使用说明
turbo-claude
A live-synced index of community CLAUDE.md rules, MCP servers, Claude Code skills, and agents — 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 — coding conventions, commands to run, patterns to avoid. Browse the full directory at clauderules.net/rules.
| Rule | Description |
|---|---|
| Claude Skill Aso Appstore Screenshots CLAUDE.md | CLAUDE.md for the Claude Skill Aso Appstore Screenshots project (Python). |
| 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. |
| Rivet CLAUDE.md | Rivet Actors are the primitive for stateful workloads. Built for AI agents, collaborative apps, and durable execution. |
| Mindx CLAUDE.md | 一个可自主进化的数字化分身 |
| Claude Homelab CLAUDE.md | Comprehensive Agents, Commands, Hooks, and Skills for homelab service management - media automation, infrastructure monitoring, document management, and more |
| Ollama Opencode Setup CLAUDE.md | Ollama + Open Code Setup |
| Transcriber CLAUDE.md | Automated video-to-text transcription powered by ElevenLabs Scribe API with multi-language support and speaker diarization |
| Lerna CLAUDE.md | Lerna is a fast, modern build system for managing and publishing multiple JavaScript/TypeScript packages from the same repository. |
| Sing Box Sub Converter CLAUDE.md | 合并、转换singbox配置，代码参考自 https://github.com/Toperlock/sing-box-subscribe |
| 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. |
| Coolify Docs CLAUDE.md | Documentation for Coolify |
| Teamster CLAUDE.md | A modern data stack for K-12 education |
| Arcanea CLAUDE.md | Public mirror of Arcanea.ai — the creative intelligence platform for chat, lore, academy, and worldbuilding. |
| Claude Code Setup CLAUDE.md | Comprehensive Claude Code configuration with agents, skills, hooks, and automation |
| Claude Skills CLAUDE.md | 66 Specialized Skills for Full-Stack Developers. Transform Claude Code into your expert pair programmer. |
| Claude Code CLAUDE.md | TypeScript types and type gen hooks for Claude Code: system tools, MCP tools, session transcripts, and hook events |
| Graphgrc CLAUDE.md | Build security program documentation using Git and Markdown |
| AI Agents CLAUDE.md | Multi-agent system for software development |
| Claude Plugins CLAUDE.md | 29 free, open-source plugins for Claude Code & Cowork — Google Drive, WhatsApp, YouTube, WordPress, Apollo & more. Built on the SOSA™ security framework. |
| Shadowsky CLAUDE.md | CLAUDE.md for the Shadowsky 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 |
| NexusOS CLAUDE.md | Meet Daemon, the Self-Evolving Operating System. |
| Lintel CLAUDE.md | lintel |
| Claude Reflect CLAUDE.md | A self-learning system for Claude Code that captures corrections, positive feedback, and preferences — then syncs them to CLAUDE.md and AGENTS.md. |
| Antdv Next Admin CLAUDE.md | vue admin,vue3 admin,antdv-next,vue后台管理,vue-admin,antdv,ant-design-vue |
| Dotfiles CLAUDE.md | CLAUDE.md for the Dotfiles project (Shell). |
| Teamcity Mcp CLAUDE.md | Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents and configs from AI coding assistants. |
| CodeScaleBench CLAUDE.md | CLAUDE.md for the CodeScaleBench project (Shell). |
| Awesome Claude Notes CLAUDE.md | 🏄 帮助你快速搭建 Claude Code 与 AI Agent 生产力工作流的实战仓库 🏄 A practical toolkit to help you quickly build high-productivity workflows for Claude Code and AI agents |
| N8n Install CLAUDE.md | 🚀 Self-hosted AI automation platform. Deploy n8n, Ollama, Flowise, RAG, Supabase & 30+ tools with one command. Auto HTTPS. Free Zapier/Make alternative. |
| React Joyride CLAUDE.md | Create guided tours in your apps |
| Drawio Mcp CLAUDE.md | CLAUDE.md for the Drawio Mcp project (JavaScript). |
| Sandbox Agent CLAUDE.md | Run Coding Agents in Sandboxes. Control Them Over HTTP. Supports Claude Code, Codex, OpenCode, and Amp. |
| Lightning Mpp Sdk CLAUDE.md | Lightning MPP SDK |
| Polyphony CLAUDE.md | Repo-native AI orchestration engine — connects issue trackers (GitHub, GitLab, Linear, webhooks) to coding agents (Claude, Codex, Copilot, Pi) with isolated wor |
| Quickwit CLAUDE.md | Cloud-native search engine for observability. An open-source alternative to Datadog, Elasticsearch, Loki, and Tempo. |
| Archie CLAUDE.md | Architecture rules your AI coding agent can't break — generates AGENTS.md, per-folder CLAUDE.md, and Claude Code hooks from your codebase. |
| Open Mist CLAUDE.md | 破雾、寻光 |
| OmoiOS CLAUDE.md | Spec-driven multi-agent orchestration — autonomous development workforce powered by Claude & OpenHands |
| Helm Charts CLAUDE.md | Helm Charts for various Applications |
| Obsidian Wechat Converter CLAUDE.md | Obsidian 微信公众号排版插件。支持 Markdown 转公众号样式、一键同步草稿箱、本地图片自动上传、完美支持 LaTeX 数学公式 (SVG)、支持标点符号中文标准化处理。让技术写作回归纯粹。 |
| Rego CLAUDE.md | ReGo provides a robust foundation for inter-service operations with dedicated service clients and helper functions. |
| Nexent CLAUDE.md | Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestr |
| PocketWatch CLAUDE.md | CLAUDE.md for the PocketWatch project (TypeScript). |
| 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 |
| Workos Python CLAUDE.md | Official Python SDK for interacting with the WorkOS API |
| Llm Driven System Design CLAUDE.md | Collection of the system designs driven by LLMs |
| Blog CLAUDE.md | CLAUDE.md for the Blog project (Python). |
| Interpreted Context Methdology CLAUDE.md | Folder structure as agent architecture. ICM replaces framework-level orchestration with filesystem structure. |
| Go Util CLAUDE.md | 一些自用的go工具 |
| Agents Js CLAUDE.md | Build realtime multimodal AI agents with Node.js |
| Aptos Docs CLAUDE.md | Documentation for the Aptos Blockchain |
| Strava CLI CLAUDE.md | Agent-first CLI for the Strava API |
| 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 |
| Agentapi Proxy CLAUDE.md | Proxy and Process Provisioner for coder/agentapi |
| 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 |
| Flxify CLAUDE.md | Flxify is a Swiss Army knife for developers — a lightweight, privacy-first text transformation tool built with no frameworks and zero external dependencies. |
| LabelU CLAUDE.md | Open-source multimodal data annotation platform with AI auto-annotation support. |
| Cc Plugin Catalog CLAUDE.md | Static site generator for Claude Code Plugin Marketplace repositories |
| Bitsandbytes CLAUDE.md | Accessible large language models via k-bit quantization for PyTorch. |
| CCProxy CLAUDE.md | 🌾 🥳 🌋 🏰 🌅 🌕 Claude Code Proxy 🌖 🌔 🌈 🏆 👑 |
| Tapo CLAUDE.md | 🦀 Rust API, 🐍 Python API, and 🤖 MCP Server for TP-Link Tapo smart devices |
| Experimental Psychology CLAUDE.md | Course materials for PSYC 11: Laboratory in Psychological Science, Dartmouth College (Instructor: Jeremy Manning) |
| 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 |
| Trivy Plugin Zarf CLAUDE.md | a plugin for scanning images contained in a Zarf package |
| Ggsql CLAUDE.md | A SQL extension for declarative data visualisation based on the Grammar of Graphics. |
| Q Skills CLAUDE.md | End-to-end skills for academic writing, data analysis, teaching, and research communication. |
| Fog CLAUDE.md | Tool for managing your CloudFormation |
| 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 |
| 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 |
| Awesome PHM Paper Agent CLAUDE.md | APPA |
| 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 |
| Iam Policy Validator CLAUDE.md | ⚡ Stop IAM misconfigurations before they become breaches — Catch overprivileged permissions, dangerous wildcards, and policy errors before deployment. |
| Anytype CLI CLAUDE.md | A command-line interface for interacting with Anytype. |
| KnowSeams CLAUDE.md | Fast, accurate sentence detection for English narrative with proper dialog handling. |
| Slicc CLAUDE.md | A browser-native AI agent (claw) for everyone that loves ice cream |
| Repo Posts CLAUDE.md | CLAUDE.md for the Repo Posts project (Python). |
| 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 |
| Prql CLAUDE.md | PRQL is a modern language for transforming data — a simple, powerful, pipelined SQL replacement |
| Humanize CLAUDE.md | CLAUDE.md for the Humanize project (Python). |
| Beyond Scale Language Data Diversity CLAUDE.md | CLAUDE.md for the Beyond Scale Language Data Diversity project (Python). |
| Roo Logger CLAUDE.md | An MCP server for logging activity in Roo Code/Cline. |
| 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 |
| 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 |
| Braintree Web CLAUDE.md | A suite of tools for integrating Braintree in the browser |
| Context Creator CLAUDE.md | A high-performance Rust CLI for optimizing context engineering in agentic programming. |
| BYAN CLAUDE.md | Des agent IA mais intelligent qui respect toute les bonne pratique de conception |
| Yaml Serde CLAUDE.md | Strongly typed YAML library for Rust |
| Llmitm V2 CLAUDE.md | Autonomous pentesting agent — Claude Code Hackathon (Feb 10-16, 2026). The LLM builds the automation that replaces itself. |
| 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 |
| Dspy Demo CLAUDE.md | CLAUDE.md for the Dspy Demo project (Python). |
| Deltio CLAUDE.md | A Google Cloud Pub/Sub emulator alternative, written in Rust. |
| Atlcli CLAUDE.md | A blazingly fast CLI for Atlassian products. Sync Confluence pages as markdown, manage Jira issues from your terminal. |
| Llm Trader CLAUDE.md | Autonomous AI-powered stock trading agent with multi-model support (GPT-4o, Claude, Gemini) and Alpaca paper trading integration |
| Remilama CLAUDE.md | Realtime online document review system |
| Claude Code Webui CLAUDE.md | Web-based interface for Claude CLI with streaming chat responses |
| Vigiles CLAUDE.md | CLAUDE.md for the Vigiles project (TypeScript). |
| Stratal CLAUDE.md | A modular framework for building Cloudflare Workers with dependency injection, OpenAPI documentation, queues, cron jobs, and more. |
| Ag Ui 4j CLAUDE.md | AG-UI 4 Java |
| PHM Vibench CLAUDE.md | CLAUDE.md for the PHM Vibench project (Jupyter Notebook). |
| AI Tools CLAUDE.md | A collection of tools for Claude Code to operate more efficiently |
| Elics CLAUDE.md | lightweight, flexible ECS for web games |
| Oh My Toong Playground CLAUDE.md | CLAUDE.md for the Oh My Toong Playground project (TypeScript). |
| TORCH Glare CLAUDE.md | An open-source React UI library featuring accessible, elegant components — seamlessly styled with Tailwind CSS and fully extensible. |
| 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. |
| Lula CLAUDE.md | A tool for managing compliance as code in your GitHub repositories. :unicorn: |
| AppClaw CLAUDE.md | AI-powered mobile automation agent — describe what you want in plain English, AppClaw reads the screen, reasons, and acts. LLM-agnostic, open-source, zero telem |
| 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 |
| Pkg To Jsr CLAUDE.md | Zero-config tool that generates jsr.json from package.json |
| Markdown Flow CLAUDE.md | MarkdownFlow extends standard Markdown with AI to create personalized, interactive documents. Tagline: "Write Once, Deliver Personally" |
| Aios CLAUDE.md | AIOS — AI Operating System. A 5-layer AI OS that wraps around any business: Context, Data, Intelligence, Automation, Build. |
| Sdk CLAUDE.md | GalaChain SDK allows you to develop, test, call and deploy chaincodes on GalaChain |
| N8n Nodes Substack CLAUDE.md | The n8n Substack node allows to integrate Substack with n8n workflows. |
| Laravel Dynamodb CLAUDE.md | A DynamoDB based Eloquent model and Query builder for Laravel. |
