/kaneo | 9k | 0% | 97 | today | Official | No known advisory | stdio | 91 |
| kaneo is a first-party Model Context Protocol server in the Developer Tools category, with 9k GitHub stars, last updated today. It scores 91/100 on zplatform.ai's quality composite. <p align="center" <a href="https://kaneo.app" <img src="https://assets.kaneo.app/logo-text.png" alt="Kaneo's logo" width="450" / </a </p <div align="center" </div <div align="center" <h3 <a href="https://kaneo.app/docs/core" Quick Start</a <span </span <a href="https://kaneo.app" Website</a <span </span <a href="https://cloud.kaneo.app" Cloud</a <span </span <a...
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| 29 | mcp Other · io.snyk/mcp | 55 | 0% | 359.1k | 23d ago | Official | Patched | stdio | 91 |
| mcp is a first-party Model Context Protocol server in the Other category, with 55 GitHub stars, last updated 23d ago. It scores 91/100 on zplatform.ai's quality composite. MCP (Model Context Protocol) is an open protocol that standardizes how applications share context with large language models. MCP can provide AI systems with additional information needed to generate accurate and relevant responses for use cases where the AI systems do not have the context, by integrating the AI systems with tools and platforms that have specific capabilities.& x20; You can...
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| 30 | Agent Skills Search Server Search & Web · ai.com.mcp/skills-search | 25.2k | +5.2% | - | 1mo ago | Official | Not checked | Streamable HTTP | 90 |
Agent Skills Search Server is a first-party Model Context Protocol server in the Search & Web category, with 25.2k GitHub stars, last updated 1mo ago. It scores 90/100 on zplatform.ai's quality composite. Turn APIs and OpenAPI specs into MCP connectors that Clawne Me agents can use in real workflows.
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| 31 | Supabase Databases · com.supabase/mcp | 2.9k | +1.6% | 97.1k | today | Official | No known advisory | stdioStreamable HTTP | 90 |
Supabase is a first-party Model Context Protocol server in the Databases category, with 2.9k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. Connect your Supabase projects to Cursor, Claude, Windsurf, and other AI assistants. The Model Context Protocol (MCP) standardizes how Large Language Models (LLMs) talk to external services like Supabase. It connects AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data. See the full list of tools. Before... 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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| 32 | XcodeBuildMCP Productivity · com.xcodebuildmcp/XcodeBuildMCP | 6.4k | +2.7% | - | today | Official | No known advisory | stdio | 90 |
| XcodeBuildMCP is a first-party Model Context Protocol server in the Productivity category, with 6.4k 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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| 33 | XcodeBuildMCP Productivity · io.github.cameroncooke/XcodeBuildMCP | 6.4k | 0% | 50.6k | today | Official | No known advisory | stdio | 90 |
| XcodeBuildMCP is a first-party Model Context Protocol server in the Productivity category, with 6.4k 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...
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| 34 | Coder Developer Tools · io.github.coder/coder | 14.4k | 0% | - | today | Official | Not checked | Streamable HTTP | 90 |
Coder is a first-party Model Context Protocol server in the Developer Tools category, with 14.4k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. <div align="center" <a href="https://coder.com gh-light-mode-only" <img src="./docs/images/logo-black.png" alt="Coder Logo Light" style="width: 128px" </a <a href="https://coder.com gh-dark-mode-only" <img src="./docs/images/logo-white.png" alt="Coder Logo Dark" style="width: 128px" </a <h1 Self-Hosted Cloud Development Environments and AI Agents </h1 <a href="https://coder.com...
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| 35 | MCP Toolbox for Databases Databases · io.github.googleapis/genai-toolbox | 16.4k | 0% | - | today | Official | Not checked | Streamable HTTP | 90 |
| MCP Toolbox for Databases is a first-party Model Context Protocol server in the Databases category, with 16.4k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. <div align="center" <a href="https://trendshift.io/repositories/25495" target=" blank" <img src="https://trendshift.io/api/badge/repositories/25495" alt="googleapis%2Fmcp-toolbox Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/ </a </div MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server that connects your AI agents, IDEs, and applications...
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| 36 | MCP Toolbox for Databases Databases · io.github.googleapis/mcp-toolbox | 16.4k | 0% | - | today | Official | Not checked | Streamable HTTP | 90 |
| MCP Toolbox for Databases is a first-party Model Context Protocol server in the Databases category, with 16.4k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. <div align="center" <a href="https://trendshift.io/repositories/25495" target=" blank" <img src="https://trendshift.io/api/badge/repositories/25495" alt="googleapis%2Fmcp-toolbox Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/ </a </div MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server that connects your AI agents, IDEs, and applications...
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| 37 | OpenMetadata Search & Web · io.github.open-metadata/openmetadata-mcp | 15.2k | 0% | - | today | Official | Not checked | Streamable HTTP | 90 |
OpenMetadata is a first-party Model Context Protocol server in the Search & Web category, with 15.2k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. > ## Documentation Index > > Fetch the complete documentation index at: [/llms.txt](https://docs.open-metadata.org/llms.txt) > > Use this file to discover all available pages before exploring further. [Skip to main content](https://docs.open-metadata.org/v2.0.x/how-to-guides/mcp#content-area) #...
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| 38 | claude-flow Developer Tools · io.github.ruvnet/claude-flow | 72k | 0% | 14.5k | today | Community | No known advisory | stdio | 90 |
| claude-flow is a community Model Context Protocol server in the Developer Tools category, with 72k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. <div align="center" An agent meta-harness for Claude Code and Codex. 📖 RuFlo Explained - Build an AI Team That Plans, Remembers, Tests, and Improves A 14-chapter guide: from the basic idea to a first useful task, then memory, agent teams, plugins, cost and verification. </div Agent = Model + Harness. The model writes; the harness gives it tools, memory, loops, sandboxes, and controls so it...
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| 39 | dbx Developer Tools · io.github.t8y2/dbx | 19k | 0% | 4.7k | today | Community | No known advisory | stdio | 90 |
| dbx is a community Model Context Protocol server in the Developer Tools category, with 19k GitHub stars, last updated today. It scores 90/100 on zplatform.ai's quality composite. <div align="center" <p style="font-size: 18px; white-space: nowrap;" <strong 90+ databases in 20 MB. Desktop, Docker, CLI, built-in AI assistant, and MCP Server.</strong </p <p <img src="https://dl.dbxio.com/assets/readme-hero-20260820.png" alt="DBX screenshot" width="820" / </p <p <a href="https://github.com/t8y2/dbx/releases" <img...
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| 40 | Microsoft Fabric MCP Server Other · com.microsoft/microsoft-fabric | 3.7k | +3.3% | 769 | today | Official | No known advisory | stdio | 89 |
| Microsoft Fabric MCP Server is a first-party Model Context Protocol server in the Other category, with 3.7k GitHub stars, last updated today. It scores 89/100 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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| 41 | mcp-server-chart Design · io.github.antvis/mcp-server-chart | 4.4k | 0% | - | 15d ago | Official | No known advisory | stdio | 89 |
| mcp-server-chart is a first-party Model Context Protocol server in the Design category, with 4.4k GitHub stars, last updated 15d ago. It scores 89/100 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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| 42 | agent-device Developer Tools · io.github.callstack/agent-device | 4.5k | 0% | 72.8k | today | Official | No known advisory | stdio | 89 |
| agent-device is a first-party Model Context Protocol server in the Developer Tools category, with 4.5k GitHub stars, last updated today. It scores 89/100 on zplatform.ai's quality composite. <a href="https://www.callstack.com/open-source?utm campaign=generic&utm source=github&utm medium=referral&utm content=agent-device" align="center" <picture <img alt="agent-device: mobile app automation and verification for AI coding agents" src="website/docs/public/agent-device-banner.jpg" </picture </a --- Mobile app automation and verification for AI coding agents. Give coding agents a live...
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| 43 | agent-device Developer Tools · io.github.callstackincubator/agent-device | 4.5k | 0% | - | today | Official | No known advisory | stdio | 89 |
| agent-device is a first-party Model Context Protocol server in the Developer Tools category, with 4.5k GitHub stars, last updated today. It scores 89/100 on zplatform.ai's quality composite. <a href="https://www.callstack.com/open-source?utm campaign=generic&utm source=github&utm medium=referral&utm content=agent-device" align="center" <picture <img alt="agent-device: mobile app automation and verification for AI coding agents" src="website/docs/public/agent-device-banner.jpg" </picture </a --- Mobile app automation and verification for AI coding agents. Give coding agents a live... Our take: Lets agents inspect, control, and debug real iOS, Android, and desktop devices. A strong fit for automated mobile and cross-platform testing workflows.
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| 44 | ClickHouse Databases · io.github.ClickHouse/mcp-clickhouse | 869 | +3% | 58k | yesterday | Official | No known advisory | stdio | 89 |
ClickHouse is a first-party Model Context Protocol server in the Databases category, with 869 GitHub stars, last updated yesterday. It scores 89/100 on zplatform.ai's quality composite. An MCP server for ClickHouse. <a href="https://glama.ai/mcp/servers/yvjy4csvo1" <img width="380" height="200" src="https://glama.ai/mcp/servers/yvjy4csvo1/badge" alt="mcp-clickhouse MCP server" / </a The server implements MCP 2026-07-28 and supports legacy initialize handshakes from 2024-11-05 through 2025-11-25 . Modern clients use sessionless requests and server/discover . Existing clients...
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| 45 | Windows-MCP Developer Tools · io.github.CursorTouch/Windows-MCP | 7.0k | +4.6% | 14.0k | yesterday | Official | Patched | stdio | 89 |
| Windows-MCP is a first-party Model Context Protocol server in the Developer Tools category, with 7.0k GitHub stars, last updated yesterday. It scores 89/100 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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| 46 | mcp Databases · io.github.kubeshark/mcp | 12k | 0% | - | 2d ago | Official | Not checked | stdio | 89 |
| mcp is a first-party Model Context Protocol server in the Databases category, with 12k GitHub stars, last updated 2d ago. It scores 89/100 on zplatform.ai's quality composite. <p align="center" <img src="https://raw.githubusercontent.com/kubeshark/assets/master/svg/kubeshark-logo.svg" alt="Kubeshark" height="120px"/ </p <p align="center" <a href="https://github.com/kubeshark/kubeshark/releases/latest" <img alt="Release" src="https://img.shields.io/github/v/release/kubeshark/kubeshark?logo=GitHub&style=flat-square" </a <a...
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| 47 | BoostedTravel Search & Web · com.boostedchat/travel | 2k | +21.8% | - | today | Official | No known advisory | stdioStreamable HTTP | 88 |
| BoostedTravel is a first-party Model Context Protocol server in the Search & Web category, with 2k GitHub stars, last updated today. It scores 88/100 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 or hotel shouldn't mean checking 47 tabs. 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.<br So we built something about it. <br No markup. No tracking. No price that goes up because...
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| 48 | openstatus Other · dev.openstatus/mcp | 9.1k | 0% | - | today | Official | Not checked | Streamable HTTP | 88 |
openstatus is a first-party Model Context Protocol server in the Other category, with 9.1k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. Ship your status page before your SOC 2 auditor asks for it. Open source, free to start, self-hostable.
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| 49 | sem AI & Memory · io.github.Ataraxy-Labs/sem | 3.3k | +1.9% | 2.8k | today | Official | No known advisory | stdio | 88 |
sem is a first-party Model Context Protocol server in the AI & Memory category, with 3.3k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. Part of the Ataraxy Labs stack : agent-native infrastructure for software development. See also: weave (entity-level git merge driver) · inspect (semantic code review) · opensessions (tmux sidebar for coding agents). Read the manifesto: https://ataraxy-labs.com/ thesis · Essays: https://ataraxy-labs.com/blogs · LLMs: https://ataraxy-labs.com/llms.txt <p align="center" <img...
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| 50 | basic-memory AI & Memory · io.github.basicmachines-co/basic-memory | 3.9k | 0% | 5.5k | yesterday | Official | No known advisory | stdio | 88 |
| basic-memory is a first-party Model Context Protocol server in the AI & Memory category, with 3.9k 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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| 51 | mcp AI & Memory · io.github.butterbase-ai/mcp | 3.4k | 0% | 22 | yesterday | Official | No known advisory | stdioStreamable HTTP | 88 |
mcp 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. <p align="center" <img src=".github/assets/logo.png" alt="Butterbase" width="420" / </p <p align="center" <strong AI-native, open-source backend-as-a-service.</strong <br/ Postgres · Auth · Storage · Functions · AI Gateway · MCP server</p <p align="center" <a href="./LICENSE" <img alt="License: Apache 2.0" src="https://img.shields.io/badge/License-Apache 2.0-blue.svg" </a <a...
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| 52 | DBHub Databases · io.github.bytebase/dbhub | 3.5k | 0% | - | yesterday | Official | No known advisory | stdio | 88 |
| DBHub is a first-party Model Context Protocol server in the Databases category, with 3.5k GitHub stars, last updated yesterday. It scores 88/100 on zplatform.ai's quality composite. [!NOTE] Brought to you by Bytebase, open-source database governance platform. <p align="center" <a href="https://www.star-history.com/bytebase/dbhub" <picture <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/badge?repo=bytebase/dbhub&type=trending&theme=dark" / <source media="(prefers-color-scheme: light)"... Our take: A token-efficient, multi-database server (Postgres, MySQL, SQLite and more) from Bytebase. The lean design is the selling point: it keeps schema context small so the AI spends fewer tokens to query your data.
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| 53 | mobilerun Developer Tools · io.github.droidrun/mobilerun | 9.3k | 0% | - | today | Official | Not checked | Streamable HTTP | 88 |
| mobilerun is a first-party Model Context Protocol server in the Developer Tools category, with 9.3k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. <picture align="center" <source media="(prefers-color-scheme: dark)" srcset="./static/mobilerun-dark.png" <source media="(prefers-color-scheme: light)" srcset="./static/mobilerun.png" <img src="./static/mobilerun.png" width="full" </picture <p align="center" <strong Mobilerun is an open-source framework for controlling Android and iOS devices with LLM agents.</strong <br It gives agents...
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| 54 | Figma-Context-MCP Design · io.github.GLips/Figma-Context-MCP | 15.8k | +1.5% | - | yesterday | Community | Patched | stdio | 88 |
| Figma-Context-MCP is a community Model Context Protocol server in the Design category, with 15.8k GitHub stars, last updated yesterday. It scores 88/100 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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| 55 | Metabase Search & Web · io.github.metabase/mcp | 49.2k | 0% | - | today | Official | Not checked | Streamable HTTP | 88 |
Metabase is a first-party Model Context Protocol server in the Search & Web category, with 49.2k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. Metabase grounds every answer in your semantic layer - your metrics and business logic - so you can inspect the query behind it.
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| 56 | mobile-mcp Developer Tools · io.github.mobile-next/mobile-mcp | 6.6k | 0% | 14.4k | today | Official | Patched | stdio | 88 |
| mobile-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 6.6k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. English 日本語 简体中文 This is an MCP Server that enables scalable mobile automation, development through a platform-agnostic interface, eliminating the need for distinct iOS or Android knowledge. You can run it on emulators, simulators, and real devices (iOS and Android). This server allows Agents and LLMs to interact with native iOS/Android applications and devices through structured accessibility...
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| 57 | mongodb-mcp-server Databases · io.github.mongodb-js/mongodb-mcp-server | 1.1k | 0% | 54.2k | today | Official | No known advisory | stdio | 88 |
| mongodb-mcp-server is a first-party Model Context Protocol server in the Databases category, with 1.1k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. A Model Context Protocol server for interacting with MongoDB Databases and MongoDB Atlas. MongoDB MCP Server comes bundled with the official MongoDB plugins for AI agents. The following plugins are available: mongodb-atlas - connects to the MongoDB-hosted Atlas MCP server over OAuth. This does not require you to run anything locally, and is the recommended way to connect to MongoDB Atlas from...
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| 58 | nx-console AI & Memory · io.github.nrwl/nx-console | 1.4k | 0% | 55.7k | today | Official | No known advisory | stdio | 88 |
| nx-console is a first-party Model Context Protocol server in the AI & Memory category, with 1.4k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. <p align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/nrwl/nx-console/master/static/nx-console-dark.png" <img alt="Nx Console - The UI for Nx & Lerna" src="https://raw.githubusercontent.com/nrwl/nx-console/master/static/nx-console-light.png" width="100%" </picture </p <div align="center" Stay focused and productive right in your...
