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Turbo Claude
A curated, auto-updated list of CLAUDE.md rules, MCP servers, and Claude Code skills. The awesome-list companion to clauderules.net.
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turbo-claude
A live-synced index of community CLAUDE.md rules, MCP servers, Claude Code skills, and agents โ sourced from clauderules.net. Updated automatically via GitHub Actions. Add yours by submitting at clauderules.net/submit.
Claude Rules (122)
CLAUDE.md rules tell Claude Code how to behave in your project โ coding conventions, commands to run, patterns to avoid. Browse the full directory at clauderules.net/rules.
| Rule | Description |
|---|---|
| Mindx CLAUDE.md | ไธไธชๅฏ่ชไธป่ฟๅ็ๆฐๅญๅๅ่บซ |
| Lerna CLAUDE.md | Lerna is a fast, modern build system for managing and publishing multiple JavaScript/TypeScript packages from the same repository. |
| Claude Codex Settings CLAUDE.md | My personal Claude Code and OpenAI Codex setup with battle-tested skills, plugins, hooks and agents that I use daily. |
| Minimal Second Brain CLAUDE.md | A minimal, AI-native Obsidian vault template. 3 folders, manifest files for Claude/Copilot, automated maintenance. |
| Coolify Docs CLAUDE.md | Documentation for Coolify |
| CodeScaleBench CLAUDE.md | CLAUDE.md for the CodeScaleBench project (Shell). |
| Awesome Claude Notes CLAUDE.md | ๐ ๅธฎๅฉไฝ ๅฟซ้ๆญๅปบ Claude Code ไธ AI Agent ็ไบงๅๅทฅไฝๆต็ๅฎๆไปๅบ ๐ A practical toolkit to help you quickly build high-productivity workflows for Claude Code and AI agents |
| N8n Install CLAUDE.md | ๐ Self-hosted AI automation platform. Deploy n8n, Ollama, Flowise, RAG, Supabase & 30+ tools with one command. Auto HTTPS. Free Zapier/Make alternative. |
| Unity Explorer CLAUDE.md | Unity Explorer is the official desktop client implementation for Decentraland 2.0, allowing users to explore and interact with the Decentraland metaverse using |
| Transcriber CLAUDE.md | Automated video-to-text transcription powered by ElevenLabs Scribe API with multi-language support and speaker diarization |
| Arcanea CLAUDE.md | Public mirror of Arcanea.ai โ the creative intelligence platform for chat, lore, academy, and worldbuilding. |
| Cc Plugin Catalog CLAUDE.md | Static site generator for Claude Code Plugin Marketplace repositories |
| Helm Charts CLAUDE.md | Helm Charts for various Applications |
| Dotfiles CLAUDE.md | CLAUDE.md for the Dotfiles project (Shell). |
| Claude Code Setup CLAUDE.md | Comprehensive Claude Code configuration with agents, skills, hooks, and automation |
| NexusOS CLAUDE.md | Meet Daemon, the Self-Evolving Operating System. |
| Shadowsky CLAUDE.md | CLAUDE.md for the Shadowsky project (TypeScript). |
| Bitsandbytes CLAUDE.md | Accessible large language models via k-bit quantization for PyTorch. |
| Tree Sitter Analyzer CLAUDE.md | A scalable, multi-language code analysis framework based on Tree-sitter, usable both as a CLI tool and an MCP server. |
| Repo Posts CLAUDE.md | CLAUDE.md for the Repo Posts project (Python). |
| KnowSeams CLAUDE.md | Fast, accurate sentence detection for English narrative with proper dialog handling. |
| AI Agents CLAUDE.md | Multi-agent system for software development |
| Llm Driven System Design CLAUDE.md | Collection of the system designs driven by LLMs |
| Rivet CLAUDE.md | Rivet Actors are the primitive for stateful workloads. Built for AI agents, collaborative apps, and durable execution. |
| AI Tools CLAUDE.md | A collection of tools for Claude Code to operate more efficiently |
| React Joyride CLAUDE.md | Create guided tours in your apps |
| Spec To Agents CLAUDE.md | A multi-agent event planning workflow built with Microsoft Agent Framework - combining Semantic Kernel's enterprise orchestration with AutoGen's multi-agent pat |
| Tapo CLAUDE.md | ๐ฆ Rust API, ๐ Python API, and ๐ค MCP Server for TP-Link Tapo smart devices |
| Antdv Next Admin CLAUDE.md | vue admin,vue3 admin,antdv-next,vueๅๅฐ็ฎก็,vue-admin,antdv,ant-design-vue |
| Dspy Demo CLAUDE.md | CLAUDE.md for the Dspy Demo project (Python). |
| Ollama Opencode Setup CLAUDE.md | Ollama + Open Code Setup |
| Deltio CLAUDE.md | A Google Cloud Pub/Sub emulator alternative, written in Rust. |
| Markdown Flow CLAUDE.md | MarkdownFlow extends standard Markdown with AI to create personalized, interactive documents. Tagline: "Write Once, Deliver Personally" |
| Nudgy CLAUDE.md | Native macOS menu bar app that notifies you when AI coding agents (Claude Code) finish tasks, need permissions, or ask questions. Privacy-first, zero dependenci |
| Claude Skills CLAUDE.md | 66 Specialized Skills for Full-Stack Developers. Transform Claude Code into your expert pair programmer. |
| Obsidian Wechat Converter CLAUDE.md | Obsidian ๅพฎไฟกๅ ฌไผๅทๆ็ๆไปถใๆฏๆ Markdown ่ฝฌๅ ฌไผๅทๆ ทๅผใไธ้ฎๅๆญฅ่็จฟ็ฎฑใๆฌๅฐๅพ็่ชๅจไธไผ ใๅฎ็พๆฏๆ LaTeX ๆฐๅญฆๅ ฌๅผ (SVG)ใๆฏๆๆ ็น็ฌฆๅทไธญๆๆ ๅๅๅค็ใ่ฎฉๆๆฏๅไฝๅๅฝ็บฏ็ฒนใ |
| Dataops Observability Agents CLAUDE.md | DataOps Observability Integration Agents are part of DataKitchen's Open Source Data Observability. They connect to various ETL, ELT, BI, data science, data visu |
| Context Creator CLAUDE.md | A high-performance Rust CLI for optimizing context engineering in agentic programming. |
| Lula CLAUDE.md | A tool for managing compliance as code in your GitHub repositories. :unicorn: |
| Empathize With Others CLAUDE.md | CLAUDE.md for the Empathize With Others project (Kotlin). |
| Oh My Toong Playground CLAUDE.md | CLAUDE.md for the Oh My Toong Playground project (TypeScript). |
| Remilama CLAUDE.md | Realtime online document review system |
| Claude Code CLAUDE.md | TypeScript types and type gen hooks for Claude Code: system tools, MCP tools, session transcripts, and hook events |
| Slicc CLAUDE.md | A browser-native AI agent (claw) for everyone that loves ice cream |
| Agentapi Proxy CLAUDE.md | Proxy and Process Provisioner for coder/agentapi |
| Flxify CLAUDE.md | Flxify is a Swiss Army knife for developers โ a lightweight, privacy-first text transformation tool built with no frameworks and zero external dependencies. |
| Drawio Mcp CLAUDE.md | CLAUDE.md for the Drawio Mcp project (JavaScript). |
| PHM Vibench CLAUDE.md | CLAUDE.md for the PHM Vibench project (Jupyter Notebook). |
| Open Mist CLAUDE.md | ็ ด้พใๅฏปๅ |
| Polyphony CLAUDE.md | Repo-native AI orchestration engine โ connects issue trackers (GitHub, GitLab, Linear, webhooks) to coding agents (Claude, Codex, Copilot, Pi) with isolated wor |
| TORCH Glare CLAUDE.md | An open-source React UI library featuring accessible, elegant components โ seamlessly styled with Tailwind CSS and fully extensible. |
| MacDirStat CLAUDE.md | Free, open-source disk space analyzer for macOS. WinDirStat for Mac in 2026. Interactive treemap visualization, fast BSD-level scanning, native SwiftUI app. Fin |
| CCProxy CLAUDE.md | ๐พ ๐ฅณ ๐ ๐ฐ ๐ ๐ Claude Code Proxy ๐ ๐ ๐ ๐ ๐ |
| Claude Skill Aso Appstore Screenshots CLAUDE.md | CLAUDE.md for the Claude Skill Aso Appstore Screenshots project (Python). |
| Nanoclaw CLAUDE.md | A lightweight alternative to OpenClaw that runs in containers for security. Connects to WhatsApp, Telegram, Slack, Discord, Gmail and other messaging apps,, has |
| Nexent CLAUDE.md | Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles โ unified tools, skills, memory, and orchestr |
| Aptos Docs CLAUDE.md | Documentation for the Aptos Blockchain |
| Llmitm V2 CLAUDE.md | Autonomous pentesting agent โ Claude Code Hackathon (Feb 10-16, 2026). The LLM builds the automation that replaces itself. |
| Sdk CLAUDE.md | GalaChain SDK allows you to develop, test, call and deploy chaincodes on GalaChain |
| BYAN CLAUDE.md | Des agent IA mais intelligent qui respect toute les bonne pratique de conception |
| Think CLAUDE.md | CLAUDE.md for the Think project (Swift). |
| Terraform Cloud Mcp CLAUDE.md | A Model Context Protocol (MCP) server that integrates AI assistants with the Terraform Cloud API, allowing you to manage your infrastructure through natural con |
| Authorizer CLAUDE.md | Your data, your control. Fully open source, authentication and authorization. No lock-ins. Deployment in Railway in 120 seconds || Spin a docker image as a mic |
| Claude Code Webui CLAUDE.md | Web-based interface for Claude CLI with streaming chat responses |
| Aios CLAUDE.md | AIOS โ AI Operating System. A 5-layer AI OS that wraps around any business: Context, Data, Intelligence, Automation, Build. |
| Claude Reflect CLAUDE.md | A self-learning system for Claude Code that captures corrections, positive feedback, and preferences โ then syncs them to CLAUDE.md and AGENTS.md. |
| Trivy Plugin Zarf CLAUDE.md | a plugin for scanning images contained in a Zarf package |
| Prql CLAUDE.md | PRQL is a modern language for transforming data โ a simple, powerful, pipelined SQL replacement |
| Quickwit CLAUDE.md | Cloud-native search engine for observability. An open-source alternative to Datadog, Elasticsearch, Loki, and Tempo. |
| AppClaw CLAUDE.md | AI-powered mobile automation agent โ describe what you want in plain English, AppClaw reads the screen, reasons, and acts. LLM-agnostic, open-source, zero telem |
| Lightning Mpp Sdk CLAUDE.md | Lightning MPP SDK |
| Cc Dejavu CLAUDE.md | CLI tool to search and browse Claude Code bash command history |
| Archie CLAUDE.md | Architecture rules your AI coding agent can't break โ generates AGENTS.md, per-folder CLAUDE.md, and Claude Code hooks from your codebase. |
| Graphgrc CLAUDE.md | Build security program documentation using Git and Markdown |
| Thepopebot CLAUDE.md | The Pope Bot is an autonomous AI agent that you can configure and build to do just about anything you want, all day, everyday, 24/7. |
| Iam Policy Validator CLAUDE.md | โก Stop IAM misconfigurations before they become breaches โ Catch overprivileged permissions, dangerous wildcards, and policy errors before deployment. |
| Interpreted Context Methdology CLAUDE.md | Folder structure as agent architecture. ICM replaces framework-level orchestration with filesystem structure. |
| LabelU CLAUDE.md | Open-source multimodal data annotation platform with AI auto-annotation support. |