| Camille CLAUDE.md | CLAUDE.md for the Camille project (TypeScript). |
| Cc Dejavu CLAUDE.md | CLI tool to search and browse Claude Code bash command history |
| GitHub Store CLAUDE.md | 🩵 A free, open-source app store for GitHub releases — browse, discover, and install apps with one click. Powered by Kotlin and Compose Multiplatform for Androi |
| 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 |
| Think CLAUDE.md | CLAUDE.md for the Think project (Swift). |
| Empathize With Others CLAUDE.md | CLAUDE.md for the Empathize With Others project (Kotlin). |
| Membrane Mpeg Ts Plugin CLAUDE.md | Membrane.Filter that demuxes MPEG-TS streams |
MCP Servers (631)
Model Context Protocol servers extend what Claude can access — databases, GitHub, web search, filesystems, and more. Browse the full directory at clauderules.net/mcp.
| Server | Description |
|---|---|
| Arcmira: YouTube Transcript Search | Search indexed YouTube and podcast transcripts for timestamped quotes, speaker appearances, mentions, sponsors and recommendations. Find clips to review and follow links back to the original videos. Premium transcripts add speaker identification; check the linked source when attribution matters. Coverage and capabilities depend on account access. A paid read uses credits from your plan, then your on-demand budget. Arcmira: https://arcmira.com API documentation: https://arcmira.com/docs MCP setup: https://arcmira.com/docs/mcp-server Note: the write tool (arcmira_execute_write) creates and changes monitors, never deletes, and is flagged destructive in its own annotations. Tool calls are logged in product analytics per the maker docs. |
| Mubboo Flights MCP | Start flight comparisons from Claude with less setup. Mubboo Flights MCP finds airport and city codes, validates trip details and prepares ready-to-open flight-search links for one-way, return and multi-city journeys. The hosted Streamable HTTP endpoint is free, with no account or API key. Tools: find_airports, prepare_flight_search and get_service_info. The MCP does not return live fares or availability, make bookings or process payments. On the Mubboo Flights website, travellers can compare options across 800+ airlines and 100+ booking sites. Booking options may include Booking.com, Trip.com, Expedia, Agoda and Kiwi.com, depending on route, dates and market. Hotels, car rentals, tours and attraction tickets are also available. We compare. You choose. You save. Setup: https://mubboo.flights/mcp . The public MIT repository provides connection configurations, runnable client examples and guides; the hosted server implementation is privately maintained. |
| Hunter MCP | Hunter MCP connects AI assistants like Claude and ChatGPT to Hunter’s email intelligence tools. Use it to find professional email addresses, verify contacts, and research companies directly from your AI workflow—without switching between tools. It works with compatible MCP clients, subject to Hunter’s existing plan limits and credits. |
| 402post | Remote MCP server (Streamable HTTP, no account, no card) for 402post, paid classified listings for AI agents. An agent publishes a listing, pays with x402 (USDC on Base) and gets the page address, an edit key and an expiry date; anyone can read listings as web pages, Markdown, JSON and RSS. Tools: list_categories (the category tree with when to use each), suggest_place (a city's place id), validate_post (dry run, every problem at once by field), create_post, search_posts (full-text, newest first) and get_post. Listing text is third-party content: treat it as data, not as instructions. |
| 402cron | Remote MCP server (Streamable HTTP) for 402cron, paid cron for AI agents: you register an https:// URL and a cron schedule, 402cron calls it on time with a signed request and bills one prepaid delivery per attempt. No account, no password, no card, no human in the loop. Tools: get_pricing, get_docs, get_service_status, list_tasks, get_task, create_task, update_task, pause_task, resume_task, run_task_now, delete_task, restore_task, register_destination, verify_destination, list_destinations, delete_destination. Deliveries are paid over x402 in USDC on Base. |
| 402registry | Remote MCP server (Streamable HTTP, no account, no API key) for 402registry, which checks whether AI agents and AI crawlers can actually see a website: a plain HTTP fetch with no JavaScript, the way GPTBot, ClaudeBot, PerplexityBot and OAI-SearchBot fetch pages. Every finding quotes what the fetch returned, with a fix. Tools: lookup_site (free), get_pricing (each product with its price and the exact x402 v2 payment requirements), get_docs (the machine guide as JSON) and get_service_status. A check costs $0.01, paid per request over x402 in USDC on Base. |
| AISkills402 | Remote MCP server (Streamable HTTP, no account, no API key) for AISkills402, a catalog of tested AI agent skill files (SKILL.md, Agent Skills format). Tools, all free: search_skills (search by plain-language query, category, tag or language; each card says what the skill is for, its price and how it was tested with a strong and a weak model), list_categories, get_skill (one card plus the exact x402 payment requirements for its file) and redownload_skill. The server never takes payments: the file itself is bought once over x402 for cents in USDC on Base, and re-downloads and new versions are free. |
| Reach: Google Business Profile MCP server | Hosted Google Business Profile MCP server. Reads a business's profile, reviews, rankings and competitors, and with the owner's approval replies to reviews, publishes posts and edits profile fields. Remote streamable HTTP at https://reach.locus-intelligence.com/api/mcp, OAuth 2.1 with PKCE, no API key, nothing to install. Every Google change shows a preview and waits for approval in the chat. Works with Claude, ChatGPT, Claude Code, Cursor, VS Code and Codex. |
| Bottally | Bottally is an AI marketing agent for SEO and AEO. Connect your site once and it researches your keywords, audits your pages and finds the topics your competitors cover and you don't. Then it writes and publishes one researched article to your blog every day (WordPress, Webflow, Ghost, Shopify, Wix, Notion, Framer, Next.js or any webhook). It tracks whether ChatGPT, Perplexity, Google AI Mode and AI Overviews mention your brand, and matches you with real businesses for do-follow backlinks. |
| Superdirector | Give your AI agent a social media team. Superdirector brings competitor research, brand context and creative planning into your AI assistant. Analyze public profiles and reference videos, find on-brand ideas, and turn them into video scripts and production briefs. Built for agencies, in-house marketers and startup growth teams, it connects through hosted MCP with OAuth. |
| TwitterAPI.io MCP Server | Read-only Twitter/X data for AI agents via TwitterAPI.io: user profiles, tweet search, followers and timelines. Hosted endpoint https://mcp.twitterapi.io/mcp works in Claude and Cursor; docs at https://twitterapi.io/twitter-mcp-server. Pricing: see https://twitterapi.io/pricing. |
| BlockVectra MCP | BlockVectra MCP connects AI agents to multi-chain EVM RPC and indexed Data API tools. Documentation, chain discovery, status, pricing and supported public RPC reads are keyless. Data API and account tools require your own BlockVectra API key; access to RPC methods depends on each chain's public method policy. Connect to the hosted Streamable HTTP endpoint or use the MIT-licensed stdio bridge with Node.js 22+. A separate tool can broadcast an already signed transaction; never supply private keys. Documentation: https://docs.blockvectra.com/en/guides/mcp-server/ Hosted endpoint: https://docs.blockvectra.com/mcp |
| ScreensDesign MCP | ScreensDesign MCP gives AI assistants access to mobile app design research: real app screens, complete onboarding and paywall flows, App Store reviews, market signals and saved collections. It is a hosted remote MCP server using Streamable HTTP and browser OAuth. A paid ScreensDesign Pro subscription is required. After adding the server, authenticate via /mcp in Claude Code. Setup: https://screensdesign.com/mcp/. Contact: ceo@screensdesign.com. The linked repository contains setup documentation, registry metadata and an optional companion skill, not the hosted server implementation. |
| FaviconDL | A local stdio MCP server for retrieving existing website favicons. The extract_favicon tool accepts a domain or URL and an optional size, then calls the free FaviconDL API to return icon URLs, source information and metadata. Useful for bookmark cards, dashboards and Agent workflows. No API key is required. This is a local source installation, not a hosted MCP endpoint or an AI image generator. Website: https://favicondl.com/ — API docs: https://favicondl.com/documentation.html. Setup instructions: https://github.com/sweesama/favicondl.com/blob/main/mcp/README.md. |
| ReadGZH | A hosted MCP server that lets an Agent read public WeChat Official Account articles by URL. It returns readable article content and can search or fetch articles already in the ReadGZH cache. The web reader and REST API are useful if you do not use MCP. Limited free allowance, with optional paid credits. Website: https://readgzh.site/ — docs: https://readgzh.site/docs. Remote endpoint: https://api.readgzh.site/mcp-server. The command below uses the mcp-remote bridge for stdio-only clients; HTTP-capable clients can configure the endpoint URL directly. |
| Pangolinfo VOC Insight MCP | Voice-of-customer and social listening for AI agents: sentiment trends, competitor voice share and source-post evidence. Product: https://www.pangolinfo.com/voc-insight-mcp/ . Requires a Pangolinfo API key with VOC access; replace YOUR_PANGOLINFO_API_KEY in the connection command. Collection and AI analysis may consume credits. Hosted backend is proprietary; the optional GitHub Node 22+ stdio bridge is MIT-licensed. Docs: https://docs.pangolinfo.com/en-help-center/mcp/voc-insight/connect |
| Invokely MCP | Search official statistics by indicator and place, retrieve cited values and time series, compare places, and rank regions. Each result includes its period, unit, and official source citation; the public MCP trial allows 25 calls per day per IP. |
| Vibe Prospecting | Vibe Prospecting, built and operated by Explorium, enables users to find and enrich companies and professionals directly from chat. Access to 150M+ companies and 800M+ professionals including contacts, roles, growth signals, tech stacks, events, and website changes. Already on ChatGPT, Claude, Manus and more with 240,000+ users. Remote MCP endpoint (OAuth): https://vibeprospecting.explorium.ai/mcp Website: https://www.explorium.ai Contact: support@vibeprospecting.ai |
| ClipTalk | Official hosted MCP server for ClipTalk, the AI video creator. Remote server at https://www.cliptalk.pro/mcp (Streamable HTTP, OAuth 2.1, no API key to paste). Tools let Claude, ChatGPT, Cursor and any MCP client create finished short videos for TikTok, Reels and YouTube Shorts (script, AI visuals, voiceover, captions, music), edit them (cut silences, change voice or music, swap scenes), create characters, upload or import media, check credit cost before generating, and fetch the rendered MP4. Free credits on signup. |