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| 59 | nx-mcp AI & Memory · io.github.nrwl/nx-mcp | 1.4k | 0% | 55.7k | today | Official | No known advisory | stdio | 88 |
| nx-mcp is a first-party Model Context Protocol server in the AI & Memory category, with 1.4k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. <p align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/nrwl/nx-console/master/static/nx-console-dark.png" <img alt="Nx Console - The UI for Nx & Lerna" src="https://raw.githubusercontent.com/nrwl/nx-console/master/static/nx-console-light.png" width="100%" </picture </p <div align="center" Stay focused and productive right in your...
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| 60 | Honcho AI & Memory · io.github.plastic-labs/honcho | 7.1k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 88 |
| Honcho is a first-party Model Context Protocol server in the AI & Memory category, with 7.1k GitHub stars, last updated yesterday. It scores 88/100 on zplatform.ai's quality composite. <div align="center" <a href="https://app.honcho.dev" target=" blank" <img src="assets/honcho.svg" alt="Honcho" width="400" </a </div --- Honcho is memory infrastructure for building stateful agents that understand changing people, agents, groups, projects, and ideas over time. Store messages and events, let Honcho reason in the background, then query peer representations, session context,...
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| 61 | PostHog MCP Server Developer Tools · io.github.PostHog/mcp | 39.7k | 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 39.7k 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://github.com/PostHog/posthog/graphs/contributors' <img alt="GitHub contributors" src="https://img.shields.io/github/contributors/posthog/posthog"/ </a <a href='http://makeapullrequest.com' <img alt='PRs... 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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| 62 | tldraw Developer Tools · io.github.tldraw/tldraw | 50.3k | 0% | - | today | Official | Not checked | Streamable HTTPSSE | 88 |
| tldraw is a first-party Model Context Protocol server in the Developer Tools category, with 50.3k GitHub stars, last updated today. It scores 88/100 on zplatform.ai's quality composite. <div alt style="text-align: center; transform: scale(.25);" <picture <source media="(prefers-color-scheme: dark)" srcset="https://github.com/tldraw/tldraw/raw/main/assets/github-hero-dark.png" / <img alt="tldraw" src="https://github.com/tldraw/tldraw/raw/main/assets/github-hero-light.png" / </picture </div <p align="center" <a href="https://www.npmjs.com/package/tldraw" <img...
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| 63 | exa Search & Web · ai.exa/exa | 5.0k | +3.4% | - | 21d ago | Official | Not checked | Streamable HTTP | 87 |
| exa is a first-party Model Context Protocol server in the Search & Web category, with 5.0k GitHub stars, last updated 21d ago. It scores 87/100 on zplatform.ai's quality composite. <h1 align="center" <img src="assets/Exa.svg" alt="Exa" width="64" / <br Exa MCP Server </h1 <p align="center" Connect AI agents to Exa for web search, content fetching, and multi-step research.</p <p align="center" <a href="https://cursor.com/en/install-mcp?name=exa&config=eyJ1cmwiOiJodHRwczovL21jcC5leGEuYWkvbWNwIn0=" <img src="https://custom-icon-badges.demolab.com/badge/Install in... 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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| 64 | basebalance.cloud - x402 RPC & MCP gateway Finance · cloud.basebalance/basebalance | 6.3k | 0% | - | 6d ago | Official | Not checked | Streamable HTTP | 87 |
basebalance.cloud - x402 RPC & MCP gateway is a first-party Model Context Protocol server in the Finance category, with 6.3k GitHub stars, last updated 6d ago. It scores 87/100 on zplatform.ai's quality composite. basebalance.cloud - concurrent-failover JSON-RPC gateway for Base chain 8453. Free tier 10 req/min/IP; paid tier \$0.50 USDC per 10k req per 24h via x402. Open ledger. Run by an autonomous on-chain agent., Concurrent 5-RPC failover + short-TTL cache for Base chain JSON-RPC. Free tier 10 req/min....
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| 65 | Azure MCP Server Cloud · com.microsoft/azure | 3.7k | +3.3% | - | today | Official | Patched | stdio | 87 |
| Azure MCP Server is a first-party Model Context Protocol server in the Cloud category, with 3.7k GitHub stars, last updated today. It scores 87/100 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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| 66 | Zotero MCP Search & Web · io.github.54yyyu/zotero-mcp | 5.0k | +9.3% | 2.8k | 17d ago | Community | No known advisory | stdio | 87 |
Zotero MCP is a community Model Context Protocol server in the Search & Web category, with 5.0k GitHub stars, last updated 17d ago. It scores 87/100 on zplatform.ai's quality composite. <p align="center" <a href="https://www.zotero.org/" <img src="https://img.shields.io/badge/Zotero-CC2936?style=for-the-badge&logo=zotero&logoColor=white" alt="Zotero" </a <a href="https://www.anthropic.com/claude" <img src="https://img.shields.io/badge/Claude-6849C3?style=for-the-badge&logo=anthropic&logoColor=white" alt="Claude" </a <a href="https://chatgpt.com/" <img...
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| 67 | brightdata-mcp Search & Web · io.github.brightdata/brightdata-mcp | 2.6k | 0% | - | 1mo ago | Official | No known advisory | stdio | 87 |
| brightdata-mcp is a first-party Model Context Protocol server in the Search & Web category, with 2.6k GitHub stars, last updated 1mo ago. It scores 87/100 on zplatform.ai's quality composite. <div align="center" <a href="https://brightdata.com/ai/mcp-server" <img src="https://github.com/user-attachments/assets/c21b3f7b-7ff1-40c3-b3d8-66706913d62f" alt="Bright Data Logo" </a <h1 Bright Data MCP</h1 <p <strong Web search, page scraping, structured data extraction, and browser automation for AI agents and LLMs over the Model Context Protocol.</strong </p <p Works with AI agents,... Our take: Bright Data's server for large-scale web search and extraction through their proxy network. Strong for serious data collection, but it is a commercial data service, not a free scraper.
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| 68 | ha-mcp AI & Memory · io.github.homeassistant-ai/ha-mcp | 4.7k | 0% | 90.5k | today | Official | Patched | stdio | 87 |
| ha-mcp is a first-party Model Context Protocol server in the AI & Memory category, with 4.7k GitHub stars, last updated today. It scores 87/100 on zplatform.ai's quality composite. Breaking change (v7.3.0): ha config set yaml has been moved to beta. <div align="center" <img src="https://raw.githubusercontent.com/homeassistant-ai/ha-mcp/master/docs/img/ha-mcp-logo.png" alt="Home Assistant MCP Server Logo" width="300"/ <p align="center" <img src="https://img.shields.io/badge/tools-87-blue" alt="95+ Tools" <a href="https://github.com/homeassistant-ai/ha-mcp/releases" <img...
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| 69 | Semiotic Developer Tools · io.github.nteract/semiotic | 2.7k | 0% | 3k | today | Official | No known advisory | stdioStreamable HTTP | 87 |
Semiotic is a first-party Model Context Protocol server in the Developer Tools category, with 2.7k GitHub stars, last updated today. It scores 87/100 on zplatform.ai's quality composite. A React data visualization library designed for AI-assisted development. Start with a small chart component. Add network graphs, streaming data and coordinated views when the task needs them. Structured schemas, diagnostics and rendering evidence help coding assistants implement, check and repair chart configurations. Work through a complete task: check category totals, maintain a live chart,...
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| 70 | Argent Search & Web · io.github.software-mansion/argent | 2.8k | 0% | 35.6k | today | Official | No known advisory | stdio | 87 |
Argent is a first-party Model Context Protocol server in the Search & Web category, with 2.8k GitHub stars, last updated today. It scores 87/100 on zplatform.ai's quality composite. <br/ <p align="center" <a href="https://argent.swmansion.com" <img width="1100" height="382" alt="argent-header" src="https://github.com/user-attachments/assets/6cec01d5-da3c-4b6c-97c3-0374a63c213c" / </a </p Argent gives your AI assistant direct control of iOS simulators, Android emulators and devices, TVs (Apple TV, Android TV, Fire TV) and Electron/Chromium apps. Tap a button, profile a...
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| 71 | tavily-mcp Search & Web · io.github.tavily-ai/tavily-mcp | 2.4k | 0% | - | yesterday | Official | No known advisory | stdio | 87 |
| tavily-mcp is a first-party Model Context Protocol server in the Search & Web category, with 2.4k GitHub stars, last updated yesterday. It scores 87/100 on zplatform.ai's quality composite. The Tavily MCP server provides: - search, extract, map, crawl tools - Real-time web search capabilities through the tavily-search tool - Intelligent data extraction from web pages via the tavily-extract tool - Powerful web mapping tool that creates a structured map of website - Web crawler that systematically explores websites - Tutorial on combining Tavily MCP with Neo4j MCP server - Tutorial...
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| 72 | mcp Cloud · com.cloudflare.mcp/mcp | 4.2k | +3.6% | - | 10d ago | Official | Not checked | Streamable HTTPSSE | 86 |
| mcp is a first-party Model Context Protocol server in the Cloud category, with 4.2k GitHub stars, last updated 10d 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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| 73 | Jitsu Other · com.jitsu/mcp | 5k | +1.2% | - | today | Official | Not checked | Streamable HTTP | 86 |
Jitsu is a first-party Model Context Protocol server in the Other category, with 5k GitHub stars, last updated today. It scores 86/100 on zplatform.ai's quality composite. Jitsu runs an MCP server, so AI agents can manage your pipeline directly: create destinations, wire up streams, inspect Live Events, and edit Functions.…
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| 74 | Power BI Modeling MCP Server Other · com.microsoft/powerbi-modeling-mcp | 1.1k | +8.8% | 4k | 3d ago | Official | No known advisory | stdio | 86 |
| Power BI Modeling MCP Server is a first-party Model Context Protocol server in the Other category, with 1.1k GitHub stars, last updated 3d ago. It scores 86/100 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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| 75 | mockserver DevOps & Monitoring · com.mock-server/mockserver | 5.0k | 0% | - | today | Official | Not checked | Streamable HTTP | 86 |
mockserver is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 5.0k GitHub stars, last updated today. It scores 86/100 on zplatform.ai's quality composite. MockServer ===== MockServer is an HTTP(S) mock server and proxy for testing. It does three things: - Mock the APIs your application depends on, so you can develop and test against systems that are unavailable, incomplete, or hard to reproduce. - Proxy real traffic to record, inspect, and modify requests and responses in flight - and...
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| 76 | emailmd Communication · dev.emailmd/emailmd | 1.4k | +6.1% | 2.8k | 16d ago | Official | No known advisory | stdioStreamable HTTP | 86 |
| emailmd is a first-party Model Context Protocol server in the Communication category, with 1.4k GitHub stars, last updated 16d ago. It scores 86/100 on zplatform.ai's quality composite. emailmd converts markdown into responsive, email-safe HTML that works across Gmail, Outlook, Apple Mail, Yahoo, and every other client. v0.3.0 migration: render() is now async. Update calls from render(md) to await render(md) . Requires Node 20+ (MJML 5). Bar charts, progress meters, sparklines, KPI tiles, step trackers, and star ratings, each written as a plain markdown list: They are drawn...
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| 77 | kubernetes-mcp-server DevOps & Monitoring · io.github.containers/kubernetes-mcp-server | 2k | 0% | 2.0k | yesterday | Official | No known advisory | stdioStreamable HTTP | 86 |
| kubernetes-mcp-server is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 2k GitHub stars, last updated yesterday. It scores 86/100 on zplatform.ai's quality composite. ✨ Features 🚀 Getting Started 🎥 Demos ⚙️ Configuration 🛠️ Tools 💬 Community 🧑💻 Development https://github.com/user-attachments/assets/be2b67b3-fc1c-4d11-ae46-93deba8ed98e A powerful and flexible Kubernetes Model Context Protocol (MCP) server implementation with support for Kubernetes and OpenShift . - ✅ Configuration : - Automatically detect changes in the Kubernetes configuration and...
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| 78 | Claude Code Ultimate Guide Search & Web · io.github.FlorianBruniaux/claude-code-guide | 6.0k | 0% | 427 | yesterday | Community | No known advisory | stdio | 86 |
| Claude Code Ultimate Guide is a community Model Context Protocol server in the Search & Web category, with 6.0k GitHub stars, last updated yesterday. It scores 86/100 on zplatform.ai's quality composite. <table <tr <td width="64" <a href="https://www.florian.bruniaux.com/about/?utm source=github&utm medium=readme&utm campaign=claude-code-ultimate-guide" <img src="https://cc.bruniaux.com/author.png" width="56" height="56" alt="Florian Bruniaux" / </a </td <td <strong <a href="https://www.florian.bruniaux.com/about/?utm source=github&utm medium=readme&utm...
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| 79 | Finance Toolkit Finance · io.github.JerBouma/financetoolkit | 5.3k | +2.3% | 8.7k | yesterday | Community | No known advisory | stdioStreamable HTTP | 86 |
| Finance Toolkit is a community Model Context Protocol server in the Finance category, with 5.3k GitHub stars, last updated yesterday. 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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| 80 | PaperBanana Developer Tools · io.github.llmsresearch/paperbanana | 2.3k | 0% | - | 2d ago | Official | No known advisory | stdio | 86 |
| PaperBanana is a first-party Model Context Protocol server in the Developer Tools category, with 2.3k GitHub stars, last updated 2d ago. It scores 86/100 on zplatform.ai's quality composite. <table align="center" width="100%" style="border: none; border-collapse: collapse;" <tr <td width="220" align="left" valign="middle" style="border: none;" <img src="https://dwzhu-pku.github.io/PaperBanana/static/images/logo.jpg" alt="PaperBanana Logo" width="180"/ </td <td align="left" valign="middle" style="border: none;" <h1 PaperBanana</h1 <p <strong Automated Academic Illustration for AI...
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| 81 | CloudBase Developer Tools · io.github.TencentCloudBase/cloudbase-mcp | 1.1k | 0% | 20.9k | today | Official | No known advisory | stdioStreamable HTTP | 86 |
| CloudBase is a first-party Model Context Protocol server in the Developer Tools category, with 1.1k GitHub stars, last updated today. It scores 86/100 on zplatform.ai's quality composite. <div align="center" <img src="https://raw.githubusercontent.com/TencentCloudBase/CloudBase-AI-Toolkit/main/mcp/icon.png" width="96" height="96" alt="CloudBase AI Toolkit" / AI writes the code. CloudBase runs the backend. The CloudBase integration layer for AI coding tools: Plugin installs the stack, Skills steer how code is written, MCP operates databases, functions, storage, and deploys from...
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| 82 | pg-aiguide Developer Tools · io.github.timescale/pg-aiguide | 1.8k | 0% | - | 2d ago | Official | No known advisory | stdioStreamable HTTP | 86 |
| pg-aiguide is a first-party Model Context Protocol server in the Developer Tools category, with 1.8k GitHub stars, last updated 2d ago. It scores 86/100 on zplatform.ai's quality composite. AI-optimized PostgreSQL expertise for coding assistants pg-aiguide helps AI coding tools write dramatically better PostgreSQL code. It provides: - Semantic search across the official PostgreSQL manual (version-aware) - AI-optimized “skills” - curated, opinionated Postgres best practices used automatically by AI agents - Extension ecosystem docs , starting with TimescaleDB, with more coming...
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| 83 | mcp-server Developer Tools · io.github.UI5/mcp-server | 99 | n/a | 48.5k | today | Official | No known advisory | stdio | 86 |
| mcp-server is a first-party Model Context Protocol server in the Developer Tools category, with 99 GitHub stars, last updated today. It scores 86/100 on zplatform.ai's quality composite. A Model Context Protocol server for UI5 application development. The UI5 Model Context Protocol server offers tools to improve the developer experience when working with agentic AI tools. - Helps with the creation of new UI5 projects when working with agentic AI tools - Supports the developer to detect and fix UI5-specific errors in the code - Provides additional UI5-specific information for...