| Stratal CLAUDE.md | A modular framework for building Cloudflare Workers with dependency injection, OpenAPI documentation, queues, cron jobs, and more. |
| GitHub Store CLAUDE.md | ๐ฉต A free, open-source app store for GitHub releases โ browse, discover, and install apps with one click. Powered by Kotlin and Compose Multiplatform for Androi |
| Experimental Psychology CLAUDE.md | Course materials for PSYC 11: Laboratory in Psychological Science, Dartmouth College (Instructor: Jeremy Manning) |
| Teamster CLAUDE.md | A modern data stack for K-12 education |
| Claude Plugins CLAUDE.md | 29 free, open-source plugins for Claude Code & Cowork โ Google Drive, WhatsApp, YouTube, WordPress, Apollo & more. Built on the SOSAโข security framework. |
| Lintel CLAUDE.md | lintel |
| Membrane Mpeg Ts Plugin CLAUDE.md | Membrane.Filter that demuxes MPEG-TS streams |
| Q Skills CLAUDE.md | End-to-end skills for academic writing, data analysis, teaching, and research communication. |
| Humanize CLAUDE.md | CLAUDE.md for the Humanize project (Python). |
| Go Util CLAUDE.md | ไธไบ่ช็จ็goๅทฅๅ ท |
| Llm Trader CLAUDE.md | Autonomous AI-powered stock trading agent with multi-model support (GPT-4o, Claude, Gemini) and Alpaca paper trading integration |
| Workos Python CLAUDE.md | Official Python SDK for interacting with the WorkOS API |
| Pkg To Jsr CLAUDE.md | Zero-config tool that generates jsr.json from package.json |
| Beyond Scale Language Data Diversity CLAUDE.md | CLAUDE.md for the Beyond Scale Language Data Diversity project (Python). |
| Fog CLAUDE.md | Tool for managing your CloudFormation |
| Laravel Dynamodb CLAUDE.md | A DynamoDB based Eloquent model and Query builder for Laravel. |
| Anytype CLI CLAUDE.md | A command-line interface for interacting with Anytype. |
| Agents Js CLAUDE.md | Build realtime multimodal AI agents with Node.js |
| Awesome PHM Paper Agent CLAUDE.md | APPA |
| Sing Box Sub Converter CLAUDE.md | ๅๅนถใ่ฝฌๆขsingbox้ ็ฝฎ๏ผไปฃ็ ๅ่่ช https://github.com/Toperlock/sing-box-subscribe |
| Atlcli CLAUDE.md | A blazingly fast CLI for Atlassian products. Sync Confluence pages as markdown, manage Jira issues from your terminal. |
| Aphex CLAUDE.md | A modern, extensible headless CMS built with SvelteKit, featuring a portable core package, database/storage agnostic adapters, and a Sanity-inspired admin inter |
| Blog CLAUDE.md | CLAUDE.md for the Blog project (Python). |
| Linkedrecords CLAUDE.md | A BaaS (Backend-as-a-Service) solution for web applications, inspired by the flexible nature of triplestores. Featuring real-time collaboration and serverless a |
| Autopus Adk CLAUDE.md | Autopus-ADK is of the agents, by the agents. for the agents. Multi-model orchestration (consensus/pipeline/debate/fastest). Architecture-as-Code, Lore decision |
| Ggsql CLAUDE.md | A SQL extension for declarative data visualisation based on the Grammar of Graphics. |
| VibeHub CLAUDE.md | A macOS app that brings a Dynamic Island-style overlay for monitoring Claude Code and OpenCode CLI sessions. A claude island fork |
| Teamcity Mcp CLAUDE.md | Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents and configs from AI coding assistants. |
| Elics CLAUDE.md | lightweight, flexible ECS for web games |
| Roo Logger CLAUDE.md | An MCP server for logging activity in Roo Code/Cline. |
| Opentrace CLAUDE.md | OpenTrace is a knowledge graph platform that maps system architecture, code structure, and service relationships giving you a visual, queryable map of how your |
| N8n Nodes Substack CLAUDE.md | The n8n Substack node allows to integrate Substack with n8n workflows. |
| Rego CLAUDE.md | ReGo provides a robust foundation for inter-service operations with dedicated service clients and helper functions. |
| Yaml Serde CLAUDE.md | Strongly typed YAML library for Rust |
| Ag Ui 4j CLAUDE.md | AG-UI 4 Java |
| Vigiles CLAUDE.md | CLAUDE.md for the Vigiles project (TypeScript). |
| Strava CLI CLAUDE.md | Agent-first CLI for the Strava API |
| Braintree Web CLAUDE.md | A suite of tools for integrating Braintree in the browser |
| Camille CLAUDE.md | CLAUDE.md for the Camille project (TypeScript). |
| Mcp Servers CLAUDE.md | MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-p |
| Claude Homelab CLAUDE.md | Comprehensive Agents, Commands, Hooks, and Skills for homelab service management - media automation, infrastructure monitoring, document management, and more |
| Sandbox Agent CLAUDE.md | Run Coding Agents in Sandboxes. Control Them Over HTTP. Supports Claude Code, Codex, OpenCode, and Amp. |
| PocketWatch CLAUDE.md | CLAUDE.md for the PocketWatch project (TypeScript). |
| OmoiOS CLAUDE.md | Spec-driven multi-agent orchestration โ autonomous development workforce powered by Claude & OpenHands |
MCP Servers (591)
Model Context Protocol servers extend what Claude can access โ databases, GitHub, web search, filesystems, and more. Browse the full directory at clauderules.net/mcp.
| Server | Description |
|---|---|
| ToolHive | A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by **** |
| Open-Sourced MCP Servers Directory | A curated list of MCP servers by **** |
| MCPWatch | A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in your MCP server implementations. |
| mcpm | () - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by **** |
| MCPHub | An Open Source macOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **** |
| MCP Linker | A cross-platform Tauri GUI tool for one-click setup and management of MCP servers, supporting Claude Desktop, Cursor, Windsurf, VS Code, Cline, and Neovim. |
| mcp-guardian | GUI application + tools for proxying / managing control of MCP servers by **** |
| Awesome Remote MCP Servers by JAW9C | A curated list of remote MCP servers, including their authentication support by **** |
| Awesome MCP Servers by wong2 | (****) - A curated list of MCP servers by **** |
| Awesome MCP Servers by punkpeye | (****) - A curated list of MCP servers by **** |
| Awesome Crypto MCP Servers by badkk | A curated list of MCP servers by **** |
| A2A-MCP Java Bridge | A2AJava brings powerful A2A-MCP integration directly into your Java applications. It enables developers to annotate standard Java methods and instantly expose them as MCP Server, A2A-discoverable acti |
| PHP MCP Client | Core PHP implementation for the Model Context Protocol (MCP) Client |
| OpenMCP Client | An all-in-one vscode/trae/cursor plugin for MCP server debugging. & . |
| MCP-Agent | A simple, composable framework to build agents using Model Context Protocol by **** |
| codemirror-mcp | CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands |
| PHP MCP Server | (PHP) - Core PHP implementation for the Model Context Protocol (MCP) server |
| Template MCP Server | A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure |
| SAP ABAP MCP Server SDK | Build SAP ABAP based MCP servers. ABAP 7.52 based with 7.02 downport; runs on R/3 & S/4HANA on-premises, currently not cloud-ready. |
| R mcptools | An R SDK for creating R-based MCP servers and retrieving functionality from third-party MCP servers as R functions. |
| Quarkus MCP Server SDK | (Java) |
| Next.js MCP Server Template | (Typescript) - A starter Next.js project that uses the MCP Adapter to allow MCP clients to connect and access resources. |
| mxcp | (Python) - Open-source framework for building enterprise-grade MCP servers using just YAML, SQL, and Python, with built-in auth, monitoring, ETL and policy enforcement. |
| mcp_sse (Elixir) | An SSE implementation in Elixir for rapidly creating MCP servers. |
| Higress MCP Server Hosting | A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins. |
| Foxy Contexts | A library to build MCP servers in Golang by **** |
| FastAPI to MCP auto generator | A zero-configuration tool for automatically exposing FastAPI endpoints as MCP tools by **** |
| EasyMCP | (TypeScript) |
| Anubis MCP | (Elixir) - A high-performance and high-level Model Context Protocol (MCP) implementation in Elixir. Think like "Live View" for MCP. |
| TypeScript MCP SDK | The official TypeScript SDK for Model Context Protocol servers and clients |
| Swift MCP SDK | The official Swift SDK for Model Context Protocol servers and clients. |
| Rust MCP SDK | The official Rust SDK for the Model Context Protocol |
| Ruby MCP SDK | The official Ruby SDK for the Model Context Protocol. |
| Python MCP SDK | The official Python SDK for Model Context Protocol servers and clients |
| PHP MCP SDK | The official PHP SDK for Model Context Protocol servers and clients. Maintained in collaboration with The PHP Foundation. |
| Kotlin MCP SDK | The official Kotlin SDK for Model Context Protocol servers and clients. Maintained in collaboration with JetBrains |
| Java MCP SDK | The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI |
| Go MCP SDK | The official Go SDK for Model Context Protocol servers and clients. Maintained in collaboration with Google. |
| C# MCP SDK | The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft. |
| rocketride-org/rocketride-server | ](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) ๐ ๐ - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline to |
| vinkius-labs/mcp-fusion | ๐ ](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), |
| FastMCP | ๐ - A high-level framework for building MCP servers in TypeScript |
| FastMCP | ๐ - A high-level framework for building MCP servers in Python |
| Epistates/TurboMCP | ๐ฆ - TurboMCP SDK: Enterprise MCP SDK in Rust |
| zueai/mcp-manager | ๐ โ๏ธ - Simple Web UI to install and manage MCP servers for Claude Desktop App. |
| yuna0x0/hackmd-mcp | ๐ โ๏ธ - Allows AI models to interact with |
| 0xMassi/webclaw | ](https://glama.ai/mcp/servers/0xMassi/webclaw) ๐ฆ ๐ ๐ ๐ง - Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerpr |
| wong2/mcp-cli | ๐ ๐ - CLI tool for testing MCP servers |
| wanaku-ai/wanaku | โ๏ธ ๐ The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents. |
| ttommyth/interactive-mcp | ๐ ๐ ๐ ๐ช ๐ง - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. |
| thingsboard/thingsboard-mcp | ๐๏ธ โ โ๏ธ ๐ ๐ ๐ช ๐ง - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. |
| tevonsb/homeassistant-mcp | ๐ ๐ - Access Home Assistant data and control devices (lights, switches, thermostats, etc). |