| Eye.Art — Polyphemus | Polyphemus is Eye.Art’s single no-auth MCP entry point for creating and revising images. It routes prompts across quick image generation and specialized artist-led workflows, supports reference-based edits, makes visuals from website context, and can return editable SVG and motion outputs. Keyless access is currently free within service limits; complex workflows may take longer. |
| API.market Gateway | API.market provides a proprietary hosted Streamable HTTP MCP gateway for API discovery and execution. Endpoint: https://api.market/api/mcp/gateway. Its five tools are search_apis, get_api_tools, call_api, check_usage and manage_subscription; it also exposes two resources and two prompts. An API.market account and OAuth or an API key are required. Free tiers and paid plans vary by API. Claude Code connection and tool discovery have been verified; this does not establish every API operation or client has been tested. After adding the remote server, authenticate through /mcp in Claude Code. Setup: https://api.market/mcp. Contact: shashank@noveum.ai. Submitted by the API.market team; the hosted implementation is not open source. |
| Pangolinfo Amazon Data MCP | Read-only structured Amazon data tools for AI assistants and e-commerce research, covering product search, details, reviews, sellers, categories and rankings. Use the open-source stdio bridge with your own PANGOLINFO_API_KEY. The bridge is free; the underlying Pangolinfo data service offers trial and paid usage subject to account limits. Product and setup details: https://www.pangolinfo.com/amazon-data-mcp/ |
| Orbit by Noveum | Free, open-source task management for people and AI agents. Manage issues, projects, sprints, documents and files through the remote MCP endpoint https://orbit.noveum.ai/mcp using Streamable HTTP. Requires an Orbit account and workspace-scoped OAuth consent; no API key. After adding the server in Claude Code, use /mcp to complete authentication. The GitHub repository contains the full Apache-2.0 application, not a standalone stdio package. Connection docs: https://github.com/Noveum/orbit-mcp. Official logo: https://orbit.noveum.ai/logo.png. |
| XGR MCP Gateway | XGR.Network develops XGRChain and XDaLa for deterministic, auditable on-chain process execution. |
| FrameThrower MCP | Find film stills, movie screenshots and cinematography references inside AI assistants for inspiration, learning and making movies faster. FrameThrower MCP provides search_frames, find_by_craft, find_similar and get_frame_details. Connect to the hosted server at https://framethrower.ai/api/mcp using OAuth 2.1. The install command below uses the documented mcp-remote bridge for stdio clients. $2 free credits on signup, then usage-based credits. Documentation: https://framethrower.ai/mcp — Product: https://framethrower.ai — Contact: leo@framethrower.ai |
| Base2026 Public MCP | Search a curated public expert-video corpus through six read-only MCP tools. Results keep source attribution for SEO and marketing research. No API key, private transcripts, publishing tools or outcome guarantees. |
| iLook | iLook is a privacy-first, non-medical AI face-analysis service for user-provided photos. Its MCP tools explain face shape, visible symmetry signals, Golden Ratio context, and subjective scoring in clear language. The public Streamable HTTP endpoint supports developer prototypes and agent integrations; iLook does not perform identity recognition, surveillance, sensitive-trait inference, or medical diagnosis. |
| Aperture Wallet Knowledge | Official read-only Aperture Wallet MCP server with 12 tools for verified product facts, 25 supported mainnets, security and recovery boundaries, release metadata, app-screen semantics, and Journal articles. No authentication is required; it cannot access wallets, credentials, balances, signing, or transactions. |
| Palisade MCP | Secure email authentication for AI agents. Palisade exposes 32 tools to inspect domains, diagnose SPF, DKIM, and DMARC, generate exact DNS records, and prepare approval-based changes through an OAuth-protected remote MCP server. |
| Palisade DMARC Agent | AI-powered DMARC, SPF, DKIM, BIMI, MTA-STS, DNS, and email-authentication management for AI agents. |
| Lians | Durable, time-correct memory for Claude and any MCP client. Remember facts, recall current or point-in-time state, inspect conflicts and lineage, and run locally for free with SQLite—no API key or Docker required. |
| Picorn MCP | Give Claude, Cursor and Codex a native visual workspace. Create and edit layered image projects or video timelines, render them, then open the same project in Picorn for human review, publishing and scheduling. 30 tools; free to try; no API key required. Setup: https://picorn.com/mcp?utm_source=clauderules_net&utm_medium=mcp_directory&utm_campaign=mcp_directory_2026_08&utm_content=profile |
| MachineTranslation.com | MachineTranslation.com MCP provides AI-powered multilingual translation through the Model Context Protocol. It uses multi-model consensus to deliver high-confidence translations and can be connected to AI assistants such as Claude, ChatGPT, Cursor, and other MCP-compatible clients. |
| iLoveVideoEditor MCP Server | Render reviewable videos from AI agents. Discover templates, build deterministic VideoJSON, create local previews, submit remote MP4 renders, poll status, and retrieve download URLs. |
| ViewMade | Remote MCP for YouTube research, SEO, creator tools, and finished video production. Find winning topics, generate titles, scripts and thumbnails, start Shorts or documentaries, monitor jobs, and retrieve upload-ready assets. |
| MCP360 | MCP360 is a unified integration platform and marketplace that connects AI agents to more than 100 external tools and custom MCPs through a single integration. It serves as a central access layer that allows AI agents to interact with a wide range of third-party services without requiring separate configurations for each tool. Once integrated, AI agents can use tools provided by MCP360 to perform tasks across different domains. The platform standardizes workflow execution, enabling agents to coordinate actions across multiple external services. MCP360 is designed to scale as agent capabilities grow. New tools added to the MCP360 marketplace become available immediately to existing integrations, enabling teams to expand what their AI agents can do without rebuilding or reconfiguring their systems. This makes MCP360 a stable foundation for building AI agents that rely on external services to complete real-world tasks. |
| OpenFate Bazi MCP | Open-source deterministic Bazi and Four Pillars MCP server for AI agents, with True Solar Time correction, Da Yun cycles, lunar conversion, Earthly Branch interactions, reverse lookup, and structured calculation metadata. |
| Deckaura Tarot MCP Server | Complete 78-card tarot meanings, random draws, spreads and yes-or-no readings for MCP-compatible AI assistants. |
| SalesTouch | Turn your AI agent into a LinkedIn prospecting operator. Find and qualify prospects, start conversations, manage follow-ups, and turn outreach into opportunities. |
| Webhound | Web research MCP server where a prompt defines the question and a user-set dollar budget defines how much investigation runs. Returns inspectable reports or structured datasets with sources, working documents, claim traces, and an explicit completion state. |
| Routara LLM Gateway | Open-source MCP server for Routara. Access 787+ chat models and generate images and videos through one OpenAI-compatible API. Exposes list_models, chat, generate_image, generate_video, and get_video_status. |
| BeachFinder MCP | Free, read-only MCP server for searching and comparing 184,900 beaches, lakes and swimming spots worldwide. It exposes 12 tools for beach and swim-spot search, live water and weather conditions, spot comparison, surf, diving, snorkeling, rivers, whitewater, vanlife, activity providers, guides and anonymous community observations. Results include freshness, sources, ranking reasons and canonical BeachFinder links. The server never declares that swimming is safe. |
| FinancialData.Net MCP server | Get real-time stock prices, fundamentals, institutional trading insights, and other financial data delivered through a universal Model Context Protocol (MCP) server. |
| Lovie — Company Formation MCP | Lovie is the Company Formation MCP server for AI tools. Form companies (state, entity type, name-availability check, shareholders, certificate, filing fee), open bank accounts, issue virtual/physical cards, send invoices, run payments, and categorize transactions — all from your AI agent. A lightweight npx stdio proxy bridges your tool to the Lovie server over HTTPS with OAuth; ~79 business tools. |
| Mila MCP | Mila MCP lets AI assistants create, read, update, and manage office documents programmatically. 23 tools covering documents (rich HTML), spreadsheets (A1 notation with formulas), and slide presentations (960x540 canvas). Real-time collaboration, multi-model AI routing, and export to Word/Excel/PowerPoint. 74,000+ users across 50+ countries. Get your API key at https://mila.gg/api-keys. |
| 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, community-maintained list of Model Context Protocol (MCP) servers, organized by category, with sections for MCP clients, tutorials, and community resources. The repository is a directory of production-ready and experimental servers that extend AI capabilities through file access, database connections, and API integrations; it is a list, not a runnable MCP server itself. |
| 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 Elixir library providing an implementation of the Model Context Protocol (MCP) over Server-Sent Events (SSE). It includes SSE connection management, JSON-RPC message handling, tool registration and execution, session management, and automatic ping/keepalive; developers implement the MCPServer behaviour callbacks to build their own MCP server, including within Phoenix or Plug applications. |
| Higress MCP Server Hosting | A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins. |
| Foxy Contexts | Foxy Contexts is a Go library for building MCP servers declaratively: developers define tools, resources, and prompts and register them with an app builder that uses uber/fx dependency injection under the hood. It implements the server side of the protocol with stdio, SSE, and streamable HTTP transports, and ships a foxytest package for functional testing. |
| 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 the Model Context Protocol. With it, developers build MCP servers that expose tools, resources, and prompts to any MCP host, and MCP clients that connect to any MCP server, over the standard stdio, Streamable HTTP, and SSE transports; it requires Python 3.11+, and the optional CLI extra adds the mcp command-line tool (mcp dev, mcp run, mcp install). It is a development library, not a ready-made data server. |
| 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) 📇 🏠 - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline to |
| vinkius-labs/mcp-fusion | 📇 ](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 | 📇 - A high-level framework for building MCP servers in TypeScript |
| FastMCP | 🐍 - A high-level framework for building MCP servers in Python |
| Epistates/TurboMCP | 🦀 - TurboMCP SDK: Enterprise MCP SDK in Rust |
| zueai/mcp-manager | 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App. |
| yuna0x0/hackmd-mcp | 📇 ☁️ - Allows AI models to interact with |
| 0xMassi/webclaw | ](https://glama.ai/mcp/servers/0xMassi/webclaw) 🦀 🏠 🍎 🐧 - Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerpr |