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| 84 | Business Contact Finder Other · agency.ottobot/business-contact-finder | 7.2k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 85 |
| Business Contact Finder is a first-party Model Context Protocol server in the Other category, with 7.2k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers. 📤 Publish my MCP server ⚡️ Live API docs 👀 Ecosystem vision 📖 Full documentation 2025-10-24 update : The Registry API has entered an API freeze (v0.1) 🎉. For the next month or more, the API will remain stable with no breaking changes, allowing integrators to confidently implement support....
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| 85 | Contractor Licence Changes Other · agency.ottobot/contractor-license-changes | 7.2k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 85 |
| Contractor Licence Changes is a first-party Model Context Protocol server in the Other category, with 7.2k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers. 📤 Publish my MCP server ⚡️ Live API docs 👀 Ecosystem vision 📖 Full documentation 2025-10-24 update : The Registry API has entered an API freeze (v0.1) 🎉. For the next month or more, the API will remain stable with no breaking changes, allowing integrators to confidently implement support....
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| 86 | mcp Other · com.medplum/mcp | 2.7k | +2.8% | - | today | Official | Not checked | Streamable HTTP | 85 |
| mcp is a first-party Model Context Protocol server in the Other category, with 2.7k GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. Medplum is a developer platform that enables flexible and rapid development of healthcare apps. - Medplum Auth - End-to-end identity solution for easy user authentication, sign-in, and permissions using OAuth, OpenID, and SMART-on-FHIR. - Medplum Clinical Data Repository (CDR) - Backend server that hosts your healthcare data in a secure, compliant, and standards-based repository. - Medplum API...
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| 87 | voicemode Other · dev.voicemode/voicemode | 1.4k | +3.5% | - | 2d ago | Official | No known advisory | stdio | 85 |
| voicemode is a first-party Model Context Protocol server in the Other category, with 1.4k GitHub stars, last updated 2d ago. It scores 85/100 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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| 88 | draw.io Communication · io.draw/mcp | 5.4k | +4.9% | - | 1mo ago | Official | Not checked | Streamable HTTP | 85 |
draw.io is a first-party Model Context Protocol server in the Communication category, with 5.4k GitHub stars, last updated 1mo ago. It scores 85/100 on zplatform.ai's quality composite. Free, open source diagramming application with 100M+ users. Store your data wherever you want - we can't access it.
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| 89 | brave-search-mcp-server Search & Web · io.github.brave/brave-search-mcp-server | 1.4k | 0% | 7.7k | yesterday | Official | No known advisory | stdio | 85 |
| brave-search-mcp-server 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. 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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| 90 | mcp-server-browserbase Search & Web · io.github.browserbase/mcp-server-browserbase | 3.4k | 0% | 1.8k | 2mo ago | Official | No known advisory | stdio | 85 |
| mcp-server-browserbase is a first-party Model Context Protocol server in the Search & Web category, with 3.4k GitHub stars, last updated 2mo ago. It scores 85/100 on zplatform.ai's quality composite. This repository is archived and no longer maintained. It was originally published as a reference implementation and is retained for historical purposes. It should not be interpreted as representative of Browserbase's current production services or implementation. The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data...
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| 91 | sentry-mcp DevOps & Monitoring · io.github.getsentry/sentry-mcp | 846 | 0% | 59.1k | today | Official | No known advisory | stdio | 85 |
| sentry-mcp is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 846 GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. Sentry's MCP service is primarily designed for human-in-the-loop coding agents. Our tool selection and priorities are focused on developer workflows and debugging use cases, rather than providing a general-purpose MCP server for all Sentry functionality. This remote MCP server acts as middleware to the upstream Sentry API, optimized for coding assistants like Cursor, Claude Code, and similar...
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| 92 | mcp-grafana DevOps & Monitoring · io.github.grafana/mcp-grafana | 3.4k | 0% | - | today | Official | Not checked | stdioStreamable HTTP | 85 |
| mcp-grafana is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 3.4k GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. A [Model Context Protocol][mcp] (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem. Requires uv. Add the following to your MCP client configuration (e.g. Claude Desktop, Cursor): For Grafana Cloud, replace GRAFANA URL with your instance URL (e.g. https://myinstance.grafana.net ). See Usage for more installation options including Docker,...
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| 93 | IWE AI & Memory · io.github.iwe-org/iwe | 1.6k | 0% | 465 | 2d ago | Official | No known advisory | stdio | 85 |
IWE is a first-party Model Context Protocol server in the AI & Memory category, with 1.6k GitHub stars, last updated 2d ago. It scores 85/100 on zplatform.ai's quality composite. A local-first knowledge graph for you and your AI agents. Query markdown like a database, edit it with guarded operations, enforce structure with schemas., A local-first knowledge graph for you and your AI agents. Query markdown like a database, edit it with guarded operations, enforce structure...
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| 94 | tooluniverse Developer Tools · io.github.mims-harvard/tooluniverse | 1.7k | 0% | - | 2d ago | Official | No known advisory | stdio | 85 |
tooluniverse is a first-party Model Context Protocol server in the Developer Tools category, with 1.7k GitHub stars, last updated 2d ago. It scores 85/100 on zplatform.ai's quality composite. An open universe of scientific tools and skills that powers AI scientists built on any LLM. From drug discovery to genomics, proteomics, and more.
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| 95 | tradememory-protocol Finance · io.github.mnemox-ai/tradememory-protocol | 1.4k | 0% | - | 3d ago | Official | No known advisory | stdio | 85 |
| tradememory-protocol is a first-party Model Context Protocol server in the Finance category, with 1.4k GitHub stars, last updated 3d ago. It scores 85/100 on zplatform.ai's quality composite. <p align="center" <img src="assets/header.png" alt="TradeMemory Protocol" width="600" </p <div align="center" Getting Started Use Cases API Reference OWM Framework Limitations 中文版 </div --- Project status (August 2026): Feature-complete, in maintenance mode - bug and security reports are still reviewed; no new features or hosted service are planned. For paid work, see Trading Record Analysis....
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| 96 | AdsAgentdeprecated Developer Tools · io.github.nowork-studio/adsagent | 3.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 85 |
AdsAgent is a first-party Model Context Protocol server in the Developer Tools category, with 3.7k GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. Open-source SEO, GEO, and marketing skills for AI agents. The NotFair Plugin gives Claude Code, Codex, Hermes, and other compatible agents practical marketing workflows they can follow - not another generic prompt collection. Use it to audit a site, investigate a traffic drop, analyze GA4 and Search Console, find wasted ad spend across Google, Meta, X, and LinkedIn, build campaign plans, and...
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| 97 | NotFair Search & Web · io.github.nowork-studio/notfair | 3.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 85 |
NotFair is a first-party Model Context Protocol server in the Search & Web category, with 3.7k GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. Open-source SEO, GEO, and marketing skills for AI agents. The NotFair Plugin gives Claude Code, Codex, Hermes, and other compatible agents practical marketing workflows they can follow - not another generic prompt collection. Use it to audit a site, investigate a traffic drop, analyze GA4 and Search Console, find wasted ad spend across Google, Meta, X, and LinkedIn, build campaign plans, and...
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| 98 | NotFair-MetaAds Developer Tools · io.github.nowork-studio/notfair-meta-ads | 3.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 85 |
NotFair-MetaAds is a first-party Model Context Protocol server in the Developer Tools category, with 3.7k GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. Open-source SEO, GEO, and marketing skills for AI agents. The NotFair Plugin gives Claude Code, Codex, Hermes, and other compatible agents practical marketing workflows they can follow - not another generic prompt collection. Use it to audit a site, investigate a traffic drop, analyze GA4 and Search Console, find wasted ad spend across Google, Meta, X, and LinkedIn, build campaign plans, and...
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| 99 | OpenOSINT Communication · io.github.OpenOSINT/openosint | 1.6k | 0% | - | 3d ago | Official | No known advisory | stdio | 85 |
OpenOSINT is a first-party Model Context Protocol server in the Communication category, with 1.6k GitHub stars, last updated 3d ago. It scores 85/100 on zplatform.ai's quality composite. Open-source OSINT framework with 20 tools, MCP server for Claude, and AI-powered REPL. Investigate emails, IPs, domains, and usernames automatically.
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| 100 | ros-mcp-server Developer Tools · io.github.robotmcp/ros-mcp-server | 1.4k | 0% | - | yesterday | Official | No known advisory | stdio | 85 |
| ros-mcp-server is a first-party Model Context Protocol server in the Developer Tools category, with 1.4k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. <p align="center" <img src="https://github.com/robotmcp/ros-mcp-server/blob/main/docs/images/framework.png"/ </p ROS-MCP-Server connects large language models (such as Claude, GPT, and Gemini) to robots, enabling bidirectional communication with no changes to existing robot source code. - No robot source code changes → just add the rosbridge node to your existing ROS setup. - True two-way...
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| 101 | mcp Search & Web · io.github.SceneView/mcp | 1.3k | 0% | - | today | Official | No known advisory | stdio | 85 |
| mcp is a first-party Model Context Protocol server in the Search & Web category, with 1.3k GitHub stars, last updated today. It scores 85/100 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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| 102 | Radar Kubernetes MCP Server DevOps & Monitoring · io.github.skyhook-io/radar | 3.3k | 0% | - | today | Official | Not checked | Streamable HTTP | 85 |
Radar Kubernetes MCP Server is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 3.3k GitHub stars, last updated today. It scores 85/100 on zplatform.ai's quality composite. <a href="https://www.producthunt.com/products/radar-7?embed=true&utm source=badge-top-post-badge&utm medium=badge&utm campaign=badge-radar-42edb7b0-e388-4fa8-9ba5-4876c2c0d638" target=" blank" <img src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post id=1130618&theme=neutral&period=daily" alt="Radar - The missing open-source Kubernetes UI Product Hunt" width="250"...
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| 103 | kubefwd DevOps & Monitoring · io.github.txn2/kubefwd | 4.2k | 0% | - | 3d ago | Official | Not checked | stdio | 85 |
| kubefwd is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 4.2k GitHub stars, last updated 3d ago. It scores 85/100 on zplatform.ai's quality composite. Documentation Getting Started User Guide API Reference MCP (AI Integration) kubefwd enables developers to work on their local machine while seamlessly accessing services running in a Kubernetes cluster. If you're building a new API that needs to connect to a database at db:5432 , an auth service at auth:443 , and a cache at redis:6379 , all running in your development cluster, kubefwd makes...
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| 104 | next-devtools-mcp Cloud · io.github.vercel/next-devtools-mcp | 819 | 0% | 49.6k | 2d ago | Official | No known advisory | stdio | 85 |
| next-devtools-mcp is a first-party Model Context Protocol server in the Cloud category, with 819 GitHub stars, last updated 2d ago. It scores 85/100 on zplatform.ai's quality composite. next-devtools-mcp is a Model Context Protocol (MCP) server that connects coding agents like Claude and Cursor to your running Next.js dev server. It is a thin connector . It discovers running Next.js 16+ dev servers and proxies their built-in MCP endpoint ( / next/mcp ) so agents get live runtime errors, routes, and logs. It also ships two gateways that point agents at tools they run directly:...
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| 105 | gitlab-mcp Developer Tools · io.github.zereight/gitlab-mcp | 2.0k | 0% | 65.7k | 2d ago | Community | No known advisory | stdio | 85 |
| gitlab-mcp is a community Model Context Protocol server in the Developer Tools category, with 2.0k GitHub stars, last updated 2d ago. It scores 85/100 on zplatform.ai's quality composite. English 한국어 简体中文 📖 Documentation → Setup guides, environment variables, and the full tool reference live on the hosted docs site. Agent-workflow-optimized GitLab MCP - manage projects, merge requests, issues, pipelines, wiki, releases, tags, milestones, and more through stdio, SSE, and Streamable HTTP. Supports PAT, OAuth, read-only mode, dynamic API URLs, and remote authorization for VS...
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| 106 | Contact Affordance Other · org.ottobot/contact-affordance | 7.2k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 85 |
| Contact Affordance is a first-party Model Context Protocol server in the Other category, with 7.2k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers. 📤 Publish my MCP server ⚡️ Live API docs 👀 Ecosystem vision 📖 Full documentation 2025-10-24 update : The Registry API has entered an API freeze (v0.1) 🎉. For the next month or more, the API will remain stable with no breaking changes, allowing integrators to confidently implement support....
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| 107 | Domain Liveness Other · org.ottobot/domain-liveness | 7.2k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 85 |
| Domain Liveness is a first-party Model Context Protocol server in the Other category, with 7.2k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers. 📤 Publish my MCP server ⚡️ Live API docs 👀 Ecosystem vision 📖 Full documentation 2025-10-24 update : The Registry API has entered an API freeze (v0.1) 🎉. For the next month or more, the API will remain stable with no breaking changes, allowing integrators to confidently implement support....
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| 108 | QR Rápido Communication · site.qrrapido/qr-generator | 7.2k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 85 |
| QR Rápido is a first-party Model Context Protocol server in the Communication category, with 7.2k GitHub stars, last updated yesterday. It scores 85/100 on zplatform.ai's quality composite. The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers. 📤 Publish my MCP server ⚡️ Live API docs 👀 Ecosystem vision 📖 Full documentation 2025-10-24 update : The Registry API has entered an API freeze (v0.1) 🎉. For the next month or more, the API will remain stable with no breaking changes, allowing integrators to confidently implement support....
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| 109 | Vexa Communication · ai.vexa/vexa | 2.8k | 0% | - | 4d ago | Official | Not checked | Streamable HTTP | 84 |
Vexa is a first-party Model Context Protocol server in the Communication category, with 2.8k GitHub stars, last updated 4d ago. It scores 84/100 on zplatform.ai's quality composite. <div align="center" <img src="assets/logodark.svg" alt="Vexa logo" width="72"/ Open-source meeting bots and real-time transcription - cloud or fully self-hosted. A bot joins your Google Meet, Microsoft Teams, and Zoom calls and streams speaker-attributed transcripts in real time - through our API or one you host - then feeds sandboxed agents that build a Markdown knowledge base your team owns....
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| 110 | mcp Finance · com.stripe/mcp | 1.8k | +4.2% | - | today | Official | Not checked | Streamable HTTP | 84 |
| mcp is a first-party Model Context Protocol server in the Finance category, with 1.8k GitHub stars, last updated today. It scores 84/100 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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| 111 | Memorix AI & Memory · io.github.AVIDS2/memorix | 756 | +23.3% | - | today | Community | No known advisory | stdio | 84 |
Memorix is a community Model Context Protocol server in the AI & Memory category, with 756 GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. <p align="center" <img src="https://raw.githubusercontent.com/AVIDS2/memorix/main/assets/readme-hero.svg" alt="Memorix" width="720" </p <h1 align="center" Memorix</h1 <p align="center" <strong Local-first shared memory layer for AI coding agents.</strong <br One project memory system for Claude Code, Codex, CodeBuddy Code, Cursor, Windsurf, Copilot, Gemini CLI, OpenCode, Grok Build, OpenClaw,...
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| 112 | arxiv-mcp-server Search & Web · io.github.blazickjp/arxiv-mcp-server | 3.1k | 0% | 10.0k | 15d ago | Community | No known advisory | stdio | 84 |
| arxiv-mcp-server is a community Model Context Protocol server in the Search & Web category, with 3.1k GitHub stars, last updated 15d ago. It scores 84/100 on zplatform.ai's quality composite. A local MCP server for agent literature work. The differentiator is original-LaTeX section reads, BibTeX from arXiv metadata, and topic watches. Papers stay on disk. The working loop is paper ID → outline → one section → citations. Search is optional. The default install is uvx arxiv-mcp-server . Command-based integrations need uv, which provides uvx . No repository clone or Python environment...
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| 113 | bernsteindeprecated Communication · io.github.chernistry/bernstein | 1.2k | 0% | 12.9k | today | Official | No known advisory | stdio | 84 |
| bernstein is a first-party Model Context Protocol server in the Communication category, with 1.2k GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. <div align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/sipyourdrink-ltd/bernstein/main/docs/assets/logo-dark.svg" <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/sipyourdrink-ltd/bernstein/main/docs/assets/logo-light.svg" <img alt="Bernstein"...