| tanigami/mcp-server-perplexity | ๐ โ๏ธ - Interacting with Perplexity API. |
| tacticlaunch/mcp-linear | ๐ โ๏ธ ๐ ๐ช ๐ง - Integrates with Linear project management system |
| suekou/mcp-notion-server | ๐ ๐ - Interacting with Notion API |
| Seym0n/tiktok-mcp | ๐ โ๏ธ - Interact with TikTok videos |
| SecretiveShell/MCP-wolfram-alpha | ๐ โ๏ธ - An MCP server for querying wolfram alpha API. |
| rusiaaman/wcgw | ๐ ๐ - Autonomous shell execution, computer control and coding agent. (Mac) |
| roychri/mcp-server-asana | ๐ โ๏ธ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more. |
| rember/rember-mcp | ๐ ๐ - Create spaced repetition flashcards in to remember anything you learn in your chats. |
| Rai220/think-mcp | ๐ ๐ - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in . |
| quarkiverse/mcp-server-jfx | โ ๐ - Draw on JavaFX canvas. |
| pyroprompts/any-chat-completions-mcp | Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more |
| PV-Bhat/vibe-check-mcp-server | ๐ โ๏ธ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment. |
| PSPDFKit/nutrient-document-engine-mcp-server | ](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural languag |
| PSPDFKit/nutrient-dws-mcp-server | ](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PD |
| pierrebrunelle/mcp-server-openai | ๐ โ๏ธ - Query OpenAI models directly from Claude using MCP protocol |
| orellazi/coda-mcp | ๐ โ๏ธ - MCP server for |
| NON906/omniparser-autogui-mcp | ๐ Automatic operation of on-screen GUI. |
| mzxrai/mcp-openai | ๐ โ๏ธ - Chat with OpenAI's smartest models |
| mrjoshuak/godoc-mcp | ๐๏ธ ๐ - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files |
| metorial/metorial | ๐๏ธ ๐ โ๏ธ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included |
| mediar-ai/screenpipe | ๐๏ธ ๐ฆ ๐ ๐ Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building c |
| MarkusPfundstein/mcp-obsidian | ๐ โ๏ธ ๐ - Interacting with Obsidian via REST API |
| Klavis-AI/YouTube | ๐ ๐ - Extract and convert YouTube video information. |
| k-jarzyna/mcp-miro | ๐ โ๏ธ - Miro MCP server, exposing all functionalities available in official Miro SDK |
| johannesbrandenburger/typst-mcp | ๐ ๐ - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code. |
| ivo-toby/contentful-mcp | ๐ ๐ - Update, create, delete content, content-models and assets in your Contentful Space |
| ivnvxd/mcp-server-odoo | ๐ โ๏ธ/๐ - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. |
| integromat/make-mcp-server | ๐๏ธ ๐ ๐ - Turn your scenarios into callable tools for AI assistants. |
| gotoolkits/DifyWorkflow | ๐๏ธ โ๏ธ Tools to the query and execute of Dify workflows |
| githejie/mcp-server-calculator | ๐ ๐ - This server enables LLMs to use calculator for precise numerical calculations |
| feuerdev/keep-mcp | ๐ โ๏ธ - Read, create, update and delete Google Keep notes. |
| evalstate/mcp-miro | ๐ โ๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. |
| evalstate/mcp-hfspace | ๐ โ๏ธ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads. |
| dev-mirzabicer/ticktick-sdk | ๐ โ๏ธ - Comprehensive async Python SDK for with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics. |
| danhilse/notion_mcp | ๐ โ๏ธ - Integrates with Notion's API to manage personal todo lists |
| chrishayuk/mcp-cli | ๐ ๐ - Yet another CLI tool for testing MCP servers |
| caol64/wenyan-mcp | ๐ ๐ ๐ ๐ช ๐ง - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. |
| spranab/brainstorm-mcp | ](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) ๐ ๐ ๐ ๐ช ๐ง - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs ag |
| blurrah/mcp-graphql | ๐ โ๏ธ - Allows the AI to query GraphQL servers |
| awkoy/replicate-flux-mcp | ๐ โ๏ธ - Provides the ability to generate images via Replicate's API. |
| apinetwork/piapi-mcp-server | ๐ โ๏ธ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. |
| apify/actors-mcp-server | ๐ โ๏ธ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more |
| anki-mcp/anki-mcp-desktop | ๐ ๐ ๐ ๐ช ๐ง - Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test cover |
| anaisbetts/mcp-youtube | ๐ โ๏ธ - Fetch YouTube subtitles |
| anaisbetts/mcp-installer | ๐ ๐ - An MCP server that installs other MCP servers for you. |
| AbdelStark/bitcoin-mcp | โฟ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more. |
| vasylenko/claude-desktop-extension-bear-notes | ๐ ๐ ๐ - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy. |
| KuvopLLC/better-bear | ](https://glama.ai/mcp/servers/KuvopLLC/better-bear) ๐ ๐ ๐ - MCP server for Bear notes via CloudKit โ CRUD, tags, TODOs, attachments, search, front matter, stats, and health checks. Install via `np |
| taylorwilsdon/google_workspace_mcp | ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports |
| takumi0706/google-calendar-mcp | ๐ โ๏ธ - An MCP server to interface with the Google Calendar API. Based on TypeScript. |
| MarkusPfundstein/mcp-gsuite | ๐ โ๏ธ - Integration with gmail and Google Calendar. |
| can4hou6joeng4/boss-agent-cli | ](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) ๐ ๐ ๐ ๐ช ๐ง - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipe |
| Tiberriver256/mcp-server-azure-devops | ๐ โ๏ธ - Azure DevOps integration for repository management, work items, and pipelines. |
| raohwork/forgejo-mcp | ๐๏ธ โ๏ธ - An MCP server for managing your repositories on Forgejo/Gitea server. |
| kopfrechner/gitlab-mr-mcp | ๐ โ๏ธ - Interact seamlessly with issues and merge requests of your GitLab projects. |
| github/github-mcp-server | ๐ โ๏ธ - Official GitHub server for integration with repository management, PRs, issues, and more. |
| adhikasp/mcp-git-ingest | ๐ ๐ - Read and analyze GitHub repositories with your LLM |
| r-huijts/ns-mcp-server | ๐ โ๏ธ - Access Dutch Railways (NS) travel information, schedules, and real-time updates |
| pab1it0/tripadvisor-mcp | ๐ ๐ - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces |
| openbnb-org/mcp-server-airbnb | ๐ โ๏ธ - Provides tools to search Airbnb and get listing details. |
| cobanov/teslamate-mcp | ๐ ๐ - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics. |
| mberg/kokoro-tts-mcp | ๐ ๐ - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket. |
| mbailey/voice-mcp | ๐ ๐ - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration |
| translated/lara-mcp | ๐๏ธ ๐ โ๏ธ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations. |
| sooperset/mcp-atlassian | ๐ โ๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and |
| nguyenvanduocit/jira-mcp | ๐๏ธ โ๏ธ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operatio |
| effytech/freshdesk-mcp | ๐ โ๏ธ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations. |
| aikts/yandex-tracker-mcp | ๐ โ๏ธ ๐ - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users. |
| r-huijts/strava-mcp | ๐ โ๏ธ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs |
| JamsusMaximus/trainingpeaks-mcp | ๐ ๐ - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop. |
| Xquik-dev/x-twitter-scraper | ](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) ๐ โ๏ธ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, r |
| king-of-the-grackles/reddit-research-mcp | ๐ โ๏ธ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, |
| karanb192/reddit-mcp-buddy | ๐ ๐ - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. |
| HagaiHen/facebook-mcp-server | ๐ โ๏ธ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management. |
| arthurpanhku/DocSentinel | ](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing |
| zinja-coder/jadx-ai-mcp | โ ๐ - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude. |
| zinja-coder/apktool-mcp-server | ๐ ๐ - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs. |
| zboralski/ida-headless-mcp | ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutt |
| securityfortech/secops-mcp | ๐ ๐ - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty huntin |
| safedep/vet | ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - vet-mcp checks open source packagesโlike those suggested by AI coding toolsโfor vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a |
| roadwy/cve-search_mcp | ๐ ๐ - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and productใget CVE per CVE-IDใget the last update |
| radareorg/r2mcp | ๐๐ช๐ง๐ ๐ - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering. |
| qianniuspace/mcp-security-audit | ๐ โ๏ธ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks. |
| mrexodia/ida-pro-mcp | ๐ ๐ - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automat |
| mobb-dev/mobb-vibe-shield-mcp | ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development. |
| mariocandela/beelzebub | โ๏ธ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent |
| LaurieWired/GhidraMCP | โ ๐ - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing metho |
| jtang613/GhidrAssistMCP | โ ๐ - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies. |
| jnMetaCode/shellward | ](https://glama.ai/mcp/servers/jnMetaCode/shellward) ๐ ๐ ๐ ๐ช ๐ง - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, comma |
| gbrigandi/mcp-server-wazuh | ๐ฆ ๐ ๐จ ๐ ๐ช ๐ง - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding. |
| fosdickio/binary_ninja_mcp | ๐ ๐ ๐ ๐ช ๐ง - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates with your favorite MCP client. It enables you to automate the process of performing binary analysis and reve |
| duriantaco/skylos | ](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) ๐ ๐ ๐ ๐ช ๐ง - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false p |
| gebalamariusz/cloud-audit | ](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) ๐ ๐ ๐ ๐ช ๐ง - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terra |
| bx33661/Wireshark-MCP | ](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) ๐ ๐ - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities. |
| BurtTheCoder/mcp-virustotal | ๐ ๐ช โ๏ธ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports. |
| BurtTheCoder/mcp-shodan | ๐ ๐ช โ๏ธ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more. |
| BurtTheCoder/mcp-maigret | ๐ ๐ช โ๏ธ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks a |
| atomicchonk/roadrecon_mcp_server | ๐ ๐ช ๐ MCP server for analyzing ROADrecon gather results from Azure tenant enumeration |