| wong2/mcp-cli | 📇 🏠 - CLI tool for testing MCP servers |
| wanaku-ai/wanaku | ☁️ 🏠 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 | 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. |
| thingsboard/thingsboard-mcp | 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. |
| tevonsb/homeassistant-mcp | 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc). |
| tanigami/mcp-server-perplexity | 🐍 ☁️ - Interacting with Perplexity API. |
| tacticlaunch/mcp-linear | 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system |
| suekou/mcp-notion-server | 📇 🏠 - Interacting with Notion API |
| Seym0n/tiktok-mcp | 📇 ☁️ - Interact with TikTok videos |
| SecretiveShell/MCP-wolfram-alpha | 🐍 ☁️ - An MCP server for querying wolfram alpha API. |
| rusiaaman/wcgw | 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac) |
| roychri/mcp-server-asana | 📇 ☁️ 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 | 📇 🏠 - Create spaced repetition flashcards in to remember anything you learn in your chats. |
| Rai220/think-mcp | 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in . |
| quarkiverse/mcp-server-jfx | This repository contains a collection of MCP servers implemented in Java using the Quarkus MCP server framework, all runnable with JBang. The jfx server exposes a JavaFX canvas that an LLM can draw on; the collection also includes servers for JDBC databases, inspecting a running JVM, filesystem access, and interacting with a Kubernetes cluster. |
| 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 | 📇 ☁️ - 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) 📇 🏠 🍎 🪟 🐧 - 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) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PD |
| pierrebrunelle/mcp-server-openai | 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol |
| orellazi/coda-mcp | 📇 ☁️ - MCP server for |
| NON906/omniparser-autogui-mcp | 🐍 Automatic operation of on-screen GUI. |
| mzxrai/mcp-openai | 📇 ☁️ - Chat with OpenAI's smartest models |
| mrjoshuak/godoc-mcp | 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files |
| metorial/metorial | 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included |
| mediar-ai/screenpipe | 🎖️ 🦀 🏠 🍎 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 | MCP server to interact with an Obsidian vault via the Local REST API community plugin. Its tools are list_files_in_vault and list_files_in_dir for browsing, get_file_contents for reading notes, search for full-vault text search, patch_content and append_content for editing, and delete_file; it is a Python server configured with an Obsidian API key, host, and port. |
| Klavis-AI/YouTube | 🐍 📇 - Extract and convert YouTube video information. |
| k-jarzyna/mcp-miro | 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK |
| johannesbrandenburger/typst-mcp | 🐍 🏠 - 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 | 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space |
| ivnvxd/mcp-server-odoo | 🐍 ☁️/🏠 - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. |
| integromat/make-mcp-server | 🎖️ 📇 🏠 - Turn your scenarios into callable tools for AI assistants. |
| gotoolkits/DifyWorkflow | 🏎️ ☁️ Tools to the query and execute of Dify workflows |
| githejie/mcp-server-calculator | 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations |
| feuerdev/keep-mcp | 🐍 ☁️ - Read, create, update and delete Google Keep notes. |
| evalstate/mcp-miro | 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. |
| evalstate/mcp-hfspace | 📇 ☁️ - 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 | 🐍 ☁️ - 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 | 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists |
| chrishayuk/mcp-cli | 🐍 🏠 - Yet another CLI tool for testing MCP servers |
| caol64/wenyan-mcp | 📇 🏠 🍎 🪟 🐧 - 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) 📇 🏠 🍎 🪟 🐧 - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs ag |
| blurrah/mcp-graphql | 📇 ☁️ - Allows the AI to query GraphQL servers |
| awkoy/replicate-flux-mcp | 📇 ☁️ - Provides the ability to generate images via Replicate's API. |
| apinetwork/piapi-mcp-server | 📇 ☁️ 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 | 📇 ☁️ - 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 | 📇 🏠 🍎 🪟 🐧 - 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 | 📇 ☁️ - Fetch YouTube subtitles |
| anaisbetts/mcp-installer | 🐍 🏠 - An MCP server that installs other MCP servers for you. |
| AbdelStark/bitcoin-mcp | ₿ 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 | 📇 🏠 🍎 - 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) 📇 🏠 🍎 - MCP server for Bear notes via CloudKit — CRUD, tags, TODOs, attachments, search, front matter, stats, and health checks. Install via `np |
| taylorwilsdon/google_workspace_mcp | 🐍 ☁️ 🍎 🪟 🐧 - 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 | 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript. |
| MarkusPfundstein/mcp-gsuite | 🐍 ☁️ - Integration with gmail and Google Calendar. |
| can4hou6joeng4/boss-agent-cli | ](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipe |
| Tiberriver256/mcp-server-azure-devops | 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines. |
| raohwork/forgejo-mcp | 🏎️ ☁️ - An MCP server for managing your repositories on Forgejo/Gitea server. |
| kopfrechner/gitlab-mr-mcp | 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects. |
| github/github-mcp-server | 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more. |
| adhikasp/mcp-git-ingest | 🐍 🏠 - Read and analyze GitHub repositories with your LLM |
| r-huijts/ns-mcp-server | 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates |
| pab1it0/tripadvisor-mcp | 📇 🐍 - 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 | 📇 ☁️ - Provides tools to search Airbnb and get listing details. |
| cobanov/teslamate-mcp | 🐍 🏠 - 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 | MCP server that converts text to speech using the open-weight Kokoro TTS model (kokoro-onnx weights). It generates MP3 files (converting WAV output with ffmpeg) saved to a local folder, with an option to auto-upload them to an S3 bucket, and is configured through environment variables for voice, speed, language, and storage. |
| mbailey/voice-mcp | 🐍 🏠 - 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 | 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations. |
| sooperset/mcp-atlassian | MCP server for Atlassian products, Confluence and Jira, supporting Confluence Cloud, Jira Cloud, and Jira Server/Data Center. It provides tools for searching, reading, creating, and updating Confluence pages and Jira issues, authenticated with Atlassian API tokens (or personal access tokens for Server/Data Center). |
| nguyenvanduocit/jira-mcp | 🏎️ ☁️ - 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 | MCP server that integrates with the Freshdesk helpdesk API so AI models can perform support operations. It provides ticket tools including create_ticket, update_ticket, delete_ticket, get_ticket, get_tickets, and search_tickets, plus get_ticket_conversation and tools for adding replies and notes to tickets. |
| aikts/yandex-tracker-mcp | 🐍 ☁️ 🏠 - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users. |
| r-huijts/strava-mcp | 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs |
| JamsusMaximus/trainingpeaks-mcp | 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop. |
| Xquik-dev/x-twitter-scraper | Xquik is an X (Twitter) data service that exposes X data through REST APIs, SDKs in several languages, a CLI, and a remote MCP server. It scrapes Twitter search results, tweets, profiles, followers, and replies; public reads need an Xquik API key and no official X developer account, while private reads and X account actions require a connected X account, and bulk extraction jobs support larger, bounded datasets with export formats such as JSON and JSON Lines. |
| king-of-the-grackles/reddit-research-mcp | 🐍 ☁️ - 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 | 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. |
| HagaiHen/facebook-mcp-server | 🐍 ☁️ - 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) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing |
| zinja-coder/jadx-ai-mcp | ☕ 🏠 - 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 | 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs. |
| zboralski/ida-headless-mcp | 🏎️ 🐍 🏠 🍎 🪟 🐧 - 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 | 🐍 🏠 - 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 | 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a |
| roadwy/cve-search_mcp | 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last update |
| radareorg/r2mcp | 🍎🪟🐧🏠🌊 - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering. |
| qianniuspace/mcp-security-audit | MCP server that audits npm package dependencies for security vulnerabilities, using remote npm registry integration for real-time checks. It produces vulnerability reports with severity levels (critical, high, moderate, low), CVSS scores, and CVE references, along with automatic fix recommendations, and is compatible with npm, pnpm, and yarn package managers. |
| mrexodia/ida-pro-mcp | MCP server that allows AI assistants to perform binary analysis and reverse engineering inside IDA Pro. Its tools include lookup_funcs and list_funcs for finding functions, decompile for decompiling a function at an address, and set_comments for annotating disassembly and decompiler views; it requires IDA Pro 8.3 or higher (IDA Free is not supported) and Python 3.11+, and the author now recommends the official Hex-Rays IDA MCP server instead. |
| mobb-dev/mobb-vibe-shield-mcp | 🎖️ 📇 ☁️ 🍎 🪟 🐧 - identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development. |
| mariocandela/beelzebub | Beelzebub is an open-source deception framework (a honeypot framework) for deploying decoy services and capturing attacker interactions as security evidence. Services, routes, and response rules are defined in YAML with static handlers or LLM-powered responses across SSH, HTTP, TCP, TELNET, and MCP protocols; events can be inspected in local logs, published to RabbitMQ, or reported to Beelzebub Platform, with Prometheus metrics for monitoring. |
| LaurieWired/GhidraMCP | ghidraMCP is an MCP server and Ghidra plugin that lets LLMs autonomously reverse engineer applications inside Ghidra. It exposes core Ghidra functionality to MCP clients, including decompiling and analyzing binaries, automatically renaming methods and data, and listing methods, classes, imports, and exports. |
| jtang613/GhidrAssistMCP | ☕ 🏠 - 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) 📇 🏠 🍎 🪟 🐧 - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, comma |
| gbrigandi/mcp-server-wazuh | 🦀 🏠 🚨 🍎 🪟 🐧 - 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 | 🐍 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities. |
| BurtTheCoder/mcp-virustotal | 📇 🪟 ☁️ - 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 | 📇 🪟 ☁️ - 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 | 📇 🪟 ☁️ - 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 | 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration |
| kastelldev/kastell | ](https://glama.ai/mcp/servers/kastelldev/kastell) 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Header |
| 82ch/MCP-Dandan | 🐍 📇 🏠 🍎 🪟 🐧 - 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 | 🐍 ☕ 🏠 - 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 | 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. |