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| 114 | socraticode Search & Web · io.github.giancarloerra/socraticode | 3.3k | 0% | - | today | Community | No known advisory | stdio | 84 |
| socraticode is a community Model Context Protocol server in the Search & Web category, with 3.3k GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. <p align="center" <img src="./socraticode logo thumbnail.png" alt="SocratiCode logo" / </p <p align="center" <a href="https://github.com/giancarloerra/socraticode/actions/workflows/ci.yml" <img src="https://github.com/giancarloerra/socraticode/actions/workflows/ci.yml/badge.svg" alt="CI" </a <a href="LICENSE" <img src="https://img.shields.io/badge/License-AGPL--3.0-blue.svg" alt="License:...
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| 115 | claude-real-video Search & Web · io.github.HUANGCHIHHUNGLeo/claude-real-video | 2.1k | +7.9% | 707 | today | Community | No known advisory | stdio | 84 |
| claude-real-video is a community Model Context Protocol server in the Search & Web category, with 2.1k GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. ▶ The 60-second pixel film - sound on (mp4 on GitHub) · an AI agent searches "how can an LLM truly understand video?", finds a key, and unlocks vision. 60-second real demo - real install, real run, real viewer. Let Claude - or any LLM - actually watch a video. Claude Code plugin marketplace (enable auto-update in /plugin → Marketplaces if you want it): Then paste a video link into your agent...
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| 116 | Persome AI & Memory · io.github.Intuition-Lab/personal-model | 1.3k | -1.9% | - | 21d ago | Official | No known advisory | stdio | 84 |
| Persome is a first-party Model Context Protocol server in the AI & Memory category, with 1.3k GitHub stars, last updated 21d ago. It scores 84/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/Intuition-Lab/personal-model/releases/tag/v0.3.2" <img src="docs/assets/readme/demo-preview.gif" alt="Looping 10-second preview of the Personal Model viewer orbiting an evidence-linked model" width="100%" </a </p <p align="center" <sub Auto-playing preview · <a href="https://github.com/Intuition-Lab/personal-model/releases/tag/v0.3.2" Full-quality...
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| 117 | Unity-MCP DevOps & Monitoring · io.github.IvanMurzak/Unity-MCP | 4.2k | +10.4% | - | 7d ago | Community | Not checked | stdio | 84 |
| Unity-MCP is a community Model Context Protocol server in the DevOps & Monitoring category, with 4.2k GitHub stars, last updated 7d ago. It scores 84/100 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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| 118 | pyscn Developer Tools · io.github.ludo-technologies/pyscn | 1k | 0% | 1k | yesterday | Official | No known advisory | stdio | 84 |
pyscn is a first-party Model Context Protocol server in the Developer Tools category, with 1k GitHub stars, last updated yesterday. It scores 84/100 on zplatform.ai's quality composite. <div align="center" English 日本語 简体中文 Français <br <picture <source media="(prefers-color-scheme: dark)" srcset="assets/logo.svg" <source media="(prefers-color-scheme: light)" srcset="assets/logo-light.svg" <img alt="pyscn" src="assets/logo-light.svg" width="320" </picture Code quality analysis for Python in the age of AI coding. Building with Cursor, Claude, or ChatGPT? pyscn keeps...
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| 119 | mcp-neo4j-aura-manager Databases · io.github.neo4j-contrib/mcp-neo4j-aura-manager | 980 | 0% | 23 | 2d ago | Official | No known advisory | stdio | 84 |
| mcp-neo4j-aura-manager is a first-party Model Context Protocol server in the Databases category, with 980 GitHub stars, last updated 2d ago. It scores 84/100 on zplatform.ai's quality composite. These MCP servers are a part of the Neo4j Labs program. They are developed and maintained by the Neo4j Field GenAI team and welcome contributions from the larger developer community. These servers are frequently updated with new and experimental features, but are not supported by the Neo4j product team. They are actively developed and maintained, but we don’t provide any SLAs or guarantees...
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| 120 | mcp-neo4j-data-modeling Developer Tools · io.github.neo4j-contrib/mcp-neo4j-data-modeling | 980 | 0% | 2.3k | 2d ago | Official | No known advisory | stdio | 84 |
| mcp-neo4j-data-modeling is a first-party Model Context Protocol server in the Developer Tools category, with 980 GitHub stars, last updated 2d ago. It scores 84/100 on zplatform.ai's quality composite. These MCP servers are a part of the Neo4j Labs program. They are developed and maintained by the Neo4j Field GenAI team and welcome contributions from the larger developer community. These servers are frequently updated with new and experimental features, but are not supported by the Neo4j product team. They are actively developed and maintained, but we don’t provide any SLAs or guarantees...
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| 121 | mcp-neo4j-memory AI & Memory · io.github.neo4j-contrib/mcp-neo4j-memory | 980 | 0% | - | 2d ago | Official | No known advisory | stdio | 84 |
| mcp-neo4j-memory is a first-party Model Context Protocol server in the AI & Memory category, with 980 GitHub stars, last updated 2d ago. It scores 84/100 on zplatform.ai's quality composite. These MCP servers are a part of the Neo4j Labs program. They are developed and maintained by the Neo4j Field GenAI team and welcome contributions from the larger developer community. These servers are frequently updated with new and experimental features, but are not supported by the Neo4j product team. They are actively developed and maintained, but we don’t provide any SLAs or guarantees...
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| 122 | Ouroboros Developer Tools · io.github.Q00/ouroboros | 5.8k | 0% | 26.7k | today | Community | Patched | stdio | 84 |
| Ouroboros is a community Model Context Protocol server in the Developer Tools category, with 5.8k GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. <p align="right" <strong English</strong <a href="./README.ko.md" 한국어</a <a href="./README.zh-CN.md" 简体中文</a </p <p align="center" <br/ ◯ ─────────── ◯ <br/ <br/ <img src="./docs/images/ouroboros.png" width="420" alt="Ouroboros" <br/ <br/ <strong O U R O B O R O S</strong <br/ <br/ ◯ ─────────── ◯ <br/ </p <p align="center" <strong It gets smarter on its own. We just hold the line.</strong...
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| 123 | bernstein Developer Tools · io.github.sipyourdrink-ltd/bernstein | 1.2k | 0% | 12.9k | today | Official | No known advisory | stdio | 84 |
bernstein is a first-party Model Context Protocol server in the Developer Tools category, with 1.2k GitHub stars, last updated today. It scores 84/100 on zplatform.ai's quality composite. <div align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/sipyourdrink-ltd/bernstein/main/docs/assets/logo-dark.svg" <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/sipyourdrink-ltd/bernstein/main/docs/assets/logo-light.svg" <img alt="Bernstein"...
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| 124 | ArcadeDB MCP Server Databases · com.arcadedb/mcp-server | 1.1k | +7.6% | - | today | Official | Not checked | stdio | 83 |
| ArcadeDB MCP Server is a first-party Model Context Protocol server in the Databases category, with 1.1k GitHub stars, last updated today. It scores 83/100 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://github.com/sponsors/ArcadeData" <img...
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| 125 | Atlassian Rovo MCP Server Search & Web · com.atlassian/atlassian-mcp-server | 1k | +9.3% | - | today | Official | Not checked | Streamable HTTP | 83 |
Atlassian Rovo MCP Server is a first-party Model Context Protocol server in the Search & Web category, with 1k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <p align="center" <img src="images/atlassian logo brand RGB.svg" alt="Atlassian" width="320" </p <h1 align="center" Atlassian Rovo MCP Server</h1 <p align="center" <b The official Model Context Protocol (MCP) server for Atlassian: a cloud-hosted bridge that gives your AI tools secure, real-time access to Jira, Confluence, Jira Service Management, Bitbucket, Compass, Loom, and the wider...
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| 126 | Microsoft Learn MCP Productivity · com.microsoft/microsoft-learn-mcp | 1.9k | +3.6% | - | yesterday | Official | Not checked | Streamable HTTP | 83 |
| Microsoft Learn MCP is a first-party Model Context Protocol server in the Productivity category, with 1.9k GitHub stars, last updated yesterday. It scores 83/100 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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| 127 | Appllama Other · io.appllama/appllama | 1.5k | +3.2% | - | 5d ago | Official | Not checked | Streamable HTTP | 83 |
Appllama is a first-party Model Context Protocol server in the Other category, with 1.5k GitHub stars, last updated 5d ago. It scores 83/100 on zplatform.ai's quality composite. <p align="center" <a href="https://appllama.io" <picture <source media="(prefers-color-scheme: dark)" srcset="https://public.appllama.io/appllama-logo-dark.png" <img src="https://public.appllama.io/appllama-logo-light.png" alt="Appllama" width="360" </picture </a </p <h3 align="center" A builder, not just a researcher.</h3 <p align="center" Agent skills that make AI agents genuinely good at...
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| 128 | Airweave Search Search & Web · io.github.airweave-ai/search | 6.6k | 0% | - | 3mo ago | Official | No known advisory | stdioStreamable HTTP | 83 |
| Airweave Search is a first-party Model Context Protocol server in the Search & Web category, with 6.6k GitHub stars, last updated 3mo ago. It scores 83/100 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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| 129 | blitz Developer Tools · io.github.blitzdotdev/blitz | 1.8k | 0% | 22 | 2mo ago | Official | No known advisory | stdio | 83 |
| blitz is a first-party Model Context Protocol server in the Developer Tools category, with 1.8k GitHub stars, last updated 2mo ago. It scores 83/100 on zplatform.ai's quality composite. <div align="center" <img src=".github/assets/logo.png" width="100" / <h1 Blitz</h1 <p Native macOS App Store Connect tool with MCP. Submit iOS apps, manage IAPs, and automate App Store submission with AI agents. MCPに対応したmacOSネイティブのApp Store Connectツール。iOSアプリの提出・IAP管理・App Store提出プロセスの自動化をAIエージェントで実現 </p </div <br / <div align="center" <img src=".github/assets/hero.png" width="600" / </div <br /...
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| 130 | Agent-Native Analytics Developer Tools · io.github.BuilderIO/agent-native-analytics | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Analytics is a first-party Model Context Protocol server in the Developer Tools category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 131 | Agent-Native Assets Search & Web · io.github.BuilderIO/agent-native-assets | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Assets is a first-party Model Context Protocol server in the Search & Web category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 132 | Agent-Native Brain Communication · io.github.BuilderIO/agent-native-brain | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Brain is a first-party Model Context Protocol server in the Communication category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 133 | Agent-Native Calendar Productivity · io.github.BuilderIO/agent-native-calendar | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Calendar is a first-party Model Context Protocol server in the Productivity category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 134 | Agent-Native Chat Communication · io.github.BuilderIO/agent-native-chat | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Chat is a first-party Model Context Protocol server in the Communication category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 135 | Agent-Native Clips Developer Tools · io.github.BuilderIO/agent-native-clips | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Clips is a first-party Model Context Protocol server in the Developer Tools category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 136 | Agent-Native Content AI & Memory · io.github.BuilderIO/agent-native-content | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Content is a first-party Model Context Protocol server in the AI & Memory category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 137 | Agent-Native Design Design · io.github.BuilderIO/agent-native-design | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Design is a first-party Model Context Protocol server in the Design category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 138 | Agent-Native Dispatch Communication · io.github.BuilderIO/agent-native-dispatch | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Dispatch is a first-party Model Context Protocol server in the Communication category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 139 | Agent-Native Forms Developer Tools · io.github.BuilderIO/agent-native-forms | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Forms is a first-party Model Context Protocol server in the Developer Tools category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 140 | Agent-Native Mail Communication · io.github.BuilderIO/agent-native-mail | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Mail is a first-party Model Context Protocol server in the Communication category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 141 | Agent-Native Plan Developer Tools · io.github.BuilderIO/agent-native-plan | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Plan is a first-party Model Context Protocol server in the Developer Tools category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 142 | Agent-Native Slides Developer Tools · io.github.BuilderIO/agent-native-slides | 4.7k | 0% | - | today | Official | Not checked | Streamable HTTP | 83 |
Agent-Native Slides is a first-party Model Context Protocol server in the Developer Tools category, with 4.7k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F5476444e54ee4a958966c90caca468e3" / <source media="(prefers-color-scheme: light)" srcset="https://cdn.builder.io/api/v1/image/assets%2FYJIGb4i01jvw0SRdL5Bt%2F7628600bc10a4940b78f42c5df7628b0" / <img alt="Agent-Native: The agentic application framework"...
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| 143 | EdgarTools Developer Tools · io.github.dgunning/edgartools | 2.7k | 0% | - | 2d ago | Community | No known advisory | stdio | 83 |
| EdgarTools is a community Model Context Protocol server in the Developer Tools category, with 2.7k GitHub stars, last updated 2d ago. It scores 83/100 on zplatform.ai's quality composite. <a href="https://github.com/dgunning/edgartools" <img src="https://raw.githubusercontent.com/dgunning/edgartools/main/docs/images/edgartools-mark.svg" alt="EdgarTools logo" align="left" height="80" hspace="20" </a <br clear="left" <p <a href="https://pypi.org/project/edgartools" <img src="https://img.shields.io/pypi/v/edgartools.svg" alt="PyPI - Version" </a <a...
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| 144 | GoModel DevOps & Monitoring · io.github.ENTERPILOT/gomodel | 1.1k | +9.7% | - | today | Official | Not checked | Streamable HTTP | 83 |
| GoModel is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 1.1k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. <p align="center" <img alt="GoModel logo" src="docs/logo.svg" width="96" </p <h1 align="center" GoModel - The last AI gateway you will ever need </h1 <p align="center" <a href="https://github.com/ENTERPILOT/GoModel/actions/workflows/test.yml" <img alt="CI" src="https://github.com/ENTERPILOT/GoModel/actions/workflows/test.yml/badge.svg" </a <a...
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| 145 | LetsFG - Flights & Hotels Search & Web · io.github.LetsFG/letsfg | 2k | 0% | - | today | Official | No known advisory | stdioStreamable HTTP | 83 |
LetsFG - Flights & Hotels is a first-party Model Context Protocol server in the Search & Web category, with 2k GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. The AI agent-native way to travel. LetsFG compares hundreds of airlines, hotels, and OTAs, including Google Flights and Skyscanner, then books it in seconds. Real prices, no markup.
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| 146 | Claude Code Explorer MCP Search & Web · io.github.nirholas/claude-code-explorer-mcp | 6.2k | 0% | 28 | 4d ago | Community | No known advisory | stdio | 83 |
| Claude Code Explorer MCP is a community Model Context Protocol server in the Search & Web category, with 6.2k GitHub stars, last updated 4d ago. It scores 83/100 on zplatform.ai's quality composite. This is the repository formerly known as nirholas/claude-code , the most widely forked mirror of the Claude Code source leak of 31 March 2026. It is the same repository object, so github.com/nirholas/claude-code still redirects here. It contains no Anthropic source code, and it will not. The contents were removed after Anthropic's DMCA notice. That notice has not been retracted. HISTORY.md is...
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| 147 | Microsoft 365 MCP Server Developer Tools · io.github.Softeria/ms-365-mcp-server | 965 | 0% | - | today | Official | No known advisory | stdio | 83 |
| Microsoft 365 MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 965 GitHub stars, last updated today. It scores 83/100 on zplatform.ai's quality composite. Microsoft 365 MCP Server A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Microsoft Office services through the Graph API. This server supports multiple Microsoft cloud environments: Cloud Description Auth Endpoint Graph API Endpoint -------------------- ---------------------------------- ------------------------- ------------------------------- Global (default)...
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| 148 | StackQL MCP Server Databases · io.github.stackql/stackql-mcp | 958 | 0% | 121 | 2d ago | Official | No known advisory | stdio | 83 |
StackQL MCP Server is a first-party Model Context Protocol server in the Databases category, with 958 GitHub stars, last updated 2d ago. It scores 83/100 on zplatform.ai's quality composite. [logo]: https://stackql.io/img/stackql-logo-bold.png "stackql logo" [homepage]: https://stackql.io/ [docs]: https://stackql.io/docs [blog]: https://stackql.io/blog [registry]: https://github.com/stackql/stackql-provider-registry [variables]: https://stackql.io/docs/getting-started/variables [macpkg]: https://storage.googleapis.com/stackql-public-releases/latest/stackql darwin multiarch.pkg...