| kastelldev/kastell | ](https://glama.ai/mcp/servers/kastelldev/kastell) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Header |
| 82ch/MCP-Dandan | ๐ ๐ ๐ ๐ ๐ช ๐ง - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines |
| 13bm/GhidraMCP | ๐ โ ๐ - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analy |
| zhsama/duckduckgo-mcp-server | ๐ ๐ โ๏ธ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. |
| vectorize-io/vectorize-mcp-server | โ๏ธ ๐ - MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. |
| tinyfish-io/agentql-mcp | ๐๏ธ ๐ โ๏ธ - MCP server that provides 's data extraction capabilities. |
| takashiishida/arxiv-latex-mcp | ๐ โ๏ธ - Get the LaTeX source of arXiv papers to handle mathematical content and equations |
| serpapi/serpapi-mcp | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather d |
| SecretiveShell/MCP-searxng | ๐ ๐ - An MCP Server to connect to searXNG instances |
| scrapeless-ai/scrapeless-mcp-server | ๐ โ๏ธ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it. |
| ricocf/mcp-wolframalpha | ๐ ๐ โ๏ธ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data. |
| reading-plus-ai/mcp-server-deep-research | ๐ โ๏ธ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting. |
| NameetP/pdfmux | ](https://glama.ai/mcp/servers/NameetP/pdfmux) ๐ ๐ - PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, |
| opendatalab/MinerU-Ecosystem | ](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) ๐๏ธ ๐ ๐ โ๏ธ - Official MinerU document parsing MCP ( on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via |
| OctagonAI/octagon-deep-research-mcp | ๐๏ธ ๐ โ๏ธ ๐ - Lightning-Fast, High-Accuracy Deep Research Agent |
| nkapila6/mcp-local-rag | ๐ ๐ - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. |
| nickclyde/duckduckgo-mcp-server | ๐ โ๏ธ - Web search using DuckDuckGo |
| mikechao/brave-search-mcp | ๐ โ๏ธ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API |
| luminati-io/brightdata-mcp | ๐ โ๏ธย -ย Discover, extract, and interact with the web - one interface powering automated access across the public internet. |
| Linked-API/linkedapi-mcp | ๐๏ธ ๐ โ๏ธย - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data. |
| lfnovo/content-core | ๐ ๐ - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON r |
| leehanchung/bing-search-mcp | ๐ โ๏ธ - Web search capabilities using Microsoft Bing Search API |
| kagisearch/kagimcp | โ๏ธ ๐ โ Official Kagi Search MCP Server |
| just-every/mcp-screenshot-website-fast | ๐ ๐ - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for |
| just-every/mcp-read-website-fast | ๐ ๐ - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robot |
| jae-jae/g-search-mcp | ๐ ๐ - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. |
| jae-jae/fetcher-mcp | ๐ ๐ - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format. |
| isnow890/naver-search-mcp | ๐ โ๏ธ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. |
| Ihor-Sokoliuk/MCP-SearXNG | ๐ ๐ /โ๏ธ - A Model Context Protocol Server for |
| hellokaton/unsplash-mcp-server | ) ๐ โ๏ธ - A MCP server for Unsplash image search. |
| fatwang2/search1api-mcp | ๐ โ๏ธ - Search via search1api (requires paid API key) |
| exa-labs/exa-mcp-server | ๐๏ธ ๐ โ๏ธ โ A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and |
| erithwik/mcp-hn | ๐ โ๏ธ - An MCP server to search Hacker News, get top stories, and more. |
| devflowinc/trieve | ๐๏ธ ๐ โ๏ธ ๐ - Crawl, embed, chunk, search, and retrieve information from datasets through |
| deadletterq/mcp-opennutrition | ๐ ๐ - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database. |
| ConechoAI/openai-websearch-mcp | ๐ ๐ โ๏ธ - This is a Python-based MCP server that provides OpenAI web_search built-in tool. |
| chanmeng/google-news-mcp-server | ๐ โ๏ธ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through . |
| brave/brave-search-mcp-server | ๐ โ๏ธ - Web search capabilities using Brave's Search API |
| blazickjp/arxiv-mcp-server | โ๏ธ ๐ - Search ArXiv research papers |
| apify/mcp-server-rag-web-browser | ๐ โ๏ธ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. |
| andybrandt/mcp-simple-pubmed | ๐ โ๏ธ MCP to search and read medical / life sciences papers from PubMed. |
| andybrandt/mcp-simple-arxiv | ๐ โ๏ธ MCP for LLM to search and read papers from arXiv |
| ananddtyagi/webpage-screenshot-mcp | ๐ ๐ - A MCP server for taking screenshots of webpages to use as feedback during UI developement. |
| Aas-ee/open-webSearch | ๐ ๐ โ๏ธ - Web search using free multi-engine search (NO API KEYS REQUIRED) โ Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. |
| 0xdaef0f/job-searchoor | ๐ ๐ - An MCP server for searching job listings with filters for date, keywords, remote work options, and more. |
| pminervini/deep-research-mcp | ๐ โ๏ธ ๐ - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support. |
| mnemox-ai/idea-reality-mcp | ](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing com |
| transloadit/node-sdk | ](https://glama.ai/mcp/servers/transloadit/node-sdk) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, water |
| sunriseapps/imagesorcery-mcp | ๐ ๐ ๐ง ๐ ๐ช - ComputerVision-based ๐ช sorcery of image recognition and editing tools for AI assistants. |
| AIDC-AI/Pixelle-MCP | ๐ ๐ ๐ ๐ฅ ๐ ๐ผ๏ธ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with |
| VictoriaMetrics-Community/mcp-victoriametrics | ๐๏ธ ๐๏ธ ๐ - Provides comprehensive integration with your and for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances |
| seekrays/mcp-monitor | ๐๏ธ ๐ - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.๏ผ |
| Higangssh/homebutler | ](https://glama.ai/mcp/servers/Higangssh/homebutler) ๐๏ธ ๐ - All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports |
| netdata/netdata#Netdata | ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections |
| mpeirone/zabbix-mcp-server | ๐ โ๏ธ ๐ง ๐ช ๐ - Zabbix integration for hosts, items, triggers, templates, problems, data and more. |
| last9/last9-mcp-server | Seamlessly bring real-time production contextโlogs, metrics, and tracesโinto your local environment to auto-fix code faster |
| ingero-io/ingero | ](https://glama.ai/mcp/servers/ingero-io/ingero) ๐๏ธ ๐ ๐ง - eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains ex |
| hyperb1iss/lucidity-mcp | ๐ ๐ - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities |
| grafana/mcp-grafana | ๐๏ธ ๐ ๐ โ๏ธ - Search dashboards, investigate incidents and query datasources in your Grafana instance |
| getsentry/sentry-mcp | ๐ โ๏ธ - Sentry.io integration for error tracking and performance monitoring |
| dynatrace-oss/dynatrace-mcp | ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics. |
| avivsinai/langfuse-mcp | ๐ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. |
| stape-io/google-tag-manager-mcp-server | ๐ โ๏ธ โ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. |
| pipeboard-co/meta-ads-mcp | ๐ โ๏ธ ๐ - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results โ simply and reliably. |
| open-strategy-partners/osp_marketing_tools | ๐ ๐ - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation. |
| gomarble-ai/google-ads-mcp-server | ๐ โ๏ธ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. |
| gomarble-ai/facebook-ads-mcp-server | ๐ โ๏ธ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. |
| cablate/mcp-google-map | ](https://glama.ai/mcp/servers/cablate/mcp-google-map) ๐ โ๏ธ ๐ - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definition |
| mahdin75/gis-mcp | ๐ โ A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operat |
| mahdin75/geoserver-mcp | ๐ โ A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services. |
| jagan-shanmugam/open-streetmap-mcp | ๐ ๐ - An OpenStreetMap MCP server with location-based services and geospatial data. |
| gaopengbin/cesium-mcp | ](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS โ camera flight, GeoJSON/3D Tiles layers, ma |
| arthurpanhku/Arthor-Agent | ](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) ๐ ๐ โ๏ธ - ... |
| teolex2020/AuraSDK | ](https://glama.ai/mcp/servers/teolex2020-aurasdk) ๐ ๐ โ Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. |
| vectorize-io/hindsight | ๐ โ๏ธ ๐ - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory |
| varun29ankuS/shodh-memory | ๐ฆ ๐ - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices. |
| upstash/context7 | ๐ โ๏ธ - Up-to-date code documentation for LLMs and AI code editors. |
| topoteretes/cognee | ๐ ๐ - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources |
| skill-seekers/Skill_Seekers | ](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) ๐ ๐ ๐ ๐ช ๐ง - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready ski |
| l33tdawg/sage | ](https://glama.ai/mcp/servers/l33tdawg/s-age) ๐๏ธ ๐ ๐ ๐ช ๐ง - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed โ no mo |
| shinpr/mcp-local-rag | ๐ ๐ - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys |
| sheawinkler/ContextLattice | ](https://glama.ai/mcp/servers/sheawinkler/context-lattice) ๐ ๐ ๐ช ๐ง ๐ฆ ๐๏ธ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backend |
| roomi-fields/notebooklm-mcp | ](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) ๐ ๐ ๐ ๐ช ๐ง - Full automation of Google NotebookLM โ Q&A with citations, audio podcasts, video, content generation, source management, a |
| redleaves/context-keeper | ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long- |
| ragieai/mcp-server | ๐ โ๏ธ - Retrieve context from your (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more. |
| pi22by7/In-Memoria | ๐ ๐ฆ ๐ ๐ ๐ง ๐ช - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with lo |
| Pantheon-Security/notebooklm-mcp-secure | ๐ ๐ ๐ ๐ช ๐ง - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and |
| omega-memory/omega-memory | ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first. |
| lyonzin/knowledge-rag | ](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) ๐ ๐ ๐ ๐ช ๐ง - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query ex |
| kaliaboi/mcp-zotero | ๐ โ๏ธ - A connector for LLMs to work with collections and sources on your Zotero Cloud |
| jinzcdev/markmap-mcp-server | ๐ ๐ - An MCP server built on that converts Markdown to interactive mind maps. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visuali |