| vectorize-io/vectorize-mcp-server | ☁️ 📇 - MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. |
| tinyfish-io/agentql-mcp | 🎖️ 📇 ☁️ - MCP server that provides 's data extraction capabilities. |
| takashiishida/arxiv-latex-mcp | 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations |
| serpapi/serpapi-mcp | 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 | 🐍 🏠 - An MCP Server to connect to searXNG instances |
| scrapeless-ai/scrapeless-mcp-server | 🐍 ☁️ - 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 | 🐍 🏠 ☁️ - 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 | MCP server for conducting deep research on complex topics through a structured workflow. It elaborates and clarifies the research question, generates focused subquestions, searches the web for each subquestion, analyzes and synthesizes the sources with citations, and generates a structured research report; it is driven from a deep-research prompt template in an MCP client such as Claude Desktop. |
| NameetP/pdfmux | pdfmux is a PDF extraction tool with a built-in MCP server, plus loaders for LangChain and LlamaIndex. It classifies each page (digital, scanned, tables) and routes it to one of seven built-in backends (including PyMuPDF, RapidOCR, Docling, Surya, and Marker) or an LLM fallback, then audits its own output for blank pages, scrambled columns, and broken tables, re-extracting failures and flagging pages it still cannot read instead of silently dropping them; its verify command can also certify other extractors' output for silently dropped pages. |
| opendatalab/MinerU-Ecosystem | MinerU-Ecosystem is the official toolkit for the MinerU Open API, including a Python MCP server for document parsing. It converts PDFs, Word and PowerPoint files, images, spreadsheets, and web pages to Markdown or JSON with a VLM+OCR dual engine supporting 109 languages, formulas to LaTeX, and tables to HTML; the repository also ships a CLI, Python, Go, and TypeScript SDKs, and LangChain and LlamaIndex integrations. |
| OctagonAI/octagon-deep-research-mcp | 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent |
| nkapila6/mcp-local-rag | 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. |
| nickclyde/duckduckgo-mcp-server | MCP server that provides web search through DuckDuckGo, with additional tools for fetching and parsing webpage content. Search results are formatted for LLM consumption, over-long result URLs are shortened into ref:// tokens that the fetch tool accepts directly, and built-in rate limiting and error handling cover both search and content fetching. |
| mikechao/brave-search-mcp | 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API |
| luminati-io/brightdata-mcp | 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet. |
| Linked-API/linkedapi-mcp | 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data. |
| lfnovo/content-core | 🐍 🏠 - 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 | 📇 ☁️ - Web search capabilities using Microsoft Bing Search API |
| kagisearch/kagimcp | ☁️ 📇 – Official Kagi Search MCP Server |
| just-every/mcp-screenshot-website-fast | 📇 🏠 - 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 | 📇 🏠 - 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 | 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. |
| jae-jae/fetcher-mcp | 📇 🏠 - 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 | 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. |
| Ihor-Sokoliuk/MCP-SearXNG | 📇 🏠/☁️ - A Model Context Protocol Server for |
| hellokaton/unsplash-mcp-server | MCP server for searching Unsplash images. It searches the Unsplash photo library with filters for keyword relevance, color schemes, and orientation, plus custom sorting and pagination, and requires an Unsplash API access key. |
| fatwang2/search1api-mcp | 📇 ☁️ - Search via search1api (requires paid API key) |
| exa-labs/exa-mcp-server | 🎖️ 📇 ☁️ – 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 | 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more. |
| devflowinc/trieve | 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through |
| deadletterq/mcp-opennutrition | 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database. |
| ConechoAI/openai-websearch-mcp | 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI web_search built-in tool. |
| chanmeng/google-news-mcp-server | 📇 ☁️ - 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 | 📇 ☁️ - Web search capabilities using Brave's Search API |
| blazickjp/arxiv-mcp-server | ☁️ 🐍 - Search ArXiv research papers |
| apify/mcp-server-rag-web-browser | 📇 ☁️ - 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 | 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed. |
| andybrandt/mcp-simple-arxiv | 🐍 ☁️ MCP for LLM to search and read papers from arXiv |
| ananddtyagi/webpage-screenshot-mcp | 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement. |
| Aas-ee/open-webSearch | 🐍 📇 ☁️ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. |
| 0xdaef0f/job-searchoor | 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more. |
| pminervini/deep-research-mcp | 🐍 ☁️ 🏠 - 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) 🐍 ☁️ 🍎 🪟 🐧 - 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) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, water |
| sunriseapps/imagesorcery-mcp | 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants. |
| AIDC-AI/Pixelle-MCP | 🐍 📇 🏠 🎥 🔊 🖼️ - 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 | 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your and for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances |
| seekrays/mcp-monitor | 🏎️ 🏠 - 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.（ |
| Higangssh/homebutler | ](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports |
| netdata/netdata#Netdata | 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections |
| mpeirone/zabbix-mcp-server | 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more. |
| last9/last9-mcp-server | Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster |
| hyperb1iss/lucidity-mcp | 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities |
| grafana/mcp-grafana | 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance |
| getsentry/sentry-mcp | 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring |
| dynatrace-oss/dynatrace-mcp | 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics. |
| avivsinai/langfuse-mcp | 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. |
| stape-io/google-tag-manager-mcp-server | 📇 ☁️ – 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 | 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably. |
| open-strategy-partners/osp_marketing_tools | 🐍 🏠 - 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 | 🐍 ☁️ - 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 | 🐍 ☁️ - 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) 📇 ☁️ 🏠 - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definition |
| mahdin75/gis-mcp | 🏠 – 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 | 🏠 – 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 | 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data. |
| gaopengbin/cesium-mcp | ](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, ma |
| arthurpanhku/Arthor-Agent | ](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - ... |
| teolex2020/AuraSDK | ](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. |
| vectorize-io/hindsight | Hindsight is an agent memory system built so agents learn over time, rather than only recalling conversation history. It organizes long-term memory into banks with three core operations, retain, recall, and reflect, plus observations and mental models, and it can be added to an agent through integrations that include an MCP server, client SDKs for Python and TypeScript, or an embedded Python mode with no server required. |
| varun29ankuS/shodh-memory | Shodh-Memory is persistent cognitive memory for AI agents and robots that runs as a single binary with no LLM in the loop, no API keys, and no external databases, so it works fully offline. Storing and recalling memories uses local algorithms only: on-device embeddings, a cross-encoder reranker, and local entity and relation extraction that builds a typed knowledge graph; memories that are used often become easier to recall (Hebbian learning) while irrelevant ones decay. It connects to agents over MCP/HTTP and to robots over Zenoh/ROS2. |
| upstash/context7 | 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors. |
| topoteretes/cognee | 📇 🏠 - 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) 🐍 🏠 🍎 🪟 🐧 - 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) 🏎️ 🏠 🍎 🪟 🐧 - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed — no mo |
| shinpr/mcp-local-rag | 📇 🏠 - 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) 🏠 🍎 🪟 🐧 🦀 🏎️ - 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) 📇 🏠 🍎 🪟 🐧 - Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, a |
| redleaves/context-keeper | 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 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 | 📇 ☁️ - Retrieve context from your (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more. |
| pi22by7/In-Memoria | 📇 🦀 🏠 🍎 🐧 🪟 - 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 | 📇 🏠 🍎 🪟 🐧 - 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 | 🐍 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 🍎 🪟 🐧 - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query ex |
| kaliaboi/mcp-zotero | 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud |
| jinzcdev/markmap-mcp-server | 📇 🏠 - 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 | 🐍 🏠 - 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 | 📇 ☁️ - 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 | 📇 🏠 - 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) 🦀 🏠 - 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 | 🐍 🏠 - 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) 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero |
| doobidoo/mcp-memory-service | 📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation |
| deusXmachina-dev/memorylane | 📇 ☁️ 🏠 🍎 - 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) 📇 🏠 🍎 🪟 🐧 - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent te |
| CheMiguel23/MemoryMesh | 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation |
| cameronrye/openzim-mcp | 🐍 🏠 - 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) 🐍 🏠 🍎 🪟 🐧 - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) |
| apecloud/ApeRAG | 🐍 ☁️ 🏠 - 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) 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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) 📇 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic contex |
| agentic-mcp-tools/memora | 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management. |
| youichi-uda/godot-mcp-pro | Godot MCP Pro connects AI assistants to the Godot game engine editor: a Node.js MCP server talks to a Godot editor plugin over WebSocket using JSON-RPC 2.0, giving access to the editor API, the UndoRedo system, and the scene tree. The README describes 187 tools covering scene editing, scripting, animation, tilemaps, shaders, input simulation, and runtime debugging; the public repository contains only the free addon/plugin, and the MCP server itself is distributed in the paid package. |