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| 149 | PDF Reader MCP Developer Tools · io.github.SylphxAI/pdf-reader-mcp | 921 | 0% | - | yesterday | Official | No known advisory | stdio | 83 |
PDF Reader MCP is a first-party Model Context Protocol server in the Developer Tools category, with 921 GitHub stars, last updated yesterday. It scores 83/100 on zplatform.ai's quality composite. <div align="center" Local-first PDF evidence for agents. Structured text, tables, OCR, visual crops, and page-level citations your agent can defend - not invent. Canonical package @sylphx/citra · bin citra · MCP io.github.SylphxAI/citra · live 5.0.0 </div No Docker. No API key. No global install. Spawns a stdio MCP server agents can use immediately. Client Setup --- --- Any agent / CLI npx -y...
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| 150 | Microsoft NuGet AI & Memory · com.microsoft/nuget | 1.6k | 0% | - | yesterday | 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 yesterday. 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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| 151 | tradingview-mcp Finance · io.github.atilaahmettaner/tradingview-mcp | 4.4k | 0% | - | 10d ago | Community | Not checked | Streamable HTTP | 82 |
tradingview-mcp is a community Model Context Protocol server in the Finance category, with 4.4k GitHub stars, last updated 10d ago. It scores 82/100 on zplatform.ai's quality composite. <a href="https://trendshift.io/repositories/25110" target=" blank" <img src="https://trendshift.io/api/badge/repositories/25110" alt="atilaahmettaner%2Ftradingview-mcp Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/ </a TradingView MCP server - real-time market data, technical indicators, screeners, and backtesting for Claude, ChatGPT, Cursor, Copilot, and any MCP...
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| 152 | monitor DevOps & Monitoring · io.github.BetterDB-inc/monitor | 1.3k | +5.5% | - | 2d ago | Official | No known advisory | stdio | 82 |
| monitor is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 1.3k GitHub stars, last updated 2d ago. It scores 82/100 on zplatform.ai's quality composite. The monitoring layer that Valkey deserves. BetterDB persists what Valkey throws away - slowlogs, command patterns, client activity, anomaly signals - so you can debug what happened at 3am, not just what's happening now. Built for Valkey 8.x with native support for COMMANDLOG, CLUSTER SLOT-STATS, and per-thread I/O metrics. Redis 6+ compatible for everything else. Website Docker Hub npm...
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| 153 | Agent Swarm Databases · io.github.desplega-ai/agent-swarm | 760 | 0% | 3.7k | today | Official | No known advisory | Streamable HTTP | 82 |
Agent Swarm is a first-party Model Context Protocol server in the Databases category, with 760 GitHub stars, last updated today. It scores 82/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/desplega-ai/agent-swarm/stargazers" <img src="https://img.shields.io/github/stars/desplega-ai/agent-swarm?style=flat-square&color=yellow" alt="GitHub Stars" </a <a href="https://github.com/desplega-ai/agent-swarm/blob/main/LICENSE" <img src="https://img.shields.io/github/license/desplega-ai/agent-swarm?style=flat-square" alt="MIT License" </a <a...
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| 154 | Docling MCP Developer Tools · io.github.docling-project/docling-mcp | 739 | 0% | - | 4d ago | Official | No known advisory | stdio | 82 |
| Docling MCP is a first-party Model Context Protocol server in the Developer Tools category, with 739 GitHub stars, last updated 4d ago. It scores 82/100 on zplatform.ai's quality composite. <p align="center" <a href="https://github.com/docling-project/docling-mcp" <img loading="lazy" alt="Docling" src="https://github.com/docling-project/docling-mcp/raw/main/docs/assets/docling mcp.png" width="40%"/ </a </p A document processing service using the Docling-MCP library and MCP (Model Context Protocol) for tool integration. Docling MCP is a service that provides tools for document...
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| 155 | Mindwtr Productivity · io.github.dongdongbh/mindwtr | 2.0k | 0% | - | today | Community | No known advisory | stdio | 82 |
Mindwtr is a community Model Context Protocol server in the Productivity category, with 2.0k GitHub stars, last updated today. It scores 82/100 on zplatform.ai's quality composite. Mindwtr provides an optional MCP (Model Context Protocol) server. This allows you to connect AI agents (like Claude Desktop, Claude Code, OpenAI Codex, or Gemini CLI)…
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| 156 | skylos Developer Tools · io.github.duriantaco/skylos | 718 | 0% | 18.8k | today | Community | No known advisory | stdio | 82 |
| skylos is a community Model Context Protocol server in the Developer Tools category, with 718 GitHub stars, last updated today. It scores 82/100 on zplatform.ai's quality composite. <div align="center" <img src="assets/DOG 1.png" alt="Skylos" width="260" <h1 Skylos</h1 <h3 Open-source, local-first checks for dead code, security issues, secrets, quality regressions, and AI-code mistakes before merge.</h3 </div Website Docs Repo Map Quick Start GitHub Action VS Code Extension Real-World Results Benchmarks Roadmap Contributing English Deutsch 简体中文 Translations Skylos is an...
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| 157 | yutu Developer Tools · io.github.eat-pray-ai/yutu | 635 | 0% | - | 4d ago | Official | No known advisory | stdioStreamable HTTP | 82 |
| yutu is a first-party Model Context Protocol server in the Developer Tools category, with 635 GitHub stars, last updated 4d ago. It scores 82/100 on zplatform.ai's quality composite. yutu is a CLI, MCP server, and AI agent for YouTube that automates your entire YouTube workflow - from uploading and optimizing videos to managing comments, playlists, and channel branding - so you can get more views, higher click-through rates, and stronger audience engagement with less manual effort. 中文文档 - Prerequisites - Installation - Agent - MCP Server - Skills - Usage - Features -...
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| 158 | Emilia Protocol Developer Tools · io.github.emiliaprotocol/mcp-server | 650 | 0% | - | yesterday | Official | No known advisory | stdio | 82 |
Emilia Protocol is a first-party Model Context Protocol server in the Developer Tools category, with 650 GitHub stars, last updated yesterday. It scores 82/100 on zplatform.ai's quality composite. --- EMILIA is building the universal authority toll booth for autonomous work. Gate is the customer-owned consequence boundary where an agent's credentialed intent can become a change to money, code, permissions, records, infrastructure, or machines. A human or institution defines a finite operating mandate; agents exercise it; Gate ensures the agent cannot quietly widen it. At a configured...
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| 159 | Terraform DevOps & Monitoring · io.github.hashicorp/terraform-mcp-server | 1.5k | 0% | - | today | Official | Not checked | stdio | 82 |
| Terraform is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 1.5k GitHub stars, last updated today. It scores 82/100 on zplatform.ai's quality composite. The Terraform MCP Server is a Model Context Protocol (MCP) server that integrates seamlessly with Terraform Registry and HCP Terraform APIs, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development. <table width="100%" <tr <th width="33%" align="left" Get started</th <th width="34%" align="left" Client integrations</th <th width="33%" align="left"...
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| 160 | mcp-neo4j-cypher Databases · io.github.neo4j-contrib/mcp-neo4j-cypher | 980 | 0% | 11.2k | 2d ago | Official | Patched | stdio | 82 |
| mcp-neo4j-cypher is a first-party Model Context Protocol server in the Databases category, with 980 GitHub stars, last updated 2d ago. It scores 82/100 on zplatform.ai's quality composite. These MCP servers are a part of the Neo4j Labs program. They are developed and maintained by the Neo4j Field GenAI team and welcome contributions from the larger developer community. These servers are frequently updated with new and experimental features, but are not supported by the Neo4j product team. They are actively developed and maintained, but we don’t provide any SLAs or guarantees...
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| 161 | TerraVision DevOps & Monitoring · io.github.patrickchugh/terravision | 1.6k | 0% | - | 7d ago | Community | No known advisory | stdio | 82 |
TerraVision is a community Model Context Protocol server in the DevOps & Monitoring category, with 1.6k GitHub stars, last updated 7d ago. It scores 82/100 on zplatform.ai's quality composite. Turn Terraform code into professional cloud architecture diagrams that stay in sync with your infrastructure - automatic, secure, living documents.
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| 162 | Nova3D Developer Tools · io.github.RareSense/Nova3D | 704 | 0% | - | 1mo ago | Official | No known advisory | stdio | 82 |
| Nova3D is a first-party Model Context Protocol server in the Developer Tools category, with 704 GitHub stars, last updated 1mo ago. It scores 82/100 on zplatform.ai's quality composite. <div align="center" <img src="docs/media/nova3d-logo.png" width="132" alt="Nova3D" / Code-native 3D generation: assets are executable programs, not opaque meshes. <a href="https://nova3d.xyz" <img src="https://api.iconify.design/lucide:globe-2.svg?color=%2358a6ff" width="16" height="16" align="center" alt="Website" / website</a · <a href="https://app.nova3d.xyz" <img...
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| 163 | ShipSwift Developer Tools · io.github.signerlabs/shipswift | 3.0k | 0% | - | 1mo ago | Official | Not checked | Streamable HTTP | 82 |
| ShipSwift is a first-party Model Context Protocol server in the Developer Tools category, with 3.0k GitHub stars, last updated 1mo ago. It scores 82/100 on zplatform.ai's quality composite. <div align="center" AI-native SwiftUI component library - production-ready code that LLMs can use to build real apps. Quick Start · Components · Custom Dev - $5K, 4 weeks · Recipes </div One command gives your AI everything it needs - production-ready SwiftUI components, full-stack recipes, and the context to build real apps without guessing. Browse every recipe live at shipswift.app -...
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| 164 | UniFi Network MCP Developer Tools · io.github.sirkirby/unifi-network-mcp | 805 | 0% | 18.7k | yesterday | Community | No known advisory | stdio | 82 |
| UniFi Network MCP is a community Model Context Protocol server in the Developer Tools category, with 805 GitHub stars, last updated yesterday. It scores 82/100 on zplatform.ai's quality composite. <p align="center" <img src="docs/assets/hero-readme.jpg" alt="UniFi MCP - AI agents for your UniFi infrastructure" width="720" </p Leverage agents and agentic AI workflows to manage your UniFi deployment. Server Status Tools Package -------- -------- ------- --------- Network Stable 194 unifi-network-mcp Protect Stable 62 unifi-protect-mcp Access Stable 37 unifi-access-mcp Component Status...
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| 165 | Tolgee Search & Web · io.github.tolgee/tolgee | 4k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 82 |
Tolgee is a first-party Model Context Protocol server in the Search & Web category, with 4k GitHub stars, last updated yesterday. It scores 82/100 on zplatform.ai's quality composite. <h1 align="center" style="border-bottom: none" <b <a href="https://tolgee.io" Tolgee</a <br </b An open-source localization platform<br/ developers enjoy working with <br </h1 <div align="center" <h3 align="center" <a href="https://www.g2.com/products/tolgee/reviews" target=" blank" style="text-decoration: none;" 🤫 Happy with Tolgee? Please review us on G2 🙏 </a </h3 An open-source...
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| 166 | Measure Other · sh.measure/measure | 1.4k | 0% | - | today | Official | Not checked | Streamable HTTP | 82 |
Measure is a first-party Model Context Protocol server in the Other category, with 1.4k GitHub stars, last updated today. It scores 82/100 on zplatform.ai's quality composite. <p align="center" <a href="https://measure.sh" <img width="1400" height="460" alt="Measure Github Logo" src="./frontend/dashboard/public/images/measure logo.svg" / </a </p <p align="center" <a href="https://makeapullrequest.com" <img alt="PRs Welcome" src="https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=shields"/ </a <a href="https://github.com/measure-sh/measure/commits" <img...
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| 167 | Superlog Other · sh.superlog/superlog | 1.4k | 0% | - | yesterday | Official | Not checked | Streamable HTTP | 82 |
Superlog is a first-party Model Context Protocol server in the Other category, with 1.4k GitHub stars, last updated yesterday. It scores 82/100 on zplatform.ai's quality composite. Superlog is an AI SRE agent that investigates Sentry and Datadog alerts, filters noise, and opens pull requests from Slack.
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| 168 | QueryWeaver Databases · com.falkordb/QueryWeaver | 1k | +1.4% | - | 3d ago | 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 3d ago. 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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| 169 | Figma MCP Server Design · com.figma.mcp/mcp | 2.0k | +6.1% | - | yesterday | Official | Not checked | Streamable HTTP | 81 |
| Figma MCP Server is a first-party Model Context Protocol server in the Design category, with 2.0k GitHub stars, last updated yesterday. It scores 81/100 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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| 170 | HOL Guard Developer Tools · io.github.hashgraph-online/hol-guard | 591 | 0% | - | today | Official | No known advisory | stdio | 81 |
HOL Guard is a first-party Model Context Protocol server in the Developer Tools category, with 591 GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. Stop risky AI actions before they compromise your machine. HOL Guard is a local-first security layer for AI agents, tools, plugins, skills, MCP servers, and package installs.<br <br Install HOL Guard<br Read the documentation<br PyPI Package ( hol-guard )<br Report an Issue :--- :--- HOL Guard reviews agent actions before they run: shell commands, file access, package installs, and MCP tool...
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| 171 | wigolo Search & Web · io.github.KnockOutEZ/wigolo | 5.2k | n/a | - | today | Community | No known advisory | stdio | 81 |
| wigolo is a community Model Context Protocol server in the Search & Web category, with 5.2k GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <div align="center" <img alt="wigolo - the go-to web for your agent" src="assets/brand/wigolo-banner.png" width="640" Local-first web intelligence for AI agents - no keys, no cloud, no metered bill. <sub works with Claude Code · Cursor · Codex · Gemini CLI · OpenCode · VS Code · Windsurf · Zed · Antigravity </sub <br <sub and beyond LangChain · CrewAI · LlamaIndex ·...
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| 172 | pm-claude-skills Developer Tools · io.github.mohitagw15856/pm-claude-skills | 1.4k | 0% | - | yesterday | Community | No known advisory | stdio | 81 |
| pm-claude-skills is a community Model Context Protocol server in the Developer Tools category, with 1.4k GitHub stars, last updated yesterday. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <a href="https://mohitagw15856.github.io/pm-claude-skills/" <img src="web/docs-assets/hero.svg" width="100%" alt="PM Skills - 1169 professional skills your AI assistant can read. Plain markdown, works with Claude, ChatGPT, Gemini, Cursor, and Codex. MIT licensed." / </a </p Your landlord kept your deposit. Your mom got a medical bill that makes no sense. You got laid off on a...
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| 173 | ref-tools-mcp Search & Web · io.github.ref-tools/ref-tools-mcp | 1.2k | 0% | 334 | 3mo ago | Official | No known advisory | stdio | 81 |
| ref-tools-mcp is a first-party Model Context Protocol server in the Search & Web category, with 1.2k GitHub stars, last updated 3mo ago. It scores 81/100 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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| 174 | RevoGrid DataGrid MCP AI & Memory · io.github.revolist/revogrid-mcp | 3.4k | 0% | - | today | Community | Not checked | Streamable HTTP | 81 |
| RevoGrid DataGrid MCP is a community Model Context Protocol server in the AI & Memory category, with 3.4k GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <a href="https://rv-grid.com" <img src="./assets/logo.svg" alt="RevoGrid Data Grid" height="150" / </a </p <p align="center" <a href="https://www.npmjs.com/package/@revolist/revogrid" <img src="https://img.shields.io/npm/v/@revolist/revogrid" alt="Latest Version on NPM"/ </a <a href="https://github.com/revolist/revogrid/blob/master/LICENSE" <img...
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| 175 | RevoGrid DataGrid MCP Pro Productivity · io.github.revolist/revogrid-mcp-pro | 3.4k | 0% | - | today | Community | Not checked | Streamable HTTP | 81 |
| RevoGrid DataGrid MCP Pro is a community Model Context Protocol server in the Productivity category, with 3.4k GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <a href="https://rv-grid.com" <img src="./assets/logo.svg" alt="RevoGrid Data Grid" height="150" / </a </p <p align="center" <a href="https://www.npmjs.com/package/@revolist/revogrid" <img src="https://img.shields.io/npm/v/@revolist/revogrid" alt="Latest Version on NPM"/ </a <a href="https://github.com/revolist/revogrid/blob/master/LICENSE" <img...