| hannesrudolph/mcp-ragdocs | ๐ ๐ - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentatio |
| graphlit-mcp-server | ๐ โ๏ธ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsu |
| GistPad-MCP | ๐ ๐ - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the . |
| fabio-rovai/open-ontologies | ](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) ๐ฆ ๐ - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern know |
| entanglr/zettelkasten-mcp | ๐ ๐ - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-comp |
| elvismdev/mem0-mcp-selfhosted | ](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero |
| doobidoo/mcp-memory-service | ๐ ๐ - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation |
| deusXmachina-dev/memorylane | ๐ โ๏ธ ๐ ๐ - Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants v |
| dcostenco/prism-mcp | ](https://glama.ai/mcp/servers/dcostenco/BCBA) ๐ ๐ ๐ ๐ช ๐ง - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent te |
| CheMiguel23/MemoryMesh | ๐ ๐ - Enhanced graph-based memory with a focus on AI role-play and story generation |
| cameronrye/openzim-mcp | ๐ ๐ - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives wit |
| Battam1111/Myco | ](https://glama.ai/mcp/servers/Battam1111/Myco) ๐ ๐ ๐ ๐ช ๐ง - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / โฆ) |
| apecloud/ApeRAG | ๐ โ๏ธ ๐ - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering |
| alibaizhanov/mengram | ](https://glama.ai/mcp/servers/@alibaizhanov/mengram) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recal |
| aitytech/agentkits-memory | ](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic contex |
| agentic-mcp-tools/memora | ๐ ๐ โ๏ธ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management. |
| youichi-uda/godot-mcp-pro | ๐ ๐ ๐ ๐ช ๐ง - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging. |
| rishijatia/fantasy-pl-mcp | ๐ โ๏ธ - An MCP server for real-time Fantasy Premier League data and analysis tools. |
| pab1ito/chess-mcp | ๐ โ๏ธ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information. |
| opgginc/opgg-mcp | ๐ โ๏ธ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics. |
| IvanMurzak/Unity-MCP | #๏ธโฃ ๐ ๐ ๐ช ๐ง - MCP Server for Unity Editor and for a game made with Unity |
| Coding-Solo/godot-mcp | ๐ ๐ - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. |
| CoderGamester/mcp-unity | #๏ธโฃ ๐ - MCP Server for Unity3d Game Engine integration for game development |
| mnemox-ai/tradememory-protocol | ๐ ๐ - Structured 3-layer memory system (trades โ patterns โ strategy) for AI trading agents. Supports MT5, Binance, and Alpaca. |
| zlinzzzz/finData-mcp-server | ๐ โ๏ธ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare. |
| xpaysh/awesome-x402 | โ๏ธ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains. |
| XeroAPI/xero-mcp-server | ๐ โ๏ธ โ An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features. |
| twelvedata/mcp | ๐ โ๏ธ - Interact with APIs to access real-time and historical financial market data for your AI agents. |
| QuantGeekDev/coincap-mcp | ๐ โ๏ธ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys |
| QuantConnect/mcp-server | ๐ โ๏ธ โ A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect APIโempowering you to create projects, backtest strategies, manage collaborators, an |
| polygon-io/mcp_polygon) | ) ๐ โ๏ธ - An MCP server that provides access to financial market data APIs for stocks, indices, forex, options, and more. |
| OctagonAI/octagon-mcp-server | ๐ โ๏ธ - Octagon AI Agents to integrate private and public market data |
| narumiruna/yfinance-mcp | ๐ โ๏ธ - An MCP server that uses yfinance to obtain information from Yahoo Finance. |
| mcpdotdirect/evm-mcp-server | ๐ โ๏ธ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. |
| longportapp/openapi | ๐ โ๏ธ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. |
| kukapay/whale-tracker-mcp | ๐ โ๏ธ - A mcp server for tracking cryptocurrency whale transactions. |
| kukapay/freqtrade-mcp | ๐ โ๏ธ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. |
| kukapay/cryptopanic-mcp-server | ๐ โ๏ธ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. |
| kukapay/crypto-indicators-mcp | ๐ โ๏ธ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. |
| kukapay/crypto-feargreed-mcp | ๐ โ๏ธ - Providing real-time and historical Crypto Fear & Greed Index data. |
| jjlabsio/korea-stock-mcp | ๐ โ๏ธ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API |
| heurist-network/heurist-mesh-mcp-server | ๐๏ธ โ ๏ธ ๐ ๐ - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provid |
| getAlby/mcp | ๐๏ธ ๐ โ๏ธ ๐ - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally. |
| ferdousbhai/tasty-agent | ๐ โ๏ธ - Tastyworks API integration to handle trading activities on Tastytrade |
| ferdousbhai/investor-agent | ๐ โ๏ธ - Yahoo Finance integration to fetch stock market data including options recommendations |
| doggybee/mcp-server-ccxt | ๐ โ๏ธ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more. |
| berlinbra/alpha-vantage-mcp | ๐ โ๏ธ - Alpha Vantage API integration to fetch both stock and crypto information |
| base/base-mcp | ๐๏ธ ๐ โ๏ธ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations |
| armorwallet/armor-crypto-mcp | ๐ โ๏ธ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. |
| ariadng/metatrader-mcp-server | ๐ ๐ ๐ช - Enable AI LLMs to execute trades using MetaTrader 5 platform |
| alchemy/alchemy-mcp-server | ๐๏ธ ๐ โ๏ธ - Allow AI agents to interact with Alchemy's blockchain APIs. |
| aaronjmars/web3-research-mcp | ๐ โ๏ธ - Deep Research for crypto - free & fully local |
| @iiatlas/hledger-mcp | ๐ ๐ ๐ ๐ช - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local accounting journals. |
| microsoft/markitdown | ๐๏ธ ๐ ๐ - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. |
| mickaelkerjean/filestash | ๐๏ธ โ๏ธ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc. |
| mark3labs/mcp-filesystem-server | ๐๏ธ ๐ - Golang implementation for local file system access. |
| mamertofabian/mcp-everything-search | ๐ ๐ ๐ช - Fast Windows file search using Everything SDK |
| isaacphi/mcp-gdrive | ๐ โ๏ธ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets. |
| filesystem@quarkiverse/quarkus-mcp-servers | โ ๐ - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image. |
| efforthye/fast-filesystem-mcp | ๐ ๐ ๐ ๐ช ๐ง - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory o |
| cyberchitta/llm-context.py | ๐ ๐ - Share code context with LLMs via MCP or clipboard |
| 8b-is/smart-tree | ๐ฆ ๐ ๐ ๐ช ๐ง - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file ca |
| stack-chan/stack-chan | ๐ ๐ - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions. |
| adancurusul/embedded-debugger-mcp | ๐ฆ ๐ - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more |
| nteract/semiotic | ](https://glama.ai/mcp/servers/nteract/semiotic) ๐ ๐ ๐ ๐ช ๐ง - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG |
| zcaceres/markdownify-mcp | ๐ ๐ - An MCP server to convert almost any file or web content into Markdown |
| reading-plus-ai/mcp-server-data-exploration | ๐ โ๏ธ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. |
| optuna/optuna-mcp | ๐๏ธ ๐ ๐ ๐ง ๐ - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with . |
| mckinsey/vizro-mcp | ๐๏ธ ๐ ๐ - Tools and templates to create validated and maintainable data charts and dashboards. |
| kdqed/zaturn | ๐ ๐ ๐ช ๐ง ๐ - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. |
| jjsantos01/jupyter-notebook-mcp | ๐ ๐ - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. |
| datalayer/jupyter-mcp-server | ๐ ๐ - Model Context Protocol (MCP) Server for Jupyter. |
| DataEval/dingo | ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts |
| ChronulusAI/chronulus-mcp | ๐ โ๏ธ - Predict anything with Chronulus AI forecasting and prediction agents. |
| zillow/auto-mobile | ๐ ๐ ๐ง - Tool suite built around an MCP server for Android automation for developer workflow and testing |
| zcaceres/fetch-mcp | ๐ ๐ - An MCP server to flexibly fetch JSON, text, and HTML data |
| zaizaizhao/mcp-swagger-server | ๐ โ๏ธ ๐ - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol. |
| YuChenSSR/multi-ai-advisor | ๐ ๐ - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question. |
| YuChenSSR/mindmap-mcp-server | ๐ ๐ - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. |
| yangkyeongmo@/mcp-server-apache-airflow | ๐ ๐ - MCP server that connects to using official client. |
| xzq.xu/jvm-mcp-server | ๐ ๐ - An implementation project of a JVM-based MCP (Model Context Protocol) server. |
| xcodebuild | ๐ Build iOS Xcode workspace/project and feed back errors to llm. |
| WiseVision/mcp_server_ros_2 | ๐ ๐ค - MCP server for ROS2 enabling AI-driven robotics applications and services. |
| VSCode Devtools | ๐ - Connect to VSCode ide and use semantic tools like find_usages |
| vivekvells/mcp-pandoc | ๐๏ธ ๐ - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. |
| veelenga/claude-mermaid | ๐ ๐ ๐ ๐ช ๐ง - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes. |
| utensils/mcp-nixos | ๐ ๐ - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations. |
| ukkit/memcord | ๐ ๐ ๐ง ๐ - A MCP server that keeps your chat history organized and searchableโwith AI-powered summaries, secure memory, and full control. |
| tumf/mcp-text-editor | ๐ ๐ - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. |
| TencentEdgeOne/edgeone-pages-mcp | ๐ โ๏ธ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. |
| storybookjs/addon-mcp | ๐ ๐ - Help agents automatically write and test stories for your UI components. |
| stass/lldb-mcp | ๐ ๐ ๐ง ๐ - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling. |
| st3v3nmw/sourcerer-mcp | ๐๏ธ โ๏ธ - MCP for semantic code search & navigation that reduces token waste |
| snaggle-ai/openapi-mcp-server | ๐๏ธ ๐ - Connect any HTTP/REST API server using an Open API spec (v3) |
| SimplyLiz/CodeMCP | ๐๏ธ ๐ ๐ ๐ช ๐ง - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Pyt |
| SDGLBL/mcp-claude-code | ๐ ๐ - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support. |
| sbroenne/mcp-server-excel | #๏ธโฃ ๐ ๐ช - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx |
| ronantakizawa/a11ymcp | ](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) ๐ ๐ - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, |
| ReAPI-com/mcp-openapi | ๐ ๐ - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data |
| r-huijts/xcode-mcp-server | ๐ ๐ ๐ - Xcode integration for project management, file operations, and build automation |
| QuantGeekDev/docker-mcp | ๐๏ธ ๐ - Docker container management and operations through MCP |
| public-ui/kolibri | ๐ โ๏ธ ๐ - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local kolibri-mcp |
| OpenZeppelin/contracts-wizard | A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on . |
| ooples/token-optimizer-mcp | ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring. |
| nikolai-vysotskyi/trace-mcp | ](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) ๐ ๐ ๐ ๐ช ๐ง - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework se |
| mrexodia/user-feedback-mcp | ๐ ๐ - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. |
| getmockd/mockd | ](https://glama.ai/mcp/servers/getmockd/mockd) ๐๏ธ ๐ ๐ ๐ช ๐ง - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, |
| mobile-next/mobile-mcp | ๐ ๐ ๐ง ๐ - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported. |
| MikeRecognex/mcp-codebase-index | ๐ ๐ ๐ ๐ช ๐ง - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies. |
| mihaelamj/cupertino | ๐ ๐ - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search. |
| mhmzdev/Figma-Flutter-MCP | ๐ ๐ - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations. |
| paulburgess1357/nvim-mcp | ](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) ๐ ๐ ๐ง - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys |
| lpigeon/unitree-go2-mcp-server | ๐ ๐ ๐ง - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM. |
| lpigeon/ros-mcp-server | ๐ ๐ ๐ ๐ช ๐ง - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands. |
| linw1995/nvim-mcp | ๐ฆ ๐ ๐ ๐ช ๐ง - A MCP server to interact with Neovim |
| langfuse/mcp-server-langfuse | ๐ ๐ - MCP server to access and manage LLM application prompts created with ) Prompt Management. |
| lamemind/mcp-server-multiverse | ๐ ๐ ๐ ๏ธ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. |
| Kapeli/dash-mcp-server | ](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) ๐ ๐ ๐ - MCP server for , the macOS API documentation browser. Instant search over 200+ documentation sets. |
| kadykov/mcp-openapi-schema-explorer | ๐ โ๏ธ ๐ - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. |
| Jpisnice/shadcn-ui-mcp-server | ๐ ๐ - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. |
| jetbrains/mcpProxy | ๐๏ธ ๐ ๐ - Connect to JetBrains IDE |
| jasonjmcghee/claude-debugs-for-you | ๐ ๐ - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation. |
| janreges/ai-distiller-mcp | ๐๏ธ ๐ - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt. |
| isaacphi/mcp-language-server | ๐๏ธ ๐ - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics. |
| ios-simulator-mcp | ๐ ๐ ๐ - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interacti |
| InditexTech/mcp-server-simulator-ios-idb | ๐ ๐ ๐ - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands. |
| idosal/git-mcp | ๐ โ๏ธ - is a generic remote MCP server to connect to ANY repository or project for documentation |
| hyperb1iss/droidmind | ๐ ๐ - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework. |
| hloiseaufcms/mcp-gopls | ๐๏ธ ๐ - A MCP server for interacting with and benefit from advanced Go code analysis features. |
| hidai25/eval-view | ](https://glama.ai/mcp/servers/hidai25/eval-view) ๐ ๐ ๐ ๐ช ๐ง - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with L |
| hechtcarmel/jetbrains-index-mcp-plugin | โ ๐ - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarch |
| hechtcarmel/jetbrains-debugger-mcp-plugin | โ ๐ - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. |
| haris-musa/excel-mcp-server | ๐ ๐ - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae). |
| Govcraft/rust-docs-mcp-server | ๐ฆ ๐ - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization. |
| ajitpratap0/GoSQLX | ](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) ๐๏ธ โ๏ธ ๐ - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server |
| GLips/Figma-Context-MCP | ๐ ๐ - Provide coding agents direct access to Figma data to help them one-shot design implementation. |
| vkhanhqui/figma-mcp-go | ](https://glama.ai/mcp/servers/vkhanhqui/figma-mcp-go) ๐๏ธ ๐ ๐ ๐ช ๐ง - Figma MCP server with full read/write access via plugin bridge โ no API token, no rate limits. 58 tools for design automation: |
| gitkraken/gk-cli | ๐๏ธ ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local to |
| freema/mcp-design-system-extractor | ๐ ๐ - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis. |
| flytohub/flyto-core | ](https://glama.ai/mcp/servers/@flytohub/flyto-core) ๐ ๐ - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Featu |
| eyaltoledano/claude-task-master | ๐ โ๏ธ ๐ - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loadi |
| etsd-tech/mcp-pointer | ๐ ๐ ๐ ๐ช ๐ง - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements. |
| docker/hub-mcp | ๐๏ธ ๐ โ๏ธ ๐ - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images |
| delano/postman-mcp-server | ๐ โ๏ธ - Interact with |
| dannote/figma-use | ๐ ๐ - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools. |
| Comet-ML/Opik-MCP | ๐๏ธ ๐ โ๏ธ ๐ - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. |
| ckreiling/mcp-server-docker | ๐ ๐ - Integrate with Docker to manage containers, images, volumes, and networks. |
| ckanthony/gin-mcp | ๐๏ธ โ๏ธ ๐ ๐ช ๐ง ๐ - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools. |
| cjo4m06/mcp-shrimp-task-manager | ๐ โ๏ธ ๐ โ A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. |
| CircleCI/mcp-server-circleci | ๐ โ๏ธ Enable AI Agents to fix build failures from CircleCI. |
| bgauryy/octocode-mcp | โ๏ธ ๐ ๐ ๐ช ๐ง - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime. |
| muvon/octocode | ](https://glama.ai/mcp/servers/Muvon/) ๐ฆ ๐ ๐ ๐ช ๐ง - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents |
| BetterDB-inc/monitor | ](https://glama.ai/mcp/servers/BetterDB-inc/monitor) ๐ โ๏ธ ๐ - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate pe |
| automation-ai-labs/mcp-link | ๐๏ธ ๐ - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema) |
| augmnt/augments-mcp-server | ๐ โ๏ธ ๐ - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next |
| PhpCodeArcheology/PhpCodeArcheology | ](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) ๐ ๐ ๐ช ๐ง - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, probl |
| admica/FileScopeMCP | ๐ ๐ ๐ฆ - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase. |
| abrinsmead/mindpilot-mcp | ๐ ๐ - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram". |
| keboola/keboola-mcp-server | ๐ - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API. |
| dbt-labs/dbt-mcp | ๐๏ธ ๐ ๐ โ๏ธ - Official MCP server for providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities. |
| zilliztech/mcp-server-milvus | ๐ ๐ โ๏ธ - MCP Server for Milvus / Zilliz, making it possible to interact with your database. |
| Zhwt/go-mcp-mysql | ๐๏ธ ๐ โ Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection. |
| xing5/mcp-google-sheets | ๐ โ๏ธ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API. |
| XGenerationLab/xiyan_mcp_server | ๐ โ๏ธ โ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. |
| wenerme/wener-mssql-mcp | ๐ ๐ - MSSQL database integration with schema inspection and query capabilities |
| wenb1n-dev/SmartDB_MCP | ๐ ๐ - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible wi |
| wenb1n-dev/mysql_mcp_server_pro | ๐ ๐ - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for |
| VictoriaMetrics-Community/mcp-victorialogs | ๐๏ธ ๐๏ธ ๐ - Provides comprehensive integration with your and for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. |
| tuannvm/mcp-trino | ๐๏ธ โ๏ธ - A Go implementation of a Model Context Protocol (MCP) server for Trino |
| TheRaLabs/legion-mcp | ๐ ๐ Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite. |
| supabase-community/supabase-mcp | ๐๏ธ ๐ โ๏ธ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data. |
| subnetmarco/pgmcp | ๐๏ธ ๐ - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. |
| Snowflake-Labs/mcp | ๐ โ๏ธ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view que |
| runekaagaard/mcp-alchemy | ๐ ๐ - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and l |
| redis/mcp-redis | ๐ ๐ - The Redis official MCP Server offers an interface to manage and search data in Redis. |
| rashidazarang/airtable-mcp | ๐ โ๏ธ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filteri |
| quarkiverse/mcp-server-jdbc | โ ๐ - Connect to any JDBC-compatible database and query, insert, update, delete, and more. |
| QuantGeekDev/mongo-mcp | ๐ ๐ - MongoDB integration that enables LLMs to interact directly with databases. |
| qdrant/mcp-server-qdrant | ๐ ๐ - A Qdrant MCP server |
| planetscale/mcp | The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases. |
| pab1it0/prometheus-mcp-server | ๐ โ๏ธ - Query and analyze Prometheus, open-source monitoring system. |
| pab1it0/adx-mcp-server | ๐ โ๏ธ - Query and analyze Azure Data Explorer databases |
| neondatabase/mcp-server-neon | ๐ โ๏ธ โ An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres |
| neo4j-contrib/mcp-neo4j | ๐ ๐ - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances) |
| memgraph/mcp-memgraph | ๐ ๐ - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource. |
| LucasHild/mcp-server-bigquery | ๐ โ๏ธ - BigQuery database integration with schema inspection and query capabilities |
| ktanaka101/mcp-server-duckdb | ๐ ๐ - DuckDB database integration with schema inspection and query capabilities |
| kiliczsh/mcp-mongo-server | ๐ ๐ - A Model Context Protocol Server for MongoDB |
| jparkerweb/mcp-sqlite | ๐ ๐ - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. |
| isaacwasserman/mcp-snowflake-server | ๐ โ๏ธ - Snowflake integration implementing read and (optional) write operations as well as insight tracking |
| googleapis/genai-toolbox | ๐๏ธ โ๏ธ - Open source MCP server specializing in easy, fast, and secure tools for Databases. |