| rishijatia/fantasy-pl-mcp | 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools. |
| pab1ito/chess-mcp | 🐍 ☁️ - 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 | 📇 ☁️ - 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 | #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity |
| Coding-Solo/godot-mcp | 📇 🏠 - 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 | #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development |
| mnemox-ai/tradememory-protocol | 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca. |
| zlinzzzz/finData-mcp-server | 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare. |
| xpaysh/awesome-x402 | ☁️ - 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 | 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features. |
| twelvedata/mcp | 🐍 ☁️ - Interact with APIs to access real-time and historical financial market data for your AI agents. |
| QuantGeekDev/coincap-mcp | 📇 ☁️ - 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 | 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, an |
| polygon-io/mcp_polygon) | ) 🐍 ☁️ - An MCP server that provides access to financial market data APIs for stocks, indices, forex, options, and more. |
| OctagonAI/octagon-mcp-server | 🐍 ☁️ - Octagon AI Agents to integrate private and public market data |
| narumiruna/yfinance-mcp | 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance. |
| mcpdotdirect/evm-mcp-server | 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. |
| longportapp/openapi | 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. |
| kukapay/whale-tracker-mcp | 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions. |
| kukapay/freqtrade-mcp | 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. |
| kukapay/cryptopanic-mcp-server | MCP server that provides the latest cryptocurrency news to AI agents, powered by CryptoPanic. It implements a single tool, get_crypto_news, which fetches news or media content across a configurable number of pages (up to 10) and requires a CryptoPanic API key and plan. |
| kukapay/crypto-indicators-mcp | 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. |
| kukapay/crypto-feargreed-mcp | MCP server that provides real-time and historical Crypto Fear & Greed Index data, powered by Alternative.me. It exposes resources (fng://current and fng://history/{days}) and tools including get_current_fng_tool, get_historical_fng_tool, and analyze_fng_trend, which reports the average value and trend direction over a chosen number of days. |
| jjlabsio/korea-stock-mcp | 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API |
| heurist-network/heurist-mesh-mcp-server | 🎖️ ⛅️ 🏠 🐍 - 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 | 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally. |
| ferdousbhai/tasty-agent | 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade |
| ferdousbhai/investor-agent | 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations |
| doggybee/mcp-server-ccxt | 📇 ☁️ - 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 | 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information |
| base/base-mcp | 🎖️ 📇 ☁️ - 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 | 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. |
| ariadng/metatrader-mcp-server | 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform |
| alchemy/alchemy-mcp-server | 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs. |
| aaronjmars/web3-research-mcp | 📇 ☁️ - Deep Research for crypto - free & fully local |
| @iiatlas/hledger-mcp | 📇 🏠 🍎 🪟 - 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 | MarkItDown is Microsoft's lightweight Python utility for converting files to Markdown for use with LLMs and text-analysis pipelines, and this repository includes the markitdown-mcp package that exposes the converter through MCP. It converts PDF, PowerPoint, Word, Excel, images (EXIF metadata and OCR), audio (EXIF metadata and speech transcription), HTML, text-based formats such as CSV, JSON, and XML, ZIP files, YouTube URLs, and EPUBs, preserving document structure such as headings, lists, tables, and links. |
| mickaelkerjean/filestash | 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc. |
| mark3labs/mcp-filesystem-server | Go implementation of an MCP filesystem server that provides controlled access to the local filesystem, with files and directories also exposed as file:// resources. Its tools include read_file, read_multiple_files, write_file, copy_file, move_file, delete_file, and modify_file for file operations, list_directory, create_directory, and tree for directories, and search and file-information tools. |
| mamertofabian/mcp-everything-search | 🐍 🏠 🪟 - Fast Windows file search using Everything SDK |
| isaacphi/mcp-gdrive | 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets. |
| filesystem@quarkiverse/quarkus-mcp-servers | ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image. |
| efforthye/fast-filesystem-mcp | 📇 🏠 🍎 🪟 🐧 - 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 | 🐍 🏠 - Share code context with LLMs via MCP or clipboard |
| 8b-is/smart-tree | 🦀 🏠 🍎 🪟 🐧 - 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 |
| adancurusul/embedded-debugger-mcp | 🦀 📟 - 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) 📇 🏠 🍎 🪟 🐧 - 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 | 📇 🏠 - An MCP server to convert almost any file or web content into Markdown |
| reading-plus-ai/mcp-server-data-exploration | 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. |
| optuna/optuna-mcp | 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with . |
| mckinsey/vizro-mcp | 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards. |
| kdqed/zaturn | 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. |
| jjsantos01/jupyter-notebook-mcp | 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. |
| datalayer/jupyter-mcp-server | 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter. |
| DataEval/dingo | 🎖️ 🐍 🏠 🍎 🪟 🐧 - 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 | 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents. |
| zillow/auto-mobile | 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing |
| zcaceres/fetch-mcp | MCP server for fetching web content in multiple formats: HTML, JSON, plain text, Markdown, readable article content, and YouTube transcripts. Its tools include fetch_html, fetch_markdown, fetch_txt, fetch_json, fetch_readable (main-article extraction using Mozilla Readability), and fetch_youtube_transcript, all accepting parameters such as URL, custom headers, proxy, and maximum length; it can also run as a CLI. |
| zaizaizhao/mcp-swagger-server | MCP Swagger Server converts OpenAPI/Swagger specifications into Model Context Protocol format with zero configuration, turning REST APIs into tools AI assistants can call. It is CLI-first with a guided, step-by-step command-line flow, supports SSE, Streamable HTTP, and stdio transports and Bearer authentication, and the monorepo also contains an OpenAPI parser package and a REST API backend package. |
| YuChenSSR/multi-ai-advisor | 📇 🏠 - 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 | MCP server that converts Markdown content into interactive mindmaps, rendered as HTML using the Markmap library. It runs via pip, uvx, or Docker, and turns the Markdown heading hierarchy into the mindmap structure. |
| yangkyeongmo@/mcp-server-apache-airflow | 🐍 🏠 - MCP server that connects to using official client. |
| xzq.xu/jvm-mcp-server | 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server. |
| xcodebuild | 🍎 Build iOS Xcode workspace/project and feed back errors to llm. |
| WiseVision/mcp_server_ros_2 | 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services. |
| VSCode Devtools | 📇 - Connect to VSCode ide and use semantic tools like find_usages |
| vivekvells/mcp-pandoc | 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. |
| veelenga/claude-mermaid | 📇 🏠 🍎 🪟 🐧 - 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 | 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations. |
| ukkit/memcord | 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control. |
| tumf/mcp-text-editor | 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. |
| TencentEdgeOne/edgeone-pages-mcp | 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. |
| storybookjs/addon-mcp | 📇 🏠 - Help agents automatically write and test stories for your UI components. |
| stass/lldb-mcp | 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling. |
| st3v3nmw/sourcerer-mcp | 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste |
| snaggle-ai/openapi-mcp-server | 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3) |
| SimplyLiz/CodeMCP | 🏎️ 🏠 🍎 🪟 🐧 - 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 | 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support. |
| sbroenne/mcp-server-excel | #️⃣ 🏠 🪟 - 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) 📇 🏠 - 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 | 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data |
| r-huijts/xcode-mcp-server | 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation |
| QuantGeekDev/docker-mcp | 🏎️ 🏠 - Docker container management and operations through MCP |
| public-ui/kolibri | 📇 ☁️ 🏠 - 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 | 📇 🏠 ☁️ 🍎 🪟 🐧 - 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 | trace-mcp is framework-aware code intelligence for AI agents: it indexes a codebase once into a cross-language dependency graph and serves precomputed answers through MCP (182 tools, 81 languages, 88 framework integrations) instead of having the agent re-read files. Tools such as get_change_impact return the blast radius of a change across languages and frameworks, and query_decisions searches a decision knowledge graph linked to the code; the same engine also indexes Markdown knowledge vaults (Obsidian, Logseq, plain Markdown), and code stays local. |
| mrexodia/user-feedback-mcp | 🐍 🏠 - 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) 🏎️ 🏠 🍎 🪟 🐧 - 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 | 📇 🏠 🐧 🍎 - 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 | 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies. |
| mhmzdev/Figma-Flutter-MCP | 📇 🏠 - 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) 🐍 🏠 🐧 - 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 | 🐍 🏠 🐧 - 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 | 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands. |
| linw1995/nvim-mcp | 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim |
| langfuse/mcp-server-langfuse | 🐍 🏠 - MCP server to access and manage LLM application prompts created with ) Prompt Management. |
| lamemind/mcp-server-multiverse | 📇 🏠 🛠️ - 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) 🐍 🏠 🍎 - MCP server for , the macOS API documentation browser. Instant search over 200+ documentation sets. |
| kadykov/mcp-openapi-schema-explorer | MCP server that provides token-efficient access to OpenAPI v3.0 and Swagger v2.0 specifications through MCP Resource Templates, so clients can explore paths and components on demand without loading a whole spec into the model's context. Specs load from local file paths or remote URLs, and Swagger v2.0 documents are automatically converted to OpenAPI v3.0 on load. |
| Jpisnice/shadcn-ui-mcp-server | 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. |