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| 176 | SafeDep Vet MCP Developer Tools · io.github.safedep/vet-mcp | 1.1k | 0% | - | 8d ago | Official | Not checked | stdio | 81 |
SafeDep Vet MCP is a first-party Model Context Protocol server in the Developer Tools category, with 1.1k GitHub stars, last updated 8d ago. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <a href="https://safedep.io" <picture <source srcset="docs/assets/vet-banner-dark.svg" media="(prefers-color-scheme: dark)" <source srcset="docs/assets/vet-banner-light.svg" media="(prefers-color-scheme: light)" <img src="docs/assets/vet-banner-light.svg" alt="SafeDep VET - Real-time malicious package detection & software supply chain security" width="100%" </picture </a </p...
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| 177 | Scaleway MCP server Developer Tools · io.github.scaleway/scaleway-mcp | 997 | 0% | - | today | Official | Not checked | stdio | 81 |
Scaleway MCP server is a first-party Model Context Protocol server in the Developer Tools category, with 997 GitHub stars, last updated today. It scores 81/100 on zplatform.ai's quality composite. <p align="center" <img width="50%" src="docs/static files/cli-artwork.png" / </p <p align="center" <a href="https://circleci.com/gh/scaleway/scaleway-cli/tree/v2" <img src="https://circleci.com/gh/scaleway/scaleway-cli/tree/v2.svg?style=shield" alt="CircleCI" / </a <a href="https://goreportcard.com/report/github.com/scaleway/scaleway-cli" <img...
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| 178 | minutes Search & Web · io.github.silverstein/minutes | 1.5k | 0% | - | yesterday | Community | No known advisory | stdio | 81 |
| minutes is a community Model Context Protocol server in the Search & Web category, with 1.5k GitHub stars, last updated yesterday. It scores 81/100 on zplatform.ai's quality composite. useminutes.app Minutes is a free, open-source conversation memory app for the AI you already use. Record and transcribe meetings, calls, voice memos, and dictation on your device, then let Claude Code, Codex, Cursor, or another MCP client search the history you choose to share. Your records are Markdown files you own in ~/meetings/ . Capture, transcription, and storage run locally. If you...
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| 179 | MCP Server for WinDbg Crash Analysis AI & Memory · io.github.svnscha/mcp-windbg | 1.6k | 0% | - | yesterday | Community | No known advisory | stdioStreamable HTTP | 81 |
| MCP Server for WinDbg Crash Analysis is a community Model Context Protocol server in the AI & Memory category, with 1.6k GitHub stars, last updated yesterday. It scores 81/100 on zplatform.ai's quality composite. A Model Context Protocol server that bridges AI models with WinDbg for crash dump analysis, user-mode remote debugging, and kernel debugging. This server drives the Windows debuggers - CDB for user mode (dumps and -remote ) and KD for kernel targets ( -k ) - so you can debug in natural language: "Show me the call stack and explain this access violation" or "Open a kernel session and tell me...
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| 180 | AutoTS Search & Web · io.github.winedarksea/AutoTS | 1.4k | 0% | - | 17d ago | Community | No known advisory | stdio | 81 |
| AutoTS is a community Model Context Protocol server in the Search & Web category, with 1.4k GitHub stars, last updated 17d ago. It scores 81/100 on zplatform.ai's quality composite. <img src="/img/autots 1280.png" width="400" height="184" title="AutoTS Logo" AutoTS is a time series package for Python designed for rapidly deploying high-accuracy forecasts at scale. Give it a try in your browser with the official demo app. In 2023, AutoTS won in the M6 forecasting competition, delivering the highest performance investment decisions across 12 months of stock market...
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| 181 | Desktop Commander Productivity · io.github.wonderwhy-er/desktop-commander | 9.5k | 0% | 95.6k | yesterday | Community | Open advisory | stdio | 81 |
| Desktop Commander is a community Model Context Protocol server in the Productivity category, with 9.5k GitHub stars, last updated yesterday. It scores 81/100 on zplatform.ai's quality composite. Work with code and text, run processes, and automate tasks, going far beyond other AI editors - while using host client subscriptions instead of API token costs. <a href="https://glama.ai/mcp/servers/zempur9oh4" <img width="380" height="200" src="https://glama.ai/mcp/servers/zempur9oh4/badge" alt="Desktop Commander MCP" / </a Want a better experience? The Desktop Commander App gives you...
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| 182 | unreal-engine-mcp Developer Tools · io.github.ChiR24/unreal-engine-mcp | 864 | +5.1% | - | today | Community | No known advisory | stdio | 80 |
| unreal-engine-mcp is a community Model Context Protocol server in the Developer Tools category, with 864 GitHub stars, last updated today. It scores 80/100 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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| 183 | jCodemunch MCP Developer Tools · io.github.jgravelle/jcodemunch-mcp | 2.7k | 0% | 7.6k | today | Community | No known advisory | stdio | 80 |
| jCodemunch MCP is a community Model Context Protocol server in the Developer Tools category, with 2.7k GitHub stars, last updated today. It scores 80/100 on zplatform.ai's quality composite. The most token-efficient MCP server for precise source code retrieval via tree-sitter AST parsing. Cut AI token costs 86-99% on code exploration (96% average, benchmarked at 28.3x fewer tokens than a grep-and-read agent) and stop burning your context window reading entire files. Real results, live from production 838B+ tokens saved · 136,000+ reporting installs · $4.2M+ in AI spend avoided ·...
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| 184 | idea-reality-mcp Developer Tools · io.github.mnemox-ai/idea-reality-mcp | 815 | 0% | 53 | 1mo ago | Official | No known advisory | stdio | 80 |
| idea-reality-mcp is a first-party Model Context Protocol server in the Developer Tools category, with 815 GitHub stars, last updated 1mo ago. It scores 80/100 on zplatform.ai's quality composite. English 繁體中文 How to check if someone already built your app idea - automatically. idea-reality-mcp is an MCP server that scans GitHub, npm, PyPI, Hacker News, and Stack Overflow to check if your startup idea already exists. It returns a 0 - 100 reality score with evidence, trend detection, and pivot suggestions - so your AI agent can decide whether to build, pivot, or kill the idea before...
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| 185 | Usertour MCP Server Developer Tools · io.github.usertour/mcp | 2.3k | 0% | - | today | Official | Not checked | Streamable HTTP | 80 |
Usertour MCP Server is a first-party Model Context Protocol server in the Developer Tools category, with 2.3k GitHub stars, last updated today. It scores 80/100 on zplatform.ai's quality composite. The free, open-source user onboarding software you’ve been looking for. Build in-app tours, checklists, and surveys yourself - or let an AI assistant build them for you through the built-in MCP server. Keep the data, read the source, deploy it anywhere.
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| 186 | jshookmcp Search & Web · io.github.vmoranv/jshookmcp | 2.0k | 0% | 482 | yesterday | Community | Patched | stdio | 80 |
| jshookmcp is a community Model Context Protocol server in the Search & Web category, with 2.0k GitHub stars, last updated yesterday. It scores 80/100 on zplatform.ai's quality composite. <div align="center" <img src="docs/public/favicon.png" width="96" alt="@jshookmcp/jshook" / A search-first, profile-aware reverse-engineering workspace for AI agents. Hook the page, capture the network, deobfuscate the bundle, disassemble the WASM, instrument the process - and let one MCP server keep the whole attack surface in reach without drowning the model in schemas. English · 中文 <p...
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| 187 | LLM Sandbox Developer Tools · io.github.vndee/llm-sandbox | 1.1k | 0% | - | yesterday | Community | No known advisory | stdio | 80 |
LLM Sandbox is a community Model Context Protocol server in the Developer Tools category, with 1.1k GitHub stars, last updated yesterday. It scores 80/100 on zplatform.ai's quality composite. Securely Execute LLM-Generated Code with Ease LLM Sandbox is a lightweight and portable sandbox environment designed to run Large Language Model (LLM) generated code in a safe and isolated mode. It provides a secure execution environment for AI-generated code while offering flexibility in container backends and comprehensive language support, simplifying the process of running code generated...
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| 188 | strata Other · ai.klavis/strata | 5.8k | 0% | - | 3mo ago | Official | Not checked | Streamable HTTP | 79 |
| strata is a first-party Model Context Protocol server in the Other category, with 5.8k GitHub stars, last updated 3mo ago. It scores 79/100 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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| 189 | brave Search & Web · ai.smithery/brave | 1.4k | +5.5% | - | yesterday | Community | Not checked | Streamable HTTP | 79 |
| brave is a community Model Context Protocol server in the Search & Web category, with 1.4k GitHub stars, last updated yesterday. It scores 79/100 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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| 190 | comfyui-mcp Developer Tools · io.github.artokun/comfyui-mcp | 738 | 0% | - | yesterday | Community | No known advisory | stdio | 79 |
| comfyui-mcp is a community Model Context Protocol server in the Developer Tools category, with 738 GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. [!IMPORTANT] This project is no longer maintained. ComfyUI now ships official agent and MCP tooling - Comfy Agent and Comfy MCP - built and supported by the Comfy-Org team with deeper integration than a community project can match. If you’re looking for an MCP server or AI agent for ComfyUI, use the official tooling. This repo will remain public as a reference, but no new features, bug fixes,...
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| 191 | Octocode MCP - AI Context Platform Search & Web · io.github.bgauryy/octocode-mcp | 932 | 0% | - | yesterday | Community | No known advisory | stdio | 79 |
| Octocode MCP - AI Context Platform is a community Model Context Protocol server in the Search & Web category, with 932 GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. <div align="center" <img src="https://github.com/bgauryy/octocode/raw/main/packages/octocode-mcp/assets/logo white.png" width="400px" alt="Octocode Logo" </div Evidence-first code research for AI agents and developers. Octocode researches your local code and external code alike (GitHub repositories, PRs, npm) with one toolset: ripgrep + AST search, trees, precise reads, and LSP. Use it as a...
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| 192 | Google Ads + Meta Ads + GA4 MCP Developer Tools · io.github.irinabuht12-oss/google-meta-ads-ga4-mcp | 1.7k | 0% | - | 2d ago | Community | Not checked | Streamable HTTP | 79 |
Google Ads + Meta Ads + GA4 MCP is a community Model Context Protocol server in the Developer Tools category, with 1.7k GitHub stars, last updated 2d ago. It scores 79/100 on zplatform.ai's quality composite. Step-by-step guide to connecting Claude AI to Google Ads and Meta Ads via MCP. Add Ryze AI as a connector in Claude and control your ad accounts in plain English.
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| 193 | reddit-mcp-buddy Search & Web · io.github.karanb192/reddit-mcp-buddy | 820 | 0% | 1.2k | 25d ago | Community | No known advisory | stdio | 79 |
| reddit-mcp-buddy is a community Model Context Protocol server in the Search & Web category, with 820 GitHub stars, last updated 25d ago. It scores 79/100 on zplatform.ai's quality composite. A Model Context Protocol (MCP) server that enables Claude Desktop and other AI assistants to browse Reddit, search posts, and analyze user activity. Clean, fast, and actually works - browse subreddits with no API keys; add free Reddit credentials for search, comments, user analysis, and full metrics. Claude checking Reddit's reaction to the Dune Part Three trailer and whether the AirPods Max 2...
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| 194 | testkube-mcp DevOps & Monitoring · io.github.kubeshop/testkube-mcp | 1.7k | 0% | - | yesterday | Official | Not checked | stdio | 79 |
| testkube-mcp is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 1.7k GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. <picture <source media="(prefers-color-scheme: dark)" srcset="./assets/testkube logo-light.png" <source media="(prefers-color-scheme: light)" srcset="./assets/testkube logo-dark.png" <img alt="Testkube" src="./assets/testkube logo-light.png" </picture Testkube provides a single platform for defining, running and analyzing automated tests, using your existing testing tools/scripts, running in...
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| 195 | Marmot Data Catalog Search & Web · io.github.marmotdata/marmot | 613 | 0% | - | today | Official | Not checked | Streamable HTTP | 79 |
| Marmot Data Catalog is a first-party Model Context Protocol server in the Search & Web category, with 613 GitHub stars, last updated today. It scores 79/100 on zplatform.ai's quality composite. <div align="center" <img src="./marmot.svg" width="180" Discover any data asset in seconds. Then let your AI do the same. The open-source context layer for your AI. Catalog your tables, topics, queues and APIs then expose real metadata to your AI agents. Documentation • Deploy • Community </div Marmot is an open-source data catalog for teams who want powerful data discovery without enterprise...
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| 196 | PraisonAI Developer Tools · io.github.MervinPraison/praisonai | 9k | n/a | 2.1k | yesterday | Community | Open advisory | stdio | 79 |
| PraisonAI is a community Model Context Protocol server in the Developer Tools category, with 9k GitHub stars, last updated yesterday. It scores 79/100 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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| 197 | openshorts Developer Tools · io.github.mutonby/openshorts | 4.0k | 0% | - | yesterday | Community | Not checked | Streamable HTTP | 79 |
openshorts is a community Model Context Protocol server in the Developer Tools category, with 4.0k GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. Open source AI video platform with 3 tools in one: Clip Generator , AI Shorts (UGC videos with AI actors) , and YouTube Studio . Two people on camera? OpenShorts stacks them instead of shrinking the wide shot, puts the captions on the seam where they cover nobody, and switches back to a face-tracked crop when the cut goes to one person. The AI picks the layout per video; nothing to configure....
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| 198 | projectmem AI & Memory · io.github.riponcm/projectmem | 804 | 0% | 237 | 4d ago | Community | No known advisory | stdio | 79 |
| projectmem is a community Model Context Protocol server in the AI & Memory category, with 804 GitHub stars, last updated 4d ago. It scores 79/100 on zplatform.ai's quality composite. <div align="center" <img src="https://raw.githubusercontent.com/projectmem/projectmemdoc/main/logo/projectmem-wordmark-800.png" alt="projectmem" width="420" / <p <a href="https://github.com/riponcm/projectmem/blob/main/CHANGELOG.md" <b 🎉 v0.3.2 is out</b </a - Windows support for the file watcher, and a doctor that notices when a fix gets undone. <a...
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| 199 | agent-harnesses Developer Tools · io.github.RyanAlberts/agent-harnesses | 836 | 0% | 153 | 2d ago | Community | No known advisory | stdio | 79 |
| agent-harnesses is a community Model Context Protocol server in the Developer Tools category, with 836 GitHub stars, last updated 2d ago. 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=" contents" title="Project Count" <img src="https://img.shields.io/badge/projects-164-blue.svg?color=5ac4bf" </a <a href="...
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| 200 | SandBase Harness Developer Tools · io.github.sandbaseai/sandbase-harness | 642 | 0% | - | 5d ago | Official | Not checked | stdio | 79 |
| SandBase Harness is a first-party Model Context Protocol server in the Developer Tools category, with 642 GitHub stars, last updated 5d ago. It scores 79/100 on zplatform.ai's quality composite. English 中文 AI-readable project metadata: llms.txt · installation guide A local-first runtime for AI agents. Sessions, sandboxed tools, memory, credentials, audit trails, and a built-in Console - all running on your machine or in your own infrastructure. Building with DeepSeek Harness? The independent DeepSeek Harness Handbook provides source-backed runtime guides, multilingual troubleshooting,...
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| 201 | UniFi Access MCP Developer Tools · io.github.sirkirby/unifi-access-mcp | 805 | 0% | 2.2k | yesterday | Community | No known advisory | stdio | 79 |
| UniFi Access MCP is a community Model Context Protocol server in the Developer Tools category, with 805 GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. <p align="center" <img src="docs/assets/hero-readme.jpg" alt="UniFi MCP - AI agents for your UniFi infrastructure" width="720" </p Leverage agents and agentic AI workflows to manage your UniFi deployment. Server Status Tools Package -------- -------- ------- --------- Network Stable 194 unifi-network-mcp Protect Stable 62 unifi-protect-mcp Access Stable 37 unifi-access-mcp Component Status...