| gannonh/firebase-mcp | ๐ฅ โ ๏ธ - Firebase services including Auth, Firestore and Storage. |
| furey/mongodb-lens | ๐ ๐ - MongoDB Lens: Full Featured MCP Server for MongoDB Databases |
| FreePeak/db-mcp-server | ๐๏ธ ๐ โ A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema |
| freema/mcp-gsheets | ๐ โ๏ธ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities. |
| f4ww4z/mcp-mysql-server | ๐ ๐ - Node.js-based MySQL database integration that provides secure MySQL database operations |
| ergut/mcp-bigquery-server | ๐ โ๏ธ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities |
| domdomegg/airtable-mcp-server | ๐ ๐ - Airtable database integration with schema inspection, read and write capabilities |
| designcomputer/mysql_mcp_server | ๐ ๐ - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines |
| crystaldba/postgres-mcp | ๐ ๐ - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks |
| cr7258/elasticsearch-mcp-server | ๐ ๐ - MCP Server implementation that provides Elasticsearch interaction |
| confluentinc/mcp-confluent | ๐ โ๏ธ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. |
| ClickHouse/mcp-clickhouse | ๐ โ๏ธ - ClickHouse database integration with schema inspection and query capabilities |
| chroma-core/chroma-mcp | ๐๏ธ ๐ โ๏ธ ๐ - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities |
| ChristianHinge/dicom-mcp | ๐ โ๏ธ ๐ - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. |
| centralmind/gateway | ๐๏ธ ๐ ๐ ๐ช - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase |
| Canner/wren-engine | ๐ ๐ฆ ๐ - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents |
| bram2w/baserow | Baserow database integration with table search, list, and row create, read, update, and delete capabilities. |
| benborla29/mcp-server-mysql | โ๏ธ ๐ - MySQL database integration in NodeJS with configurable access controls and schema inspection |
| ArcadeData/arcadedb | ](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) ๐๏ธ โ ๐ - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, C |
| aliyun/alibabacloud-tablestore-mcp-server | โ ๐ โ๏ธ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless. |
| saurabhsharma2u/search-console-mcp | An MCP server to interact with Google Search Console and Bing Webmasters. |
| QuackbackIO/quackback | ๐ โ๏ธ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates |
| OpenDataMCP/OpenDataMCP | ๐ โ๏ธ - Connect any Open Data to any LLM with Model Context Protocol. |
| hustcc/mcp-mermaid | ๐ ๐ - Generate diagram and chart with AI MCP dynamically. |
| hustcc/mcp-echarts | ๐ ๐ - Generate visual charts using with AI MCP dynamically. |
| antv/mcp-server-chart | ๐๏ธ ๐ โ๏ธ - A Model Context Protocol server for generating visual charts using . |
| ztxtxwd/open-feishu-mcp-server | ๐ โ๏ธ ๐ - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block c |
| zcaceres/gtasks-mcp | ๐ โ๏ธ - An MCP server to Manage Google Tasks |
| wyattjoh/jmap-mcp | ๐ โ๏ธ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library. |
| softeria/ms-365-mcp-server | ๐ โ๏ธ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar) |
| sawa-zen/vrchat-mcp | ๐ ๐ This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat. |
| saseq/discord-mcp | โ ๐ ๐ ๐ ๐ช ๐ง - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities. |
| line/line-bot-mcp-server | ๐ ๐ โ๏ธ - MCP Server for Integrating LINE Official Account |
| lharries/whatsapp-mcp | ๐ ๐๏ธ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups |
| korotovsky/slack-mcp-server | ๐ โ๏ธ - The most powerful MCP server for Slack Workspaces. |
| kushneryk/join.cloud | ](https://glama.ai/mcp/servers/kushneryk/join.cloud) ๐ โ๏ธ ๐ - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A prot |
| joinly-ai/joinly | ๐โ๏ธ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages |
| InditexTech/mcp-teams-server | ๐ โ๏ธ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) |
| gitmotion/ntfy-me-mcp | ๐ โ๏ธ ๐ - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents ๐ค (supports secure token auth & more - use with npx or docker!) |
| elie222/inbox-zero | ๐ โ๏ธ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on. |
| discourse/discourse-mcp | ๐๏ธ ๐ โ๏ธ ๐ ๐ฌ ๐ ๐ช ๐ง - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities. |
| chigwell/telegram-mcp | ๐ ๐ - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status. |
| chaindead/telegram-mcp | ๐๏ธ ๐ - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status |
| carterlasalle/mac_messages_mcp | ๐ ๐ ๐ - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone |
| Cactusinhand/mcp_server_notify | ๐ ๐ - A MCP server that send desktop notifications with sound effect when agent tasks are completed. |
| areweai/tsgram-mcp | TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go! |
| adhikasp/mcp-twikit | ๐ โ๏ธ - Interact with Twitter search and timeline |
| wonderwhy-er/DesktopCommanderMCP | ๐ ๐ ๐ ๐ช ๐ง - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. |
| tumf/mcp-shell-server | A secure shell command execution server implementing the Model Context Protocol (MCP) |
| tufantunc/ssh-mcp | ๐ ๐ ๐ง ๐ช - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication. |
| tiianhk/MaxMSP-MCP-Server | ๐ ๐ ๐ต ๐ฅ - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. |
| stippi/code-assistant | ๐ฆ ๐ - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently. |
| sonirico/mcp-shell | ๐๏ธ ๐ ๐ ๐ช ๐ง Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker. |
| shashankss1205/codegraphcontext | ๐ ๐ ๐ ๐ช ๐ง An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans. |
| rinadelph/Agent-MCP | ๐ ๐ - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. |
| oraios/serena | ๐ ๐ - A fully-featured coding agent that relies on symbolic code operations by using language servers. |
| nesquikm/mcp-rubber-duck | ๐ ๐ โ๏ธ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives |
| MladenSU/cli-mcp-server | ๐ ๐ - Command line interface with secure execution and customizable security policies |
| micl2e2/code-to-tree | ๐ ๐ ๐ ๐ง ๐ช ๐ - A single-binary MCP server that converts source code into AST, regardless of language. |
| louis030195/terminator-mcp-agent | ๐ฆ ๐ ๐ ๐ ๐ช ๐ง - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data e |
| kagan-sh/kagan | ](https://glama.ai/mcp/servers/kagan-sh/kagan) ๐ ๐ ๐ ๐ช ๐ง - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated |
| juehang/vscode-mcp-server | ๐ ๐ - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make e |
| jinzcdev/leetcode-mcp-server | ๐ โ๏ธ - MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), suppo |
| g0t4/mcp-server-commands | ๐ ๐ - Run any command with run_command and run_script tools. |
| ferrislucas/iterm-mcp | ๐ฅ๏ธ ๐ ๏ธ ๐ฌ - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal. |
| freema/openclaw-mcp | ](https://glama.ai/mcp/servers/@freema/openclaw-mcp) ๐ โ๏ธ ๐ - MCP server for AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and |
| ezyang/codemcp | ๐ ๐ - Coding agent with basic read, write and command line tools. |
| sipyourdrink-ltd/bernstein | ](https://glama.ai/mcp/servers/chernistry/bernstein) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot |
| aymericzip/intlayer | ๐ โ๏ธ ๐ - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs. |
| automateyournetwork/pyATS_MCP | Cisco pyATS server enabling structured, model-driven interaction with network devices. |
| agentic-mcp-tools/owlex | ๐ ๐ ๐ ๐ช ๐ง - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds |
| pydantic/pydantic-ai/mcp-run-python | ๐ ๐ - Run Python code in a secure sandbox via MCP tool calls |
| mavdol/capsule/mcp-server | ](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) ๐ฆ ๐ ๐ ๐ช ๐ง - Run untrusted Python/JavaScript code in WebAssembly sandboxes. |
| dagger/container-use | ๐๏ธ ๐ ๐ง ๐ ๐ช - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution hi |
| weibaohui/kom | ๐๏ธ โ๏ธ/๐ - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and devel |
| weibaohui/k8m | ๐๏ธ โ๏ธ/๐ - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. S |
| txn2/kubefwd | ๐๏ธ ๐ - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming |
| TencentCloudBase/CloudBase-AI-ToolKit | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to produc |
| strowk/mcp-k8s-go | ๐๏ธ โ๏ธ/๐ - Kubernetes cluster operations through MCP |
| StacklokLabs/mkp | ๐๏ธ โ๏ธ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes re |
| silenceper/mcp-k8s | ๐๏ธ โ๏ธ/๐ - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resourc |
| rohitg00/kubectl-mcp-server | ๐ โ๏ธ/๐ - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language. |
| reza-gholizade/k8s-mcp-server | ๐๏ธ โ๏ธ/๐ - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource m |
| portainer/portainer-mcp | ๐๏ธ โ๏ธ/๐ - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infr |
| nwiizo/tfmcp | ๐ฆ ๐ - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform st |
| manusa/Kubernetes MCP Server | ๐๏ธ ๐ A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact w |
| hashicorp/terraform-mcp-server | ๐๏ธ๐๏ธโ๏ธ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastr |
| flux159/mcp-server-kubernetes | ๐ โ๏ธ/๐ - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. |
| cloudflare/mcp-server-cloudflare | ๐๏ธ ๐ โ๏ธ - Integration with Cloudflare services including Workers, KV, R2, and D1 |
| bright8192/esxi-mcp-server | ๐ โ๏ธ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management. |
| awslabs/mcp | ๐๏ธ โ๏ธ - AWS MCP servers for seamless integration with AWS services and resources. |
| aliyun/alibaba-cloud-ops-mcp-server | ๐๏ธ ๐ โ๏ธ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products. |
| alexei-led/k8s-mcp-server | ๐ - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes in a safe Docker environment |
| alexei-led/aws-mcp-server | ๐ โ๏ธ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with mult |
| recursechat/mcp-server-apple-shortcuts | ๐ ๐ ๐ - An MCP Server Integration with Apple Shortcuts |
| operative_sh/web-eval-agent | ๐ ๐ ๐ - An MCP Server that autonomously debugs web applications with browser-use browser agents |
| ndthanhdev/mcp-browser-kit | ๐ ๐ - An MCP Server that enables AI assistants to interact with your local browsers. |