| jetbrains/mcpProxy | The JetBrains MCP Proxy forwards requests from an MCP client to a JetBrains IDE running the MCP Server plugin, connecting AI assistants to the IDE. The repository is deprecated and no longer maintained: the functionality has been integrated into IntelliJ-based IDEs since version 2025.2, and JetBrains directs users to the built-in MCP server. |
| jasonjmcghee/claude-debugs-for-you | 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation. |
| janreges/ai-distiller-mcp | 🏎️ 🏠 - 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 | 🏎️ 🏠 - 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 | 📇 🏠 🍎 - 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 | 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands. |
| idosal/git-mcp | 📇 ☁️ - is a generic remote MCP server to connect to ANY repository or project for documentation |
| hyperb1iss/droidmind | 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework. |
| hloiseaufcms/mcp-gopls | 🏎️ 🏠 - 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) 🐍 🏠 🍎 🪟 🐧 - 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 | ☕ 🏠 - 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 | ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. |
| haris-musa/excel-mcp-server | 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae). |
| Govcraft/rust-docs-mcp-server | MCP server that provides up-to-date documentation for a specific Rust crate to LLM coding assistants. Each instance fetches one crate's documentation, generates embeddings for semantic search, and exposes a query_rust_docs tool that answers questions using summaries of the retrieved docs; multiple instances can run at once for different crates, and an OpenAI API key is required for embeddings and summarization. |
| ajitpratap0/GoSQLX | ](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server |
| GLips/Figma-Context-MCP | 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation. |
| gitkraken/gk-cli | 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 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 | 📇 🏠 - 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) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Featu |
| eyaltoledano/claude-task-master | 📇 ☁️ 🏠 - 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 | 📇 🏠 🍎 🪟 🐧 - 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 | 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images |
| delano/postman-mcp-server | 📇 ☁️ - Interact with |
| dannote/figma-use | 📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools. |
| Comet-ML/Opik-MCP | 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. |
| ckreiling/mcp-server-docker | 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks. |
| ckanthony/gin-mcp | 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools. |
| cjo4m06/mcp-shrimp-task-manager | 📇 ☁️ 🏠 – 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 | 📇 ☁️ Enable AI Agents to fix build failures from CircleCI. |
| bgauryy/octocode-mcp | ☁️ 📇 🍎 🪟 🐧 - 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/) 🦀 🏠 🍎 🪟 🐧 - 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) 📇 ☁️ 🏠 - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate pe |
| automation-ai-labs/mcp-link | 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema) |
| augmnt/augments-mcp-server | 📇 ☁️ 🏠 - 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) 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, probl |
| admica/FileScopeMCP | 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase. |
| abrinsmead/mindpilot-mcp | 📇 🏠 - 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 | 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API. |
| dbt-labs/dbt-mcp | Official MCP server for dbt, giving AI agents context from dbt Core, dbt Fusion, and dbt Platform projects. Tools include execute_sql and text_to_sql for SQL, Semantic Layer tools such as list_metrics and query_metrics, Discovery API tools for models, sources, lineage, exposures, and model health, and dbt CLI tools such as build, compile, and docs. |
| zilliztech/mcp-server-milvus | 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database. |
| Zhwt/go-mcp-mysql | 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection. |
| xing5/mcp-google-sheets | 🐍 ☁️ - 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 | XiYan MCP Server enables natural-language queries to databases, powered by XiYan-SQL, a text-to-SQL model. Its get_data tool converts a natural-language question into SQL with the built-in model, calls the database, and returns the query results. |
| wenerme/wener-mssql-mcp | 📇 🏠 - MSSQL database integration with schema inspection and query capabilities |
| wenb1n-dev/SmartDB_MCP | 🐍 🏠 - 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 | 🐍 🏠 - 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 | 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your and for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. |
| tuannvm/mcp-trino | 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino |
| TheRaLabs/legion-mcp | 🐍 🏠 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 | 🎖️ 📇 ☁️ - 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 | 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. |
| Snowflake-Labs/mcp | 🐍 ☁️ - 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 | 🐍 🏠 - 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 | The official Redis MCP Server is a natural-language interface for managing and searching data in Redis from MCP clients. It provides string, hash, list, set, and sorted set tools, pub/sub and Streams tools, JSON document tools, vector index management and vector search through its query engine tools, a tool to search Redis documentation, and a server management tool. |
| rashidazarang/airtable-mcp | 🐍 ☁️ - 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 | ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more. |
| QuantGeekDev/mongo-mcp | 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases. |
| qdrant/mcp-server-qdrant | 🐍 🏠 - 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 | 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system. |
| pab1it0/adx-mcp-server | 🐍 ☁️ - Query and analyze Azure Data Explorer databases |
| neondatabase/mcp-server-neon | 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres |
| neo4j-contrib/mcp-neo4j | 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances) |
| memgraph/mcp-memgraph | 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource. |
| LucasHild/mcp-server-bigquery | 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities |
| ktanaka101/mcp-server-duckdb | 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities |
| kiliczsh/mcp-mongo-server | 📇 🏠 - A Model Context Protocol Server for MongoDB |
| jparkerweb/mcp-sqlite | 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. |
| isaacwasserman/mcp-snowflake-server | 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking |
| googleapis/genai-toolbox | 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases. |
| gannonh/firebase-mcp | 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage. |
| furey/mongodb-lens | 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases |
| FreePeak/db-mcp-server | 🏎️ 🏠 – 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 | 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities. |
| f4ww4z/mcp-mysql-server | 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations |
| ergut/mcp-bigquery-server | 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities |
| domdomegg/airtable-mcp-server | 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities |
| designcomputer/mysql_mcp_server | 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines |
| crystaldba/postgres-mcp | 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks |
| cr7258/elasticsearch-mcp-server | 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction |
| confluentinc/mcp-confluent | 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. |
| ClickHouse/mcp-clickhouse | 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities |
| chroma-core/chroma-mcp | 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities |
| ChristianHinge/dicom-mcp | 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. |
| centralmind/gateway | 🏎️ 🏠 🍎 🪟 - 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 | 🐍 🦀 🏠 - 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 | ☁️ 🏠 - 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) 🎖️ ☕ 🏠 - 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 | ☕ 🐍 ☁️ - 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 | 📇 ☁️ - 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 | 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol. |
| hustcc/mcp-mermaid | 📇 🏠 - Generate diagram and chart with AI MCP dynamically. |
| hustcc/mcp-echarts | 📇 🏠 - Generate visual charts using with AI MCP dynamically. |
| antv/mcp-server-chart | TypeScript MCP server for chart generation using the AntV visualization libraries. It provides more than 26 tools, including generate_line_chart, generate_bar_chart, generate_pie_chart, generate_radar_chart, generate_sankey_chart, generate_word_cloud_chart, and generate_spreadsheet, plus map charts (district, path, and pin maps) that use AMap and currently cover China only. |
| ztxtxwd/open-feishu-mcp-server | 📇 ☁️ 🏠 - 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 | 📇 ☁️ - An MCP server to Manage Google Tasks |
| wyattjoh/jmap-mcp | 📇 ☁️ - 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 | MCP server for interacting with Microsoft 365 and Microsoft Office services through the Microsoft Graph API, including Outlook and mail, files, Excel, and calendar. It authenticates via MSAL, supports the global, China (21Vianet), and GCC High clouds, and provides read-only mode, tool filtering, and tool presets and dynamic discovery to control the exposed tool surface. |
| sawa-zen/vrchat-mcp | 📇 🏠 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 | ☕ 📇 🏠 🍎 🪟 🐧 - 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 | MCP server that integrates the LINE Messaging API to connect an AI agent to a LINE Official Account. Its tools include push_text_message and push_flex_message for sending to a user, broadcast_text_message and broadcast_flex_message for messaging all followers, get_profile for user profiles, get_message_quota for the account's message quota and usage, and get_rich_menu_list. LINE provides the repository as a preview version. |
| lharries/whatsapp-mcp | 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups |
| korotovsky/slack-mcp-server | 📇 ☁️ - The most powerful MCP server for Slack Workspaces. |
| kushneryk/join.cloud | ](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - 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 | 🐍☁️ - 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 | 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) |
| gitmotion/ntfy-me-mcp | 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!) |
| elie222/inbox-zero | 🐍 ☁️ - 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 | 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - 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 | 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status. |
| chaindead/telegram-mcp | 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status |