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| 202 | UniFi Protect MCP Developer Tools · io.github.sirkirby/unifi-protect-mcp | 805 | 0% | 4.9k | yesterday | Community | No known advisory | stdio | 79 |
| UniFi Protect MCP is a community Model Context Protocol server in the Developer Tools category, with 805 GitHub stars, last updated yesterday. It scores 79/100 on zplatform.ai's quality composite. <p align="center" <img src="docs/assets/hero-readme.jpg" alt="UniFi MCP - AI agents for your UniFi infrastructure" width="720" </p Leverage agents and agentic AI workflows to manage your UniFi deployment. Server Status Tools Package -------- -------- ------- --------- Network Stable 194 unifi-network-mcp Protect Stable 62 unifi-protect-mcp Access Stable 37 unifi-access-mcp Component Status...
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| 203 | treg.to Developer Tools · io.github.superdesigndev/treg | 1.4k | 0% | - | today | Official | Not checked | Streamable HTTP | 79 |
treg.to is a first-party Model Context Protocol server in the Developer Tools category, with 1.4k GitHub stars, last updated today. It scores 79/100 on zplatform.ai's quality composite. OpenRouter, but for agent tools instead of models. Point an agent at one base URL with one token and it can do the job: 3,000+ catalogued endpoints across 60+ providers - SEO and backlinks, social and trends, people and company enrichment, ads, scraping - priced per call, from a cent , with no provider signup. Plus your own team's keys, skills and CLIs, callable by every teammate's agent...
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| 204 | openflowkit-mcp Design · io.github.Vrun-design/openflowkit-mcp | 758 | 0% | 31 | 23d ago | Community | No known advisory | stdio | 79 |
| openflowkit-mcp is a community Model Context Protocol server in the Design category, with 758 GitHub stars, last updated 23d ago. It scores 79/100 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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| 205 | deja-vu AI & Memory · io.github.vshulcz/deja-vu | 802 | 0% | 749 | today | Community | No known advisory | stdio | 79 |
| deja-vu is a community Model Context Protocol server in the AI & Memory category, with 802 GitHub stars, last updated today. It scores 79/100 on zplatform.ai's quality composite. <p align="center" <picture <source media="(prefers-color-scheme: dark)" srcset="assets/logo-dark.svg" <img src="assets/logo.svg" width="330" alt="deja-vu" </picture </p <p align="center" <b The one memory your coding agents share, built from the history already on your disk.</b </p <p align="center" Your agent is about to re-debug something you fixed in March - in a different agent. deja...
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| 206 | xbbg MCP Developer Tools · io.github.xbbg-org/xbbg-mcp | 716 | 0% | - | today | Official | Not checked | stdio | 79 |
| xbbg MCP is a first-party Model Context Protocol server in the Developer Tools category, with 716 GitHub stars, last updated today. It scores 79/100 on zplatform.ai's quality composite. <div align="center" <p <a href="https://xbbg.org/python/quickstart" <img src=".github/assets/readme-hero-flat.svg" alt="xbbg banner" width="100%" </a </p Links: Documentation · Quickstart · Configuration · Examples notebook · Contributing · Changelog </div --- Latest release: xbbg==1.4.11 (release: notes) This main branch is the Rust-powered v1 release. For the legacy pure-Python line, use...
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| 207 | browserbasehq-mcp-browserbase Search & Web · ai.smithery/browserbasehq-mcp-browserbase | 3.4k | 0% | - | 2mo ago | Community | Not checked | Streamable HTTP | 78 |
| browserbasehq-mcp-browserbase is a community Model Context Protocol server in the Search & Web category, with 3.4k GitHub stars, last updated 2mo ago. It scores 78/100 on zplatform.ai's quality composite. This repository is archived and no longer maintained. It was originally published as a reference implementation and is retained for historical purposes. It should not be interpreted as representative of Browserbase's current production services or implementation. The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data...
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| 208 | docs Search & Web · com.empryo/docs | 1.2k | 0% | - | today | Official | Not checked | Streamable HTTP | 78 |
docs is a first-party Model Context Protocol server in the Search & Web category, with 1.2k GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. <div align="center" <picture <source media="(prefers-reduced-motion: reduce) and (prefers-color-scheme: dark)" srcset="assets/empryo-mote-dark.svg" / <source media="(prefers-reduced-motion: reduce)" srcset="assets/empryo-mote-light.svg" / <source media="(prefers-color-scheme: dark)" srcset="assets/empryo-mote-dark-normal.gif" / <source media="(prefers-color-scheme: light)"...
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| 209 | obsidian-mcp-server Search & Web · io.github.cyanheads/obsidian-mcp-server | 675 | 0% | - | 2d ago | Community | No known advisory | stdioStreamable HTTP | 78 |
| obsidian-mcp-server is a community Model Context Protocol server in the Search & Web category, with 675 GitHub stars, last updated 2d ago. It scores 78/100 on zplatform.ai's quality composite. <div align="center" <h1 obsidian-mcp-server</h1 <p <b Read, write, search, and surgically edit Obsidian vault notes, tags, and frontmatter via MCP. STDIO or Streamable HTTP.</b <div 14 Tools • 3 Resources</div </p </div <div align="center" </div <div align="center" </div --- Fourteen tools grouped by shape - readers fetch notes and metadata, writers create or surgically edit content, managers...
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| 210 | haiku.rag Search & Web · io.github.ggozad/haiku-rag | 606 | 0% | - | today | Community | No known advisory | stdio | 78 |
haiku.rag is a community Model Context Protocol server in the Search & Web category, with 606 GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. Agentic RAG that answers questions about your own documents with citations to page numbers and section headings. Runs locally on an embedded database, no server required. Built on LanceDB, Pydantic AI, and Docling. Full documentation at ggozad.github.io/haiku.rag. - Hybrid search - Vector + full-text with Reciprocal Rank Fusion - Multimodal & cross-modal search - Multimodal embedders (vLLM,...
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| 211 | SearXNG Search Search & Web · io.github.ihor-sokoliuk/mcp-searxng | 1.2k | 0% | - | today | Community | Patched | stdio | 78 |
| SearXNG Search is a community Model Context Protocol server in the Search & Web category, with 1.2k GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. <div align="center" Privacy-respecting web search for AI assistants - use an operator-controlled or trusted SearXNG instance with Claude, Cursor, and more. An MCP server that integrates the SearXNG API, giving AI assistants web search capabilities. ✨ Featured in the GitHub MCP Registry. </div Add to your MCP client configuration (e.g. claude desktop config.json ): Replace YOUR SEARXNG INSTANCE...
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| 212 | Hex Graph Developer Tools · io.github.levnikolaevich/hex-graph-mcp | 558 | 0% | 91 | 6d ago | Community | No known advisory | stdio | 78 |
| Hex Graph is a community Model Context Protocol server in the Developer Tools category, with 558 GitHub stars, last updated 6d ago. It scores 78/100 on zplatform.ai's quality composite. A compact marketplace of standalone engineering skills for Claude Code and Codex. Supports the portable Agent Plugins v1 standard while retaining native Claude Code and Codex distribution compatibility. Why this repository is intentionally small: Each skill provides domain knowledge, decision gates, tool guidance, and evidence checks for one bounded outcome. Instructions that duplicate an...
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| 213 | Hex Line Productivity · io.github.levnikolaevich/hex-line-mcp | 558 | 0% | 125 | 6d ago | Community | No known advisory | stdio | 78 |
| Hex Line is a community Model Context Protocol server in the Productivity category, with 558 GitHub stars, last updated 6d ago. It scores 78/100 on zplatform.ai's quality composite. A compact marketplace of standalone engineering skills for Claude Code and Codex. Supports the portable Agent Plugins v1 standard while retaining native Claude Code and Codex distribution compatibility. Why this repository is intentionally small: Each skill provides domain knowledge, decision gates, tool guidance, and evidence checks for one bounded outcome. Instructions that duplicate an...
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| 214 | Hex Research Developer Tools · io.github.levnikolaevich/hex-research-mcp | 558 | 0% | 13 | 6d ago | Community | No known advisory | stdio | 78 |
| Hex Research is a community Model Context Protocol server in the Developer Tools category, with 558 GitHub stars, last updated 6d ago. It scores 78/100 on zplatform.ai's quality composite. A compact marketplace of standalone engineering skills for Claude Code and Codex. Supports the portable Agent Plugins v1 standard while retaining native Claude Code and Codex distribution compatibility. Why this repository is intentionally small: Each skill provides domain knowledge, decision gates, tool guidance, and evidence checks for one bounded outcome. Instructions that duplicate an...
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| 215 | token-savior AI & Memory · io.github.Mibayy/token-savior | 1.1k | 0% | 342 | 1mo ago | Community | No known advisory | stdio | 78 |
| token-savior is a community Model Context Protocol server in the AI & Memory category, with 1.1k GitHub stars, last updated 1mo ago. It scores 78/100 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 command rewriting for AI coding agents. -brightgreen) mibayy.github.io/token-savior -- project site + benchmark landing Benchmark source + fixtures: not currently published (see Reproducing the score below) --- Plain Claude Code With Token Savior --- ---:...
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| 216 | Apple Health Databases · io.github.neiltron/apple-health-mcp | 567 | 0% | 82 | 15d ago | Community | No known advisory | stdio | 78 |
| Apple Health is a community Model Context Protocol server in the Databases category, with 567 GitHub stars, last updated 15d ago. It scores 78/100 on zplatform.ai's quality composite. Query Apple Health data from an MCP client using SQL and DuckDB. The server runs locally, reads CSV exports on demand, and provides tools for schema discovery, read-only queries, and health summaries. - Node.js 22 or newer - An Apple Health CSV export created with Simple Health Export CSV The native Apple Health export.xml format is not currently supported. For Claude Desktop, add the...
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| 217 | Vestige AI & Memory · io.github.samvallad33/vestige | 617 | 0% | - | today | Community | No known advisory | stdio | 78 |
| Vestige is a community Model Context Protocol server in the AI & Memory category, with 617 GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. Local-first memory for developers and their AI coding agents. Vestige remembers project decisions across sessions, retrieves focused context, keeps source references current, and helps you investigate failures using earlier evidence. The open-source core runs locally through MCP, with automatic memory writes and an embedded dashboard. No API key is required for local memory and embeddings....
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| 218 | MCP Server for Excel Developer Tools · io.github.sbroenne/mcp-server-excel | 682 | 0% | - | today | Community | No known advisory | stdio | 78 |
MCP Server for Excel is a community Model Context Protocol server in the Developer Tools category, with 682 GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. Website · Installation · Features · Troubleshooting · 1-minute demo Automate real Microsoft Excel with AI. Excel MCP Server lets GitHub Copilot, Claude, ChatGPT, and other agents control Excel through natural-language requests - using either MCP or a token-efficient CLI. Unlike file-parser tools, ExcelMcp drives the actual Excel application through its official COM API. It can refresh Power...
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| 219 | coolify Search & Web · io.github.StuMason/coolify | 589 | 0% | - | today | Community | No known advisory | stdio | 78 |
coolify is a community Model Context Protocol server in the Search & Web category, with 589 GitHub stars, last updated today. It scores 78/100 on zplatform.ai's quality composite. Manage Coolify from Claude, Cursor, or any MCP client: 45 tools for deploying, debugging, and operating your self-hosted PaaS in plain English. Destructive operations ask a human first; secrets stay masked. 📖 coolify-mcp.stumason.dev · Tool reference · Prompts and resources · Remote / HTTP mode · Fleet · Doctor · Safety and security · Changelog You need a running Coolify v4 instance and an...
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| 220 | SSH - policy-gated remote access Developer Tools · io.github.tufantunc/ssh-mcp | 717 | 0% | - | yesterday | Community | No known advisory | stdio | 78 |
| SSH - policy-gated remote access is a community Model Context Protocol server in the Developer Tools category, with 717 GitHub stars, last updated yesterday. It scores 78/100 on zplatform.ai's quality composite. SSH MCP Server is a security-first Model Context Protocol server that gives LLM agents controlled SSH access to remote hosts - with command classification, policy-based authorization, human-in-the-loop approval, and full audit logging. The risk this server exists to manage. Giving an LLM shell access on a remote host puts private data, untrusted input and network egress in one place - Simon...
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| 221 | Solana MCP by Vybe Developer Tools · io.github.vybenetwork/solana-mcp-vybe | 1.2k | 0% | - | 18d ago | Official | Not checked | Streamable HTTP | 78 |
Solana MCP by Vybe is a first-party Model Context Protocol server in the Developer Tools category, with 1.2k GitHub stars, last updated 18d ago. It scores 78/100 on zplatform.ai's quality composite. Solana MCP by Vybe lets Cursor, Claude, Codex, and other MCP clients browse schemas or make live Solana API calls through one public MCP server. Public Model Context Protocol (MCP) registry metadata for Solana MCP by Vybe . Use the streamable HTTP endpoint: Registry metadata ( server.json ) publishes the remote as: Clients that require an explicit MCP path (ChatGPT Developer Mode, Codex,...
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| 222 | Solana MCP by Vybe Developer Tools · io.github.vybenetwork/vybe-solana-api | 1.2k | 0% | - | 18d ago | Official | Not checked | Streamable HTTP | 78 |
Solana MCP by Vybe is a first-party Model Context Protocol server in the Developer Tools category, with 1.2k GitHub stars, last updated 18d ago. It scores 78/100 on zplatform.ai's quality composite. Solana MCP by Vybe lets Cursor, Claude, Codex, and other MCP clients browse schemas or make live Solana API calls through one public MCP server. Public Model Context Protocol (MCP) registry metadata for Solana MCP by Vybe . Use the streamable HTTP endpoint: Registry metadata ( server.json ) publishes the remote as: Clients that require an explicit MCP path (ChatGPT Developer Mode, Codex,...
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| 223 | ref-tools-mcp Search & Web · tools.ref/ref-tools-mcp | 1.2k | 0% | - | 3mo ago | Official | Not checked | Streamable HTTP | 78 |
| ref-tools-mcp is a first-party Model Context Protocol server in the Search & Web category, with 1.2k GitHub stars, last updated 3mo ago. It scores 78/100 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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| 224 | ChiR24-unreal_mcp Other · ai.smithery/ChiR24-unreal_mcp | 864 | +5.1% | - | today | Community | Not checked | Streamable HTTP | 77 |
| ChiR24-unreal_mcp is a community Model Context Protocol server in the Other category, with 864 GitHub stars, last updated today. It scores 77/100 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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| 225 | ChiR24-unreal_mcp_server AI & Memory · ai.smithery/ChiR24-unreal_mcp_server | 864 | +5.1% | - | today | Community | Not checked | Streamable HTTP | 77 |
| ChiR24-unreal_mcp_server is a community Model Context Protocol server in the AI & Memory category, with 864 GitHub stars, last updated today. It scores 77/100 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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| 226 | loki-mode Developer Tools · io.github.asklokesh/loki-mode | 1k | 0% | 511 | today | 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 today. 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 </div --- <details...
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| 227 | TypeUI Design · io.github.bergside/typeui | 1.9k | 0% | - | 2mo ago | Official | Not checked | Streamable HTTP | 77 |
TypeUI is a first-party Model Context Protocol server in the Design category, with 1.9k GitHub stars, last updated 2mo ago. It scores 77/100 on zplatform.ai's quality composite. Use TypeUI Creative to design better websites with AI, then use TypeUI Insights to understand visitors, behavior, and performance.
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| 228 | Gearboy MCP Server Developer Tools · io.github.drhelius/gearboy | 1.2k | 0% | - | 2d ago | Community | Not checked | stdio | 77 |
| Gearboy MCP Server is a community Model Context Protocol server in the Developer Tools category, with 1.2k GitHub stars, last updated 2d ago. It scores 77/100 on zplatform.ai's quality composite. Gearboy is an accurate, cross-platform Game Boy / Game Boy Color / Super Game Boy emulator written in C++ that runs on Windows, macOS, Linux, BSD and RetroArch, with an embedded MCP server for AI debugging and development. This is an open source project with its ongoing development made possible thanks to the support by these awesome backers. If you find it useful, please consider sponsoring....
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| 229 | Magic Cloud Databases · io.github.polterguy/magic | 1.2k | 0% | - | 2d ago | Community | Not checked | Streamable HTTP | 77 |
Magic Cloud is a community Model Context Protocol server in the Databases category, with 1.2k GitHub stars, last updated 2d ago. It scores 77/100 on zplatform.ai's quality composite. Turn plain English into a working full-stack app - database, secure API, business logic, and frontend - running on your own hardware , with zero lock-in . An open-source alternative to Lovable, Bolt, and Replit that gives you the whole backend, plus an MCP server that turns every endpoint into a tool for Claude, Cursor, or Codex. Read more about Hyperlambda. [ ] Then open localhost:5555 ,...