| microsoft/playwright-mcp | Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots |
| LvcidPsyche/auto-browser | ](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) ๐ ๐ ๐ง ๐ ๐ช - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwrig |
| kimtaeyoon83/mcp-server-youtube-transcript | ๐ โ๏ธ - Fetch YouTube subtitles and transcripts for AI analysis |
| hanzili/comet-mcp | ๐ ๐ ๐ - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. |
| freema/firefox-devtools-mcp | ๐ ๐ - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots. |
| fradser/mcp-server-apple-reminders | ๐ ๐ ๐ - An MCP server for interacting with Apple Reminders on macOS |
| eyalzh/browser-control-mcp | ๐ ๐ - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox). |
| executeautomation/playwright-mcp-server | ๐ - An MCP server using Playwright for browser automation and webscrapping |
| eat-pray-ai/yutu | ๐๏ธ ๐ ๐ ๐ง ๐ช - A fully functional MCP server and CLI for YouTube to automate YouTube operation |
| co-browser/browser-use-mcp-server | ๐ - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server. |
| browsermcp/mcp | ๐ ๐ - Automate your local Chrome browser |
| browserbase/mcp-server-browserbase | ๐๏ธ ๐ - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) |
| blackwhite084/playwright-plus-python-mcp | ๐ - An MCP python server using Playwright for browser automation,more suitable for llm |
| automatalabs/mcp-server-playwright | ๐ - An MCP server for browser automation using Playwright |
| agent-infra/mcp-server-browser | ๐ ๐ - Browser automation capabilities using Puppeteer, both support local and remote browser connection. |
| achiya-automation/safari-mcp | ](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) ๐ ๐ ๐ - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less C |
| 34892002/bilibili-mcp-js | ๐ ๐ - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. |
| wso2/fhir-mcp-server | ๐ ๐ โ๏ธ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create |
| the-momentum/fhir-mcp-server | ๐ ๐ โ๏ธ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language. |
| the-momentum/apple-health-mcp-server | ๐ ๐ ๐ ๐ช ๐ง - An MCP server that provides access to exported data from Apple Health. Data analytics included. |
| JamesANZ/medical-mcp | ๐ ๐ - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines. |
| genomoncology/biomcp | ๐ โ๏ธ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. |
| BV-Venky/excalidraw-architect-mcp | ](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) ๐ ๐ ๐ ๐ช ๐ง - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stat |
| yuna0x0/anilist-mcp | ๐ โ๏ธ - A MCP server integrating AniList API for anime and manga information |
| samuelgursky/davinci-resolve-mcp | ๐ - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control |
| r-huijts/rijksmuseum-mcp | ๐ โ๏ธ - Rijksmuseum API integration for artwork search, details, and collections |
| PatrickPalmer/MayaMCP | ๐ ๐ - MCP server for Autodesk Maya |
| omni-mcp/isaac-sim-mcp | ๐ โ๏ธ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. |
| jau123/MeiGen-AI-Design-MCP | ](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) ๐ โ๏ธ ๐ - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routi |
| GenWaveLLC/svgmaker-mcp | ๐ โ๏ธ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling. |
| djalal/quran-mcp-server | ๐ โ๏ธ MCP server to interact with Quran.com corpus via the official REST API v4. |
| diivi/aseprite-mcp | ๐ ๐ - MCP server using the Aseprite API to create pixel art |
| cswkim/discogs-mcp-server | ๐ โ๏ธ - MCP server to interact with the Discogs API |
| ConstantineB6/comfy-pilot | ๐ ๐ - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal. |
| cantian-ai/bazi-mcp | ๐ ๐ โ๏ธ ๐ ๐ช - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis |
| ahujasid/blender-mcp | ๐ - MCP server for working with Blender |
| abhiemj/manim-mcp-server | ๐ ๐ ๐ช ๐ง - A local MCP server that generates animations using Manim. |
| 8enSmith/mcp-open-library | ๐ โ๏ธ - A MCP server for the Open Library API that enables AI assistants to search for book information. |
| YangLiangwei/PersonalizationMCP | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token |
| VeriTeknik/pluggedin-mcp-proxy | ๐ ๐ - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, a |
| TheLunarCompany/lunar#mcpx | ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - MCPX is a production-ready, open-source gateway to manage MCP servers at scaleโcentralize tool discovery, access controls, call prioritization, and usage tracking to simplify agen |
| sxhxliang/mcp-access-point | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn a web service into an MCP server in one click without making any code changes. |
| SureScaleAI/openai-gpt-image-mcp | ๐ โ๏ธ - OpenAI GPT image generation/editing MCP server. |
| smart-mcp-proxy/mcpproxy-go | ](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers throu |
| sitbon/magg | ๐ ๐ช ๐ง โ๏ธ ๐ ๐ - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the p |
| portel-dev/ncp | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy. |
| PipedreamHQ/pipedream | โ๏ธ ๐ - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. |
| opentabs-dev/opentabs | ](https://glama.ai/mcp/servers/opentabs-dev/opentabs) ๐ ๐ ๐ ๐ช ๐ง - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated brows |
| mindsdb/mindsdb | Connect and unify data across various platforms and databases with . |
| metatool-ai/metatool-app | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. |
| K-Dense-AI/claude-skills-mcp | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Intelligent search capabilities to let every model and client use like native. |
| juspay/neurolink | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails mid |
| julien040/anyquery | ๐๏ธ ๐ โ๏ธ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design. |
| duaraghav8/MCPJungle | ๐๏ธ ๐ - Self-hosted MCP Server registry for enterprise AI Agents |
| blockrunai/blockrun-mcp | ๐ โ๏ธ ๐ ๐ช ๐ง - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base. |
| 1mcp/agent | ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. |
| Everything (Reference) | Official MCP reference server that exercises all protocol capabilities: resources, prompts, tools, and sampling. Useful for testing MCP client implementations. |
| Memory | Persistent memory storage for Claude. Save and retrieve information across conversations using a knowledge graph. |
| Slack | Read messages, post to channels, and interact with Slack workspaces from Claude. |
| SQLite | Interact with SQLite databases. Create tables, run queries, and manage local database files. |
| PostgreSQL | Execute SQL queries, explore schema, and interact with PostgreSQL databases safely. |
| GitHub | Interact with GitHub repositories, issues, pull requests, and workflows directly from Claude. |
Claude Code Skills (10)
Slash commands for Claude Code that automate common workflows. Install with claude mcp add or drop into .claude/commands/. Browse at clauderules.net/skills.
| Skill | Command | Description |
|---|---|---|
| Code Review | /review | Performs a thorough code review of the current changes or specified files. |
| Generate Commit Message | /commit | Generates a conventional commit message based on your staged changes. |
| Generate Tests | /test | Generates comprehensive unit tests for the specified function or file. |
| PR Description | /pr | Writes a clear pull request description from your commits and changes. |
| Fix Bug | /fix | Analyzes a bug or error and provides a targeted fix with explanation. |
| Standup Summary | /standup | Generates a daily standup summary from recent git commits. |
| Refactor Code | /refactor | Refactors code for better readability, performance, or maintainability. |
| Explain Code | /explain | Provides a clear explanation of what a piece of code does and why. |
| Write Documentation | /docs | Generates clear documentation for functions, components, or modules. |
| Security Audit | /security | Audits code for security vulnerabilities based on OWASP Top 10. |
Claude Agents (10)
Reusable agent configurations and sub-agent patterns for Claude Code. Browse at clauderules.net/agents.
| Agent | Description |
|---|---|
| Anthropic Cookbook โ Agent Recipes | Official collection of agent patterns and recipes from Anthropic. Includes tool use, multi-agent orchestration, memory management, and real-world agent implementations. |
| Financial Data Analyst Agent | A multi-tool agent that analyzes financial data, queries databases, generates charts, and produces structured investment research reports using Claude. |
| Claude Agent SDK โ Python | The official Python SDK for building Claude-powered agents. Provides a clean API for multi-turn conversations, tool definitions, streaming, and structured outputs. |
| Customer Support Agent Starter | Anthropic's quickstart for building a production-ready customer support agent with Claude. Includes conversation management, tool use for order lookups, and escalation logic. |
| Claude Code GitHub Action | Official Anthropic GitHub Action that runs Claude Code as a CI agent. Automatically reviews PRs, fixes bugs, and implements features directly in your GitHub workflow. |
| Model Context Protocol SDK | Official MCP SDK for building Claude tool integrations. Enables agents to connect Claude to any external system โ databases, APIs, filesystems, and custom tools. |
| Claude Agent SDK โ TypeScript | The official TypeScript/Node.js SDK for Claude. Build agents with type-safe tool definitions, streaming responses, and comprehensive error handling. |
| Multi-Agent Orchestration Patterns | Anthropic's reference patterns for orchestrating multiple Claude agents. Covers parallel agents, sequential pipelines, hierarchical agents, and error recovery strategies. |
| Computer Use Demo Agent | Anthropic's reference implementation of a computer-use agent. Claude controls a virtual desktop โ browsing the web, running commands, and interacting with GUI applications. |
| AWS Bedrock Claude Agents | Deploy Claude agents on AWS using Amazon Bedrock. Includes examples for knowledge base integration, action groups, and enterprise-scale agent deployments. |
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