| carterlasalle/mac_messages_mcp | 🏠 🍎 🚀 - 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 | 🐍 🏠 - 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 | 🐍 ☁️ - Interact with Twitter search and timeline |
| wonderwhy-er/DesktopCommanderMCP | 📇 🏠 🍎 🪟 🐧 - 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 | 📇 🏠 🐧 🪟 - 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 | 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. |
| stippi/code-assistant | 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently. |
| sonirico/mcp-shell | 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker. |
| shashankss1205/codegraphcontext | 🐍 🏠 🍎 🪟 🐧 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 | 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. |
| oraios/serena | 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers. |
| nesquikm/mcp-rubber-duck | 📇 🏠 ☁️ - 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 | 🐍 🏠 - Command line interface with secure execution and customizable security policies |
| micl2e2/code-to-tree | 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language. |
| louis030195/terminator-mcp-agent | 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data e |
| juehang/vscode-mcp-server | 📇 🏠 - 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 | MCP server that connects to LeetCode's APIs, with support for both leetcode.com and leetcode.cn and a choice of stdio or streamable HTTP transport. It retrieves problem descriptions, constraints, editorials, and user-submitted solutions, searches problems by tag, difficulty, category, and keyword, exposes the daily challenge, and, with an optional LeetCode session cookie, accesses user profiles, submission history, notes, and problem lists. |
| g0t4/mcp-server-commands | 📇 🏠 - Run any command with run_command and run_script tools. |
| ferrislucas/iterm-mcp | 🖥️ 🛠️ 💬 - 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) 📇 ☁️ 🏠 - 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 | codemcp turns Claude Desktop into a pair-programming assistant that works on a codebase on your computer: Claude implements features, fixes bugs, and refactors by editing files directly and running tests. All LLM edits are versioned with Git so changes can be rolled back on a fine-grained basis, and shell access is restricted to commands predeclared in codemcp.toml instead of an unrestricted shell. |
| sipyourdrink-ltd/bernstein | ](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot |
| aymericzip/intlayer | Intlayer is an internationalization (i18n) solution for web and mobile apps, with per-locale content declaration files, TypeScript autocompletion, a free visual editor and CMS, and AI-powered translation. Its MCP server integration brings Intlayer into the IDE, giving AI assistants a way to automate content management and i18n workflows in the development environment. |
| automateyournetwork/pyATS_MCP | Cisco pyATS server enabling structured, model-driven interaction with network devices. |
| agentic-mcp-tools/owlex | 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds |
| pydantic/pydantic-ai/mcp-run-python | 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls |
| mavdol/capsule/mcp-server | ](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes. |
| dagger/container-use | 🏎️ 🏠 🐧 🍎 🪟 - 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 | 🏎️ ☁️/🏠 - 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 | 🏎️ ☁️/🏠 - 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 | 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming |
| TencentCloudBase/CloudBase-AI-ToolKit | 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 | 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP |
| StacklokLabs/mkp | 🏎️ ☁️ - 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 | 🏎️ ☁️/🏠 - 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 | 🐍 ☁️/🏠 - 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 | 🏎️ ☁️/🏠 - 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 | 🏎️ ☁️/🏠 - 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 | 🦀 🏠 - 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 | 🏎️ 🏠 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 | 🎖️🏎️☁️ - 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 | 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. |
| cloudflare/mcp-server-cloudflare | 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1 |
| bright8192/esxi-mcp-server | 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management. |
| awslabs/mcp | 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources. |
| aliyun/alibaba-cloud-ops-mcp-server | 🎖️ 🐍 ☁️ - 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 | 🐍 - 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 | 🐍 ☁️ - 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 | 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts |
| operative_sh/web-eval-agent | 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents |
| ndthanhdev/mcp-browser-kit | 📇 🏠 - 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) 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwrig |
| kimtaeyoon83/mcp-server-youtube-transcript | 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis |
| hanzili/comet-mcp | 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. |
| freema/firefox-devtools-mcp | 📇 🏠 - 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 | 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS |
| eyalzh/browser-control-mcp | 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox). |
| executeautomation/playwright-mcp-server | 📇 - An MCP server using Playwright for browser automation and webscrapping |
| eat-pray-ai/yutu | 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation |
| co-browser/browser-use-mcp-server | 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server. |
| browsermcp/mcp | 📇 🏠 - Automate your local Chrome browser |
| browserbase/mcp-server-browserbase | 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) |
| blackwhite084/playwright-plus-python-mcp | 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm |
| automatalabs/mcp-server-playwright | 🐍 - An MCP server for browser automation using Playwright |
| agent-infra/mcp-server-browser | 📇 🏠 - 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) 📇 🏠 🍎 - 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 | 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. |
| wso2/fhir-mcp-server | 🐍 🏠 ☁️ - 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 | 🐍 🏠 ☁️ - 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 | 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included. |
| JamesANZ/medical-mcp | 📇 🏠 - 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 | 🐍 ☁️ - 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) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stat |
| yuna0x0/anilist-mcp | 📇 ☁️ - A MCP server integrating AniList API for anime and manga information |
| samuelgursky/davinci-resolve-mcp | 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control |
| r-huijts/rijksmuseum-mcp | 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections |
| PatrickPalmer/MayaMCP | 🐍 🏠 - MCP server for Autodesk Maya |
| omni-mcp/isaac-sim-mcp | 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. |
| jau123/MeiGen-AI-Design-MCP | MeiGen is an MCP server for AI image and video work, connected as a remote MCP with OAuth sign-in. It offers inspiration search that returns reference images and their prompts, image and video generation (through MeiGen Cloud or OpenAI-compatible providers), background removal, and visual skills for product detail images, marketing posters, and AI backgrounds. |
| GenWaveLLC/svgmaker-mcp | 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling. |
| djalal/quran-mcp-server | 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4. |
| diivi/aseprite-mcp | 🐍 🏠 - MCP server using the Aseprite API to create pixel art |
| cswkim/discogs-mcp-server | 📇 ☁️ - MCP server to interact with the Discogs API |
| ConstantineB6/comfy-pilot | 🐍 🏠 - 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 | 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis |
| ahujasid/blender-mcp | MCP server that connects Blender to LLM clients through a Blender addon and a socket-based connection. It lets an AI create, modify, and delete 3D objects, apply materials and colors, execute Blender Python code, and pull in assets from Poly Haven, Sketchfab, and Poly Pizza, with multi-angle views and renders so the model can check its own work. |
| abhiemj/manim-mcp-server | 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim. |
| 8enSmith/mcp-open-library | 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information. |
| YangLiangwei/PersonalizationMCP | 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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 | 📇 🏠 - 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 | 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agen |
| sxhxliang/mcp-access-point | 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes. |
| SureScaleAI/openai-gpt-image-mcp | 📇 ☁️ - OpenAI GPT image generation/editing MCP server. |
| smart-mcp-proxy/mcpproxy-go | ](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers throu |
| sitbon/magg | Magg is a meta-MCP server, an aggregator that manages and proxies multiple MCP servers behind a single connection. It gives LLMs tools to search for new MCP servers and their setup instructions, add and configure servers dynamically, enable or disable them on demand, and call the aggregated tools under unified prefixes, with configurations persisted across sessions and support for stdio, HTTP, and in-memory transports. |
| portel-dev/ncp | 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy. |
| PipedreamHQ/pipedream | ☁️ 🏠 - 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) 📇 🏠 🍎 🪟 🐧 - 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 | 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. |
| K-Dense-AI/claude-skills-mcp | 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use like native. |
| juspay/neurolink | 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 | 🏎️ 🏠 ☁️ - 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 | 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents |
| blockrunai/blockrun-mcp | 📇 ☁️ 🍎 🪟 🐧 - 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 | 📇 ☁️ 🏠 🍎 🪟 🐧 - 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 |
|---|---|---|
| PR Description | /pr |
Writes a clear pull request description from your commits and changes. |
| 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. |
| Standup Summary | /standup |
Generates a daily standup summary from recent git commits. |
| Fix Bug | /fix |
Analyzes a bug or error and provides a targeted fix with explanation. |
| Generate Tests | /test |
Generates comprehensive unit tests for the specified function or file. |
| 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 — 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 — 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 Agent SDK — TypeScript | The official TypeScript/Node.js SDK for Claude. Build agents with type-safe tool definitions, streaming responses, and comprehensive error handling. |
| 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 — databases, APIs, filesystems, and custom tools. |
| 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 — 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. |
Auto-synced from clauderules.net · Submit a rule · Submit an MCP server · Submit a skill