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| 230 | Compartment AI & Memory · io.github.MaxFreedomPollard/compartment | 586 | n/a | 409 | today | Community | No known advisory | stdio | 76 |
| Compartment is a community Model Context Protocol server in the AI & Memory category, with 586 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. Encrypted, fully offline memory for AI agents. One vault on your own computer, read and written by Claude Code, Claude Desktop, Hermes Agent, OpenClaw, Cursor, Codex and any other MCP client. No API key, no account, no network, no telemetry. One-click install (after pip install compartment && compartment init ): <p <a...
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| 231 | token-savior-recalldeprecated AI & Memory · io.github.Mibayy/token-savior-recall | 1.1k | n/a | 342 | 1mo ago | Community | No known advisory | stdio | 76 |
| token-savior-recall is a community Model Context Protocol server in the AI & Memory category, with 1.1k GitHub stars, last updated 1mo ago. It scores 76/100 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 command rewriting for AI coding agents. -brightgreen) mibayy.github.io/token-savior -- project site + benchmark landing Benchmark source + fixtures: not currently published (see Reproducing the score below) --- Plain Claude Code With Token Savior --- ---:...
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| 232 | Tapo MCP Developer Tools · io.github.mihai-dinculescu/tapo-mcp | 799 | 0% | - | yesterday | Community | Not checked | Streamable HTTP | 76 |
| Tapo MCP is a community Model Context Protocol server in the Developer Tools category, with 799 GitHub stars, last updated yesterday. It scores 76/100 on zplatform.ai's quality composite. [![License][license badge]][license] [![Crates][crates badge]][crates] [![Documentation][crates documentation badge]][crates documentation] [![Crates.io][crates downloads badge]][crates] [![PyPI][pypi badge]][pypi] [![Python][pypi versions badge]][pypi] [![PyPI][pypi downloads badge]][pypi]\ Unofficial Tapo API Client. Works with TP-Link Tapo smart devices. Tested with light bulbs (L510, L520,...
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| 233 | SonarQube MCP Server DevOps & Monitoring · io.github.SonarSource/sonarqube-mcp-server | 644 | 0% | - | today | Official | Not checked | stdio | 76 |
| SonarQube MCP Server is a first-party Model Context Protocol server in the DevOps & Monitoring category, with 644 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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| 234 | runno Developer Tools · io.github.taybenlor/runno | 771 | 0% | 35 | 1mo ago | Community | No known advisory | stdio | 76 |
| runno is a community Model Context Protocol server in the Developer Tools category, with 771 GitHub stars, last updated 1mo ago. It scores 76/100 on zplatform.ai's quality composite. 👨💻 Use Runno 👉 Runno.dev 📖 Documentation 👉 Runno.dev Runno is a collection of JavaScript Packages for running code in various languages inside a sandbox. It's made of the following packages: - @runno/runtime - web components and headless tools for running code examples in the browser. - @runno/sandbox - a secure sandbox for running code examples in Node and other JS Runtimes. -...
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| 235 | CRW Web Scraper Search & Web · io.github.us/crw | 973 | 0% | - | today | Community | Not checked | stdio | 76 |
CRW Web Scraper is a community Model Context Protocol server in the Search & Web category, with 973 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. <p align="center" <img src="docs/logo-animation.gif" alt="fastCRW" width="180" / </p <h1 align="center" fastCRW</h1 <p align="center" Turn URLs into clean <strong markdown</strong or structured <strong JSON</strong with one engine for search, scrape, map, crawl, and extract. </p <p align="center" Run it locally as a small Rust binary or use the managed API. </p <p align="center" <a...
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| 236 | fastCRW Search & Web · io.github.us/fastcrw | 973 | 0% | - | today | Community | Not checked | Streamable HTTP | 76 |
fastCRW is a community Model Context Protocol server in the Search & Web category, with 973 GitHub stars, last updated today. It scores 76/100 on zplatform.ai's quality composite. <p align="center" <img src="docs/logo-animation.gif" alt="fastCRW" width="180" / </p <h1 align="center" fastCRW</h1 <p align="center" Turn URLs into clean <strong markdown</strong or structured <strong JSON</strong with one engine for search, scrape, map, crawl, and extract. </p <p align="center" Run it locally as a small Rust binary or use the managed API. </p <p align="center" <a...
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| 237 | ref-tools-ref-tools-mcp Other · ai.smithery/ref-tools-ref-tools-mcp | 1.2k | +2.1% | - | 3mo ago | Community | Not checked | Streamable HTTP | 75 |
| ref-tools-ref-tools-mcp is a community Model Context Protocol server in the Other category, with 1.2k GitHub stars, last updated 3mo ago. It scores 75/100 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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| 238 | TokenSave Productivity · io.github.aovestdipaperino/tokensave | 625 | 0% | - | 3d ago | Community | Not checked | stdio | 75 |
| TokenSave is a community Model Context Protocol server in the Productivity category, with 625 GitHub stars, last updated 3d ago. It scores 75/100 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://github.com/aovestdipaperino/tokensave/stargazers" <img...
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| 239 | OpenBrand Developer Tools · io.github.ethanjyx/openbrand | 791 | 0% | 22 | 4mo ago | Official | No known advisory | stdio | 75 |
| OpenBrand is a first-party Model Context Protocol server in the Developer Tools category, with 791 GitHub stars, last updated 4mo ago. It scores 75/100 on zplatform.ai's quality composite. <p align="center" <img src="public/logo.svg" alt="OpenBrand logo" width="80" height="84" / </p <h1 align="center" OpenBrand</h1 <p align="center" Extract any brand from a URL</p <p align="center" Try it out at <a href="https://openbrand.sh" openbrand.sh</a </p <p align="center" <img src="public/openbrand.gif" alt="OpenBrand demo" width="600" / </p <p align="center" <sub Demo prepared with <a...
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| 240 | rustunnel Developer Tools · io.github.joaoh82/rustunnel | 655 | 0% | - | 8d ago | Community | Not checked | stdio | 75 |
rustunnel is a community Model Context Protocol server in the Developer Tools category, with 655 GitHub stars, last updated 8d ago. It scores 75/100 on zplatform.ai's quality composite. The open-source tunnel that scales with you. Don't pay for idle time. Secure, Rust-fast, and Pay-as-you-go. Expose local services through a public server over encrypted WebSocket connections with TLS termination, HTTP/TCP proxying, a live dashboard, Prometheus metrics, and audit logging. You can self-host or use our managed service. Using an AI agent? rustunnel ships an MCP server - one-click...
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| 241 | FableCut Search & Web · io.github.ronak-create/fablecut | 661 | 0% | - | today | Community | Not checked | stdio | 75 |
FableCut is a community Model Context Protocol server in the Search & Web category, with 661 GitHub stars, last updated today. It scores 75/100 on zplatform.ai's quality composite. <div align="center" <pre align="center" ███████╗ █████╗ ██████╗ ██╗ ███████╗ ██████╗██╗ ██╗████████╗ ██╔════╝██╔══██╗██╔══██╗██║ ██╔════╝██╔════╝██║ ██║╚══██╔══╝ █████╗ ███████║██████╔╝██║ █████╗ ██║ ██║ ██║ ██║ ██╔══╝ ██╔══██║██╔══██╗██║ ██╔══╝ ██║ ██║ ██║ ██║ ██║ ██║ ██║██████╔╝███████╗███████╗╚██████╗╚██████╔╝ ██║ ╚═╝ ╚═╝ ╚═╝╚═════╝ ╚══════╝╚══════╝ ╚═════╝ ╚═════╝ ╚═╝ </pre A browser video...
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| 242 | Sessy - Amazon SES observability DevOps & Monitoring · io.github.marckohlbrugge/sessy | 924 | 0% | - | 2d ago | Community | Not checked | Streamable HTTP | 73 |
Sessy - Amazon SES observability is a community Model Context Protocol server in the DevOps & Monitoring category, with 924 GitHub stars, last updated 2d ago. It scores 73/100 on zplatform.ai's quality composite. <img src="docs/icon.svg" height="64" alt="Sessy icon" Open-source email observability for AWS SES by Marc Köhlbrugge. Amazon SES is a fantastic email service: cost-effective, reliable, and great deliverability. But it's frustratingly difficult to see what's actually happening with your emails. That's why many people turn to overpriced email services that are often just glorified SES wrappers...
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| 243 | TickDB Market Data Finance · io.github.TickDB/tickdb-market-data | 779 | 0% | - | 3mo ago | Community | Not checked | Streamable HTTP | 73 |
TickDB Market Data is a community Model Context Protocol server in the Finance category, with 779 GitHub stars, last updated 3mo ago. It scores 73/100 on zplatform.ai's quality composite. <div align="center" <img src="assets/logo.svg" alt="TickDB Logo" width="320" One connection for Forex, Precious Metals, Indices, US Stocks, HK Stocks, A-Shares, and Crypto 开源工具集 · 完整 API 文档 + AI Skill + MCP 服务端实现 语言版本: 🇨🇳 简体中文 • 🇹🇼 繁體中文 • 🇺🇸 English 📚 在线文档 • 🌐 官网 • 🤖 AI 接入 ↓ </div --- TickDB 是面向开发者、AI 代理和多市场金融应用的 AI 原生实时行情数据 API (AI-native real-time market data API)。 通过 一次接入(one...
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| 244 | Kody Search & Web · io.github.kentcdodds/kody | 610 | 0% | - | today | Community | Not checked | Streamable HTTP | 72 |
Kody is a community Model Context Protocol server in the Search & Web category, with 610 GitHub stars, last updated today. It scores 72/100 on zplatform.ai's quality composite. <div align="center" <img src="./packages/worker/public/logo.png" alt="kody logo" width="400" / <p <strong Your assistant's home - the memory, keys, code, and automations your AI agent keeps, portable across every MCP host. Built on Cloudflare Workers.</strong </p <p <a href="https://github.com/kentcdodds/kody/actions/workflows/deploy.yml" <img...
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| 245 | sqz AI & Memory · io.github.ojuschugh1/sqz | 621 | 0% | - | 14d ago | Community | Not checked | stdio | 72 |
| sqz is a community Model Context Protocol server in the AI & Memory category, with 621 GitHub stars, last updated 14d ago. It scores 72/100 on zplatform.ai's quality composite. <p align="center" <pre ███████╗ ██████╗ ███████╗ ██╔════╝██╔═══██╗╚══███╔╝ ███████╗██║ ██║ ███╔╝ ╚════██║██║▄▄ ██║ ███╔╝ ███████║╚██████╔╝███████╗ ╚══════╝ ╚══▀▀═╝ ╚══════╝ </pre </p <p align="center" <strong Compress LLM context to save tokens and reduce costs</strong </p <p align="center" <sub <strong Real session stats:</strong 3,003 compressions · <strong 178,442 tokens saved</strong ·...
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| 246 | Amazon ECS MCP Server Cloud · aws.api.us-east-1.ecs-mcp/server | 0 | n/a | 286.5k | 7mo ago | Official | No known advisory | stdio | 71 |
Amazon ECS MCP Server is a first-party Model Context Protocol server in the Cloud category, with 0 GitHub stars, last updated 7mo ago. It scores 71/100 on zplatform.ai's quality composite. AI-powered Amazon ECS workload management
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| 247 | Amazon EKS MCP Server Cloud · aws.api.us-east-1.eks-mcp/server | 0 | n/a | 286.5k | 8mo ago | Official | No known advisory | stdio | 71 |
Amazon EKS MCP Server is a first-party Model Context Protocol server in the Cloud category, with 0 GitHub stars, last updated 8mo ago. It scores 71/100 on zplatform.ai's quality composite. AI-powered Amazon EKS cluster management and troubleshooting
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| 248 | hustcc-mcp-mermaid Other · ai.smithery/hustcc-mcp-mermaid | 634 | +2.1% | - | 4mo ago | Community | Not checked | Streamable HTTP | 68 |
| hustcc-mcp-mermaid is a community Model Context Protocol server in the Other category, with 634 GitHub stars, last updated 4mo ago. It scores 68/100 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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| 249 | AWS MCP Server Cloud · io.github.aws/aws-mcp | 0 | n/a | 286.5k | 7mo ago | Community | No known advisory | stdio | 68 |
AWS MCP Server is a community Model Context Protocol server in the Cloud category, with 0 GitHub stars, last updated 7mo ago. It scores 68/100 on zplatform.ai's quality composite. A managed MCP server enabling AI agents to access AWS using docs, API calls, and SOP workflows.
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| 250 | AWS MCP Server Cloud · io.github.aws/mcp-proxy-for-aws | 0 | n/a | 286.5k | 9mo ago | Community | No known advisory | stdio | 68 |
AWS MCP Server is a community Model Context Protocol server in the Cloud category, with 0 GitHub stars, last updated 9mo ago. It scores 68/100 on zplatform.ai's quality composite. AWS MCP Server lets AI securely access AWS using docs, API calls, and SOP workflows.
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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 sem 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 93/100 quality
- sem 88/100 quality
- basic-memory 88/100 quality
- mcp 88/100 quality
- nx-console 88/100 quality
Top Developer Tool MCPs
mcp-server-commands and Chrome DevTools MCP top the developer-tools category, the largest and most mature in the directory, wiring AI into code, repositories, and issue trackers.
- mcp-server-commands 94/100 quality
- Chrome DevTools MCP 93/100 quality
- firebase-mcp 92/100 quality
- Serena MCP: the IDE for your agent 92/100 quality
- Reactive Resume 91/100 quality
Most Secure MCP Servers
Repowise and mcp-server-browser score highest on our security composite: no open advisories, and a clean assessment where a public homepage exists to check.
- Repowise No known advisory
- mcp-server-browser No known advisory
- mcp-server-commands No known advisory
- mcp-server-filesystem No known advisory
- mcp-server-search No known advisory
Best Free & Open-Source MCP Servers
Nearly every server in this directory is free to install. Repowise and mcp-server-browser are the highest-quality open-source picks - you only pay for any upstream service they connect to.
- Repowise AGPL-3.0
- mcp-server-browser Apache-2.0
- mcp-server-commands Apache-2.0
- mcp-server-filesystem Apache-2.0
- mcp-server-search Apache-2.0
Best MCP Servers for Claude Code
Every server here works with Claude Code via a copy-paste "claude mcp add" command. mcp-server-browser and mcp-server-commands are the top-scoring picks for coding workflows.
- mcp-server-browser 94/100 quality
- mcp-server-commands 94/100 quality
- mcp-server-search 94/100 quality
- browser-use 93/100 quality
- Chrome DevTools MCP 93/100 quality
Browse by Category
Developer Tools
81 servers · 603.4k 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
15 servers · 60.9k stars
Database MCP servers let an AI query and inspect your data through a controlled interface.
Filter the directory to Databases ↓Search & Web
50 servers · 466.5k stars
Search and web MCP servers give an AI fresh, real-world context beyond its training cutoff.
Filter the directory to Search & Web ↓Design
6 servers · 29.6k stars
Design MCP servers connect AI to design tools and image generation.
Filter the directory to Design ↓Productivity
13 servers · 186.2k stars
Productivity MCP servers connect AI to notes, docs, files, and project tools.
Filter the directory to Productivity ↓DevOps & Monitoring
15 servers · 112.4k stars
DevOps and monitoring MCP servers expose infrastructure and observability data to AI.
Filter the directory to DevOps & Monitoring ↓Communication
10 servers · 38.3k stars
Communication MCP servers let AI read and send across chat and email.
Filter the directory to Communication ↓Cloud
8 servers · 88.8k stars
Cloud MCP servers expose AWS, Azure, GCP, and edge platforms to AI.
Filter the directory to Cloud ↓AI & Memory
24 servers · 90.8k stars
AI and memory MCP servers give assistants persistent memory and a knowledge base.
Filter the directory to AI & Memory ↓Finance
7 servers · 64.0k stars
Finance MCP servers connect AI to payments, accounting, and market data.
Filter the directory to Finance ↓Other
21 servers · 180.9k 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 250 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 250 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 September 11, 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